id	sid	tid	token	lemma	pos
dad-10691	1	1	dialogue	dialogue	NOUN
dad-10691	1	2	&	&	CCONJ
dad-10691	1	3	discourse	discourse	PROPN
dad-10691	1	4	10(1	10(1	NUM
dad-10691	1	5	)	)	PUNCT
dad-10691	1	6	(	(	PUNCT
dad-10691	1	7	2019	2019	NUM
dad-10691	1	8	)	)	PUNCT
dad-10691	1	9	1–19	1–19	PROPN
dad-10691	1	10	doi	doi	NOUN
dad-10691	1	11	:	:	PUNCT
dad-10691	1	12	10.5087	10.5087	NUM
dad-10691	1	13	/	/	SYM
dad-10691	1	14	dad.2019.101	dad.2019.101	VERB
dad-10691	1	15	reinforcement	reinforcement	NOUN
dad-10691	1	16	adaptation	adaptation	NOUN
dad-10691	1	17	of	of	ADP
dad-10691	1	18	an	an	DET
dad-10691	1	19	attention	attention	NOUN
dad-10691	1	20	-	-	PUNCT
dad-10691	1	21	based	base	VERB
dad-10691	1	22	neural	neural	ADJ
dad-10691	1	23	natural	natural	ADJ
dad-10691	1	24	language	language	NOUN
dad-10691	1	25	generator	generator	NOUN
dad-10691	1	26	for	for	ADP
dad-10691	1	27	spoken	spoken	ADJ
dad-10691	1	28	dialogue	dialogue	NOUN
dad-10691	1	29	systems	system	NOUN
dad-10691	1	30	matthieu	matthieu	PROPN
dad-10691	1	31	riou	riou	VERB
dad-10691	1	32	matthieu.riou@alumni.univ-avignon.fr	matthieu.riou@alumni.univ-avignon.fr	PROPN
dad-10691	1	33	ceri	ceri	PROPN
dad-10691	1	34	-	-	PUNCT
dad-10691	1	35	lia	lia	PROPN
dad-10691	1	36	,	,	PUNCT
dad-10691	1	37	avignon	avignon	PROPN
dad-10691	1	38	université	université	PROPN
dad-10691	1	39	avignon	avignon	PROPN
dad-10691	1	40	,	,	PUNCT
dad-10691	1	41	france	france	PROPN
dad-10691	1	42	bassam	bassam	PROPN
dad-10691	1	43	jabaian	jabaian	PROPN
dad-10691	1	44	bassam.jabaian@univ-avignon.fr	bassam.jabaian@univ-avignon.fr	PROPN
dad-10691	1	45	ceri	ceri	PROPN
dad-10691	1	46	-	-	PUNCT
dad-10691	1	47	lia	lia	PROPN
dad-10691	1	48	,	,	PUNCT
dad-10691	1	49	avignon	avignon	PROPN
dad-10691	1	50	université	université	PROPN
dad-10691	1	51	avignon	avignon	PROPN
dad-10691	1	52	,	,	PUNCT
dad-10691	1	53	france	france	PROPN
dad-10691	1	54	stéphane	stéphane	PROPN
dad-10691	1	55	huet	huet	PROPN
dad-10691	1	56	stephane.huet@univ-avignon.fr	stephane.huet@univ-avignon.fr	PROPN
dad-10691	1	57	ceri	ceri	PROPN
dad-10691	1	58	-	-	PUNCT
dad-10691	1	59	lia	lia	PROPN
dad-10691	1	60	,	,	PUNCT
dad-10691	1	61	avignon	avignon	PROPN
dad-10691	1	62	université	université	PROPN
dad-10691	1	63	avignon	avignon	PROPN
dad-10691	1	64	,	,	PUNCT
dad-10691	1	65	france	france	PROPN
dad-10691	1	66	fabrice	fabrice	PROPN
dad-10691	1	67	lefèvre	lefèvre	PROPN
dad-10691	1	68	fabrice.lefevre@univ-avignon.fr	fabrice.lefevre@univ-avignon.fr	PROPN
dad-10691	1	69	ceri	ceri	PROPN
dad-10691	1	70	-	-	PUNCT
dad-10691	1	71	lia	lia	PROPN
dad-10691	1	72	,	,	PUNCT
dad-10691	1	73	avignon	avignon	PROPN
dad-10691	1	74	université	université	PROPN
dad-10691	1	75	avignon	avignon	PROPN
dad-10691	1	76	,	,	PUNCT
dad-10691	1	77	france	france	PROPN
dad-10691	1	78	editor	editor	NOUN
dad-10691	1	79	:	:	PUNCT
dad-10691	1	80	vera	vera	PROPN
dad-10691	1	81	demberg	demberg	PROPN
dad-10691	1	82	submitted	submit	VERB
dad-10691	1	83	02/2018	02/2018	NOUN
dad-10691	1	84	;	;	PUNCT
dad-10691	1	85	accepted	accept	VERB
dad-10691	1	86	01/2019	01/2019	PROPN
dad-10691	1	87	;	;	PUNCT
dad-10691	1	88	published	publish	VERB
dad-10691	1	89	online	online	ADV
dad-10691	1	90	02/2019	02/2019	NUM
dad-10691	1	91	abstract	abstract	ADJ
dad-10691	1	92	following	follow	VERB
dad-10691	1	93	some	some	DET
dad-10691	1	94	recent	recent	ADJ
dad-10691	1	95	proposals	proposal	NOUN
dad-10691	1	96	to	to	PART
dad-10691	1	97	handle	handle	VERB
dad-10691	1	98	natural	natural	ADJ
dad-10691	1	99	language	language	NOUN
dad-10691	1	100	generation	generation	NOUN
dad-10691	1	101	in	in	ADP
dad-10691	1	102	spoken	spoken	ADJ
dad-10691	1	103	dialogue	dialogue	NOUN
dad-10691	1	104	systems	system	NOUN
dad-10691	1	105	with	with	ADP
dad-10691	1	106	long	long	ADJ
dad-10691	1	107	short	short	ADJ
dad-10691	1	108	-	-	PUNCT
dad-10691	1	109	term	term	NOUN
dad-10691	1	110	memory	memory	NOUN
dad-10691	1	111	recurrent	recurrent	ADJ
dad-10691	1	112	neural	neural	ADJ
dad-10691	1	113	network	network	NOUN
dad-10691	1	114	models	model	NOUN
dad-10691	1	115	(	(	PUNCT
dad-10691	1	116	wen	wen	NOUN
dad-10691	1	117	et	et	PROPN
dad-10691	1	118	al	al	PROPN
dad-10691	1	119	.	.	PROPN
dad-10691	1	120	,	,	PUNCT
dad-10691	1	121	2016a	2016a	NUM
dad-10691	1	122	)	)	PUNCT
dad-10691	1	123	,	,	PUNCT
dad-10691	1	124	this	this	DET
dad-10691	1	125	work	work	NOUN
dad-10691	1	126	first	first	ADV
dad-10691	1	127	investigates	investigate	VERB
dad-10691	1	128	a	a	DET
dad-10691	1	129	variant	variant	NOUN
dad-10691	1	130	thereof	thereof	ADV
dad-10691	1	131	with	with	ADP
dad-10691	1	132	the	the	DET
dad-10691	1	133	objective	objective	NOUN
dad-10691	1	134	of	of	ADP
dad-10691	1	135	a	a	DET
dad-10691	1	136	better	well	ADJ
dad-10691	1	137	integration	integration	NOUN
dad-10691	1	138	of	of	ADP
dad-10691	1	139	the	the	DET
dad-10691	1	140	attention	attention	NOUN
dad-10691	1	141	sub	sub	NOUN
dad-10691	1	142	-	-	NOUN
dad-10691	1	143	network	network	NOUN
dad-10691	1	144	.	.	PUNCT
dad-10691	2	1	our	our	PRON
dad-10691	2	2	second	second	ADJ
dad-10691	2	3	objective	objective	NOUN
dad-10691	2	4	is	be	AUX
dad-10691	2	5	to	to	PART
dad-10691	2	6	propose	propose	VERB
dad-10691	2	7	and	and	CCONJ
dad-10691	2	8	evaluate	evaluate	VERB
dad-10691	2	9	a	a	DET
dad-10691	2	10	framework	framework	NOUN
dad-10691	2	11	to	to	PART
dad-10691	2	12	adapt	adapt	VERB
dad-10691	2	13	the	the	DET
dad-10691	2	14	nlg	nlg	NOUN
dad-10691	2	15	module	module	NOUN
dad-10691	2	16	on	on	ADP
dad-10691	2	17	-	-	PUNCT
dad-10691	2	18	line	line	NOUN
dad-10691	2	19	through	through	ADP
dad-10691	2	20	direct	direct	ADJ
dad-10691	2	21	interactions	interaction	NOUN
dad-10691	2	22	with	with	ADP
dad-10691	2	23	users	user	NOUN
dad-10691	2	24	.	.	PUNCT
dad-10691	3	1	the	the	DET
dad-10691	3	2	basic	basic	ADJ
dad-10691	3	3	way	way	NOUN
dad-10691	3	4	to	to	PART
dad-10691	3	5	do	do	VERB
dad-10691	3	6	so	so	ADV
dad-10691	3	7	is	be	AUX
dad-10691	3	8	to	to	PART
dad-10691	3	9	lead	lead	VERB
dad-10691	3	10	the	the	DET
dad-10691	3	11	users	user	NOUN
dad-10691	3	12	to	to	PART
dad-10691	3	13	utter	utter	VERB
dad-10691	3	14	alternative	alternative	ADJ
dad-10691	3	15	sentences	sentence	NOUN
dad-10691	3	16	rephrasing	rephrase	VERB
dad-10691	3	17	the	the	DET
dad-10691	3	18	expression	expression	NOUN
dad-10691	3	19	of	of	ADP
dad-10691	3	20	a	a	DET
dad-10691	3	21	particular	particular	ADJ
dad-10691	3	22	dialogue	dialogue	NOUN
dad-10691	3	23	act	act	PROPN
dad-10691	3	24	.	.	PUNCT
dad-10691	4	1	to	to	PART
dad-10691	4	2	add	add	VERB
dad-10691	4	3	such	such	DET
dad-10691	4	4	a	a	DET
dad-10691	4	5	new	new	ADJ
dad-10691	4	6	sentence	sentence	NOUN
dad-10691	4	7	to	to	ADP
dad-10691	4	8	its	its	PRON
dad-10691	4	9	model	model	NOUN
dad-10691	4	10	,	,	PUNCT
dad-10691	4	11	the	the	DET
dad-10691	4	12	system	system	NOUN
dad-10691	4	13	can	can	AUX
dad-10691	4	14	rely	rely	VERB
dad-10691	4	15	on	on	ADP
dad-10691	4	16	automatic	automatic	ADJ
dad-10691	4	17	transcription	transcription	NOUN
dad-10691	4	18	,	,	PUNCT
dad-10691	4	19	which	which	PRON
dad-10691	4	20	is	be	AUX
dad-10691	4	21	costless	costless	NOUN
dad-10691	4	22	but	but	CCONJ
dad-10691	4	23	error	error	NOUN
dad-10691	4	24	-	-	PUNCT
dad-10691	4	25	prone	prone	ADJ
dad-10691	4	26	,	,	PUNCT
dad-10691	4	27	or	or	CCONJ
dad-10691	4	28	ask	ask	VERB
dad-10691	4	29	the	the	DET
dad-10691	4	30	user	user	NOUN
dad-10691	4	31	to	to	PART
dad-10691	4	32	transcribe	transcribe	VERB
dad-10691	4	33	it	it	PRON
dad-10691	4	34	manually	manually	ADV
dad-10691	4	35	,	,	PUNCT
dad-10691	4	36	which	which	PRON
dad-10691	4	37	is	be	AUX
dad-10691	4	38	almost	almost	ADV
dad-10691	4	39	flawless	flawless	ADJ
dad-10691	4	40	but	but	CCONJ
dad-10691	4	41	costly	costly	ADJ
dad-10691	4	42	.	.	PUNCT
dad-10691	5	1	to	to	PART
dad-10691	5	2	optimise	optimise	VERB
dad-10691	5	3	this	this	DET
dad-10691	5	4	choice	choice	NOUN
dad-10691	5	5	,	,	PUNCT
dad-10691	5	6	we	we	PRON
dad-10691	5	7	investigate	investigate	VERB
dad-10691	5	8	a	a	DET
dad-10691	5	9	reinforcement	reinforcement	NOUN
dad-10691	5	10	learning	learning	NOUN
dad-10691	5	11	approach	approach	NOUN
dad-10691	5	12	based	base	VERB
dad-10691	5	13	on	on	ADP
dad-10691	5	14	an	an	DET
dad-10691	5	15	adversarial	adversarial	ADJ
dad-10691	5	16	bandit	bandit	NOUN
dad-10691	5	17	scheme	scheme	NOUN
dad-10691	5	18	.	.	PUNCT
dad-10691	6	1	the	the	DET
dad-10691	6	2	bandit	bandit	NOUN
dad-10691	6	3	reward	reward	NOUN
dad-10691	6	4	is	be	AUX
dad-10691	6	5	defined	define	VERB
dad-10691	6	6	as	as	ADP
dad-10691	6	7	a	a	DET
dad-10691	6	8	linear	linear	ADJ
dad-10691	6	9	combination	combination	NOUN
dad-10691	6	10	of	of	ADP
dad-10691	6	11	expected	expect	VERB
dad-10691	6	12	payoffs	payoff	NOUN
dad-10691	6	13	,	,	PUNCT
dad-10691	6	14	on	on	ADP
dad-10691	6	15	the	the	DET
dad-10691	6	16	one	one	NUM
dad-10691	6	17	hand	hand	NOUN
dad-10691	6	18	,	,	PUNCT
dad-10691	6	19	and	and	CCONJ
dad-10691	6	20	costs	cost	NOUN
dad-10691	6	21	of	of	ADP
dad-10691	6	22	acquiring	acquire	VERB
dad-10691	6	23	the	the	DET
dad-10691	6	24	new	new	ADJ
dad-10691	6	25	data	datum	NOUN
dad-10691	6	26	provided	provide	VERB
dad-10691	6	27	by	by	ADP
dad-10691	6	28	the	the	DET
dad-10691	6	29	user	user	NOUN
dad-10691	6	30	,	,	PUNCT
dad-10691	6	31	on	on	ADP
dad-10691	6	32	the	the	DET
dad-10691	6	33	other	other	ADJ
dad-10691	6	34	hand	hand	NOUN
dad-10691	6	35	.	.	PUNCT
dad-10691	7	1	we	we	PRON
dad-10691	7	2	show	show	VERB
dad-10691	7	3	that	that	SCONJ
dad-10691	7	4	this	this	DET
dad-10691	7	5	definition	definition	NOUN
dad-10691	7	6	allows	allow	VERB
dad-10691	7	7	the	the	DET
dad-10691	7	8	system	system	NOUN
dad-10691	7	9	designer	designer	NOUN
dad-10691	7	10	to	to	PART
dad-10691	7	11	find	find	VERB
dad-10691	7	12	the	the	DET
dad-10691	7	13	right	right	ADJ
dad-10691	7	14	balance	balance	NOUN
dad-10691	7	15	between	between	ADP
dad-10691	7	16	improving	improve	VERB
dad-10691	7	17	the	the	DET
dad-10691	7	18	system	system	NOUN
dad-10691	7	19	performance	performance	NOUN
dad-10691	7	20	,	,	PUNCT
dad-10691	7	21	for	for	ADP
dad-10691	7	22	a	a	DET
dad-10691	7	23	better	well	ADJ
dad-10691	7	24	match	match	NOUN
dad-10691	7	25	with	with	ADP
dad-10691	7	26	the	the	DET
dad-10691	7	27	user	user	NOUN
dad-10691	7	28	’s	’s	PART
dad-10691	7	29	preferences	preference	NOUN
dad-10691	7	30	,	,	PUNCT
dad-10691	7	31	and	and	CCONJ
dad-10691	7	32	limiting	limit	VERB
dad-10691	7	33	the	the	DET
dad-10691	7	34	burden	burden	NOUN
dad-10691	7	35	associated	associate	VERB
dad-10691	7	36	with	with	ADP
dad-10691	7	37	it	it	PRON
dad-10691	7	38	.	.	PUNCT
dad-10691	8	1	finally	finally	ADV
dad-10691	8	2	,	,	PUNCT
dad-10691	8	3	the	the	DET
dad-10691	8	4	actual	actual	ADJ
dad-10691	8	5	benefits	benefit	NOUN
dad-10691	8	6	of	of	ADP
dad-10691	8	7	the	the	DET
dad-10691	8	8	system	system	NOUN
dad-10691	8	9	are	be	AUX
dad-10691	8	10	assessed	assess	VERB
dad-10691	8	11	through	through	ADP
dad-10691	8	12	a	a	DET
dad-10691	8	13	human	human	ADJ
dad-10691	8	14	evaluation	evaluation	NOUN
dad-10691	8	15	,	,	PUNCT
dad-10691	8	16	showing	show	VERB
dad-10691	8	17	that	that	SCONJ
dad-10691	8	18	the	the	DET
dad-10691	8	19	progressive	progressive	ADJ
dad-10691	8	20	inclusion	inclusion	NOUN
dad-10691	8	21	of	of	ADP
dad-10691	8	22	more	more	ADV
dad-10691	8	23	diverse	diverse	ADJ
dad-10691	8	24	utterances	utterance	NOUN
dad-10691	8	25	increases	increase	VERB
dad-10691	8	26	user	user	NOUN
dad-10691	8	27	satisfaction	satisfaction	NOUN
dad-10691	8	28	.	.	PUNCT
dad-10691	9	1	keywords	keyword	NOUN
dad-10691	9	2	:	:	PUNCT
dad-10691	9	3	natural	natural	ADJ
dad-10691	9	4	language	language	NOUN
dad-10691	9	5	generation	generation	NOUN
dad-10691	9	6	,	,	PUNCT
dad-10691	9	7	recurrent	recurrent	ADJ
dad-10691	9	8	neural	neural	ADJ
dad-10691	9	9	network	network	NOUN
dad-10691	9	10	,	,	PUNCT
dad-10691	9	11	adversarial	adversarial	ADJ
dad-10691	9	12	bandit	bandit	NOUN
dad-10691	9	13	,	,	PUNCT
dad-10691	9	14	on	on	ADP
dad-10691	9	15	-	-	PUNCT
dad-10691	9	16	line	line	NOUN
dad-10691	9	17	learning	learning	NOUN
dad-10691	9	18	,	,	PUNCT
dad-10691	9	19	user	user	NOUN
dad-10691	9	20	adaptation	adaptation	NOUN
dad-10691	9	21	1	1	NUM
dad-10691	9	22	.	.	PUNCT
dad-10691	9	23	introduction	introduction	NOUN
dad-10691	9	24	in	in	ADP
dad-10691	9	25	a	a	DET
dad-10691	9	26	spoken	spoken	ADJ
dad-10691	9	27	dialogue	dialogue	NOUN
dad-10691	9	28	system	system	NOUN
dad-10691	9	29	,	,	PUNCT
dad-10691	9	30	the	the	DET
dad-10691	9	31	natural	natural	ADJ
dad-10691	9	32	language	language	NOUN
dad-10691	9	33	generation	generation	NOUN
dad-10691	9	34	(	(	PUNCT
dad-10691	9	35	nlg	nlg	NOUN
dad-10691	9	36	)	)	PUNCT
dad-10691	9	37	component	component	NOUN
dad-10691	9	38	aims	aim	VERB
dad-10691	9	39	to	to	PART
dad-10691	9	40	produce	produce	VERB
dad-10691	9	41	an	an	DET
dad-10691	9	42	utterance	utterance	NOUN
dad-10691	9	43	from	from	ADP
dad-10691	9	44	a	a	DET
dad-10691	9	45	system	system	NOUN
dad-10691	9	46	dialogue	dialogue	NOUN
dad-10691	9	47	act	act	NOUN
dad-10691	9	48	(	(	PUNCT
dad-10691	9	49	da	da	NOUN
dad-10691	9	50	)	)	PUNCT
dad-10691	9	51	decided	decide	VERB
dad-10691	9	52	by	by	ADP
dad-10691	9	53	the	the	DET
dad-10691	9	54	dialogue	dialogue	NOUN
dad-10691	9	55	manager	manager	NOUN
dad-10691	9	56	.	.	PUNCT
dad-10691	10	1	for	for	ADP
dad-10691	10	2	instance	instance	NOUN
dad-10691	10	3	,	,	PUNCT
dad-10691	10	4	the	the	DET
dad-10691	10	5	c	c	PROPN
dad-10691	10	6	©	©	PROPN
dad-10691	10	7	2019	2019	NUM
dad-10691	10	8	matthieu	matthieu	PROPN
dad-10691	10	9	riou	riou	PROPN
dad-10691	10	10	,	,	PUNCT
dad-10691	10	11	bassam	bassam	PROPN
dad-10691	10	12	jabaian	jabaian	PROPN
dad-10691	10	13	,	,	PUNCT
dad-10691	10	14	stéphane	stéphane	PROPN
dad-10691	10	15	huet	huet	PROPN
dad-10691	10	16	,	,	PUNCT
dad-10691	10	17	and	and	CCONJ
dad-10691	10	18	fabrice	fabrice	PROPN
dad-10691	10	19	lefèvre	lefèvre	NOUN
dad-10691	10	20	this	this	PRON
dad-10691	10	21	is	be	AUX
dad-10691	10	22	an	an	DET
dad-10691	10	23	open	open	ADJ
dad-10691	10	24	-	-	PUNCT
dad-10691	10	25	access	access	NOUN
dad-10691	10	26	article	article	NOUN
dad-10691	10	27	distributed	distribute	VERB
dad-10691	10	28	under	under	ADP
dad-10691	10	29	the	the	DET
dad-10691	10	30	terms	term	NOUN
dad-10691	10	31	of	of	ADP
dad-10691	10	32	a	a	DET
dad-10691	10	33	creative	creative	ADJ
dad-10691	10	34	commons	common	NOUN
dad-10691	10	35	attribution	attribution	NOUN
dad-10691	10	36	license	license	NOUN
dad-10691	10	37	(	(	PUNCT
dad-10691	10	38	http	http	NOUN
dad-10691	10	39	:	:	PUNCT
dad-10691	10	40	//creativecommons.org	//creativecommons.org	SYM
dad-10691	10	41	/	/	SYM
dad-10691	10	42	licenses	license	NOUN
dad-10691	10	43	/	/	SYM
dad-10691	10	44	by/3.0/	by/3.0/	NOUN
dad-10691	10	45	)	)	PUNCT
dad-10691	10	46	.	.	PUNCT
dad-10691	11	1	riou	riou	PROPN
dad-10691	11	2	,	,	PUNCT
dad-10691	11	3	jabaian	jabaian	PROPN
dad-10691	11	4	,	,	PUNCT
dad-10691	11	5	huet	huet	PROPN
dad-10691	11	6	and	and	CCONJ
dad-10691	11	7	lefèvre	lefèvre	NOUN
dad-10691	11	8	system	system	NOUN
dad-10691	11	9	da	da	NOUN
dad-10691	11	10	:	:	PUNCT
dad-10691	11	11	inform(name	inform(name	PROPN
dad-10691	11	12	=	=	SYM
dad-10691	11	13	bar_metropol	bar_metropol	NOUN
dad-10691	11	14	,	,	PUNCT
dad-10691	11	15	type	type	NOUN
dad-10691	11	16	=	=	SYM
dad-10691	11	17	bar	bar	NOUN
dad-10691	11	18	,	,	PUNCT
dad-10691	11	19	area	area	NOUN
dad-10691	11	20	=	=	SYM
dad-10691	11	21	north	north	NOUN
dad-10691	11	22	,	,	PUNCT
dad-10691	11	23	food	food	NOUN
dad-10691	11	24	=	=	SYM
dad-10691	11	25	french	french	NOUN
dad-10691	11	26	)	)	PUNCT
dad-10691	11	27	may	may	AUX
dad-10691	11	28	generate	generate	VERB
dad-10691	11	29	the	the	DET
dad-10691	11	30	utterance	utterance	NOUN
dad-10691	11	31	bar	bar	NOUN
dad-10691	11	32	metropol	metropol	NOUN
dad-10691	11	33	is	be	AUX
dad-10691	11	34	a	a	DET
dad-10691	11	35	bar	bar	NOUN
dad-10691	11	36	in	in	ADP
dad-10691	11	37	the	the	DET
dad-10691	11	38	northern	northern	ADJ
dad-10691	11	39	part	part	NOUN
dad-10691	11	40	of	of	ADP
dad-10691	11	41	town	town	NOUN
dad-10691	11	42	serving	serve	VERB
dad-10691	11	43	french	french	ADJ
dad-10691	11	44	food	food	NOUN
dad-10691	11	45	.	.	PUNCT
dad-10691	12	1	traditional	traditional	ADJ
dad-10691	12	2	nlg	nlg	NOUN
dad-10691	12	3	systems	system	NOUN
dad-10691	12	4	use	use	VERB
dad-10691	12	5	patterns	pattern	NOUN
dad-10691	12	6	and	and	CCONJ
dad-10691	12	7	rules	rule	NOUN
dad-10691	12	8	to	to	PART
dad-10691	12	9	generate	generate	VERB
dad-10691	12	10	system	system	NOUN
dad-10691	12	11	answers	answer	NOUN
dad-10691	12	12	.	.	PUNCT
dad-10691	13	1	recently	recently	ADV
dad-10691	13	2	,	,	PUNCT
dad-10691	13	3	several	several	ADJ
dad-10691	13	4	proposals	proposal	NOUN
dad-10691	13	5	have	have	AUX
dad-10691	13	6	emerged	emerge	VERB
dad-10691	13	7	to	to	PART
dad-10691	13	8	address	address	VERB
dad-10691	13	9	the	the	DET
dad-10691	13	10	data	data	NOUN
dad-10691	13	11	-	-	PUNCT
dad-10691	13	12	driven	drive	VERB
dad-10691	13	13	language	language	NOUN
dad-10691	13	14	generation	generation	NOUN
dad-10691	13	15	issue	issue	NOUN
dad-10691	13	16	(	(	PUNCT
dad-10691	13	17	see	see	VERB
dad-10691	13	18	for	for	ADP
dad-10691	13	19	instance	instance	NOUN
dad-10691	13	20	rieser	rieser	NOUN
dad-10691	13	21	and	and	CCONJ
dad-10691	13	22	lemon	lemon	NOUN
dad-10691	13	23	,	,	PUNCT
dad-10691	13	24	2011	2011	NUM
dad-10691	13	25	,	,	PUNCT
dad-10691	13	26	chap	chap	NOUN
dad-10691	13	27	.	.	PUNCT
dad-10691	14	1	9	9	NUM
dad-10691	14	2	)	)	PUNCT
dad-10691	14	3	.	.	PUNCT
dad-10691	15	1	they	they	PRON
dad-10691	15	2	can	can	AUX
dad-10691	15	3	be	be	AUX
dad-10691	15	4	roughly	roughly	ADV
dad-10691	15	5	grouped	group	VERB
dad-10691	15	6	into	into	ADP
dad-10691	15	7	two	two	NUM
dad-10691	15	8	main	main	ADJ
dad-10691	15	9	categories	category	NOUN
dad-10691	15	10	:	:	PUNCT
dad-10691	15	11	neural	neural	ADJ
dad-10691	15	12	translation	translation	NOUN
dad-10691	15	13	of	of	ADP
dad-10691	15	14	dialogue	dialogue	NOUN
dad-10691	15	15	acts	act	VERB
dad-10691	15	16	and	and	CCONJ
dad-10691	15	17	utterance	utterance	VERB
dad-10691	15	18	language	language	NOUN
dad-10691	15	19	models	model	NOUN
dad-10691	15	20	.	.	PUNCT
dad-10691	16	1	in	in	ADP
dad-10691	16	2	the	the	DET
dad-10691	16	3	latter	latter	ADJ
dad-10691	16	4	group	group	NOUN
dad-10691	16	5	,	,	PUNCT
dad-10691	16	6	generation	generation	NOUN
dad-10691	16	7	is	be	AUX
dad-10691	16	8	embedded	embed	VERB
dad-10691	16	9	into	into	ADP
dad-10691	16	10	the	the	DET
dad-10691	16	11	whole	whole	ADJ
dad-10691	16	12	process	process	NOUN
dad-10691	16	13	of	of	ADP
dad-10691	16	14	interaction	interaction	NOUN
dad-10691	16	15	and	and	CCONJ
dad-10691	16	16	each	each	DET
dad-10691	16	17	new	new	ADJ
dad-10691	16	18	system	system	NOUN
dad-10691	16	19	utterance	utterance	NOUN
dad-10691	16	20	is	be	AUX
dad-10691	16	21	sampled	sample	VERB
dad-10691	16	22	from	from	ADP
dad-10691	16	23	a	a	DET
dad-10691	16	24	neural	neural	ADJ
dad-10691	16	25	network	network	NOUN
dad-10691	16	26	conditioned	condition	VERB
dad-10691	16	27	by	by	ADP
dad-10691	16	28	the	the	DET
dad-10691	16	29	history	history	NOUN
dad-10691	16	30	of	of	ADP
dad-10691	16	31	the	the	DET
dad-10691	16	32	dialogue	dialogue	NOUN
dad-10691	16	33	(	(	PUNCT
dad-10691	16	34	e.g.	e.g.	ADV
dad-10691	16	35	,	,	PUNCT
dad-10691	16	36	serban	serban	PROPN
dad-10691	16	37	et	et	PROPN
dad-10691	16	38	al	al	PROPN
dad-10691	16	39	.	.	PROPN
dad-10691	16	40	,	,	PUNCT
dad-10691	16	41	2016	2016	NUM
dad-10691	16	42	)	)	PUNCT
dad-10691	16	43	.	.	PUNCT
dad-10691	17	1	in	in	ADP
dad-10691	17	2	the	the	DET
dad-10691	17	3	first	first	ADJ
dad-10691	17	4	group	group	NOUN
dad-10691	17	5	,	,	PUNCT
dad-10691	17	6	a	a	DET
dad-10691	17	7	more	more	ADV
dad-10691	17	8	classical	classical	ADJ
dad-10691	17	9	compositional	compositional	ADJ
dad-10691	17	10	approach	approach	NOUN
dad-10691	17	11	has	have	AUX
dad-10691	17	12	been	be	AUX
dad-10691	17	13	followed	follow	VERB
dad-10691	17	14	,	,	PUNCT
dad-10691	17	15	consisting	consist	VERB
dad-10691	17	16	in	in	ADP
dad-10691	17	17	translating	translate	VERB
dad-10691	17	18	a	a	DET
dad-10691	17	19	targeted	targeted	ADJ
dad-10691	17	20	da	da	NOUN
dad-10691	17	21	(	(	PUNCT
dad-10691	17	22	or	or	CCONJ
dad-10691	17	23	meaning	mean	VERB
dad-10691	17	24	representation	representation	NOUN
dad-10691	17	25	)	)	PUNCT
dad-10691	17	26	into	into	ADP
dad-10691	17	27	a	a	DET
dad-10691	17	28	surface	surface	NOUN
dad-10691	17	29	form	form	NOUN
dad-10691	17	30	(	(	PUNCT
dad-10691	17	31	e.g.	e.g.	ADV
dad-10691	17	32	,	,	PUNCT
dad-10691	17	33	wen	wen	PROPN
dad-10691	17	34	et	et	PROPN
dad-10691	17	35	al	al	PROPN
dad-10691	17	36	.	.	PROPN
dad-10691	17	37	,	,	PUNCT
dad-10691	17	38	2015b	2015b	NUM
dad-10691	17	39	)	)	PUNCT
dad-10691	17	40	with	with	ADP
dad-10691	17	41	a	a	DET
dad-10691	17	42	recurrent	recurrent	ADJ
dad-10691	17	43	network	network	NOUN
dad-10691	17	44	model	model	NOUN
dad-10691	17	45	close	close	ADV
dad-10691	17	46	to	to	ADP
dad-10691	17	47	the	the	DET
dad-10691	17	48	seq2seq	seq2seq	NOUN
dad-10691	17	49	model	model	NOUN
dad-10691	17	50	(	(	PUNCT
dad-10691	17	51	bahdanau	bahdanau	PROPN
dad-10691	17	52	et	et	PROPN
dad-10691	17	53	al	al	PROPN
dad-10691	17	54	.	.	PROPN
dad-10691	17	55	,	,	PUNCT
dad-10691	17	56	2014	2014	NUM
dad-10691	17	57	)	)	PUNCT
dad-10691	17	58	.	.	PUNCT
dad-10691	18	1	this	this	DET
dad-10691	18	2	work	work	NOUN
dad-10691	18	3	is	be	AUX
dad-10691	18	4	in	in	ADP
dad-10691	18	5	line	line	NOUN
dad-10691	18	6	with	with	ADP
dad-10691	18	7	previous	previous	ADJ
dad-10691	18	8	studies	study	NOUN
dad-10691	18	9	showing	show	VERB
dad-10691	18	10	that	that	SCONJ
dad-10691	18	11	the	the	DET
dad-10691	18	12	transfer	transfer	NOUN
dad-10691	18	13	between	between	ADP
dad-10691	18	14	texts	text	NOUN
dad-10691	18	15	and	and	CCONJ
dad-10691	18	16	das	das	PROPN
dad-10691	18	17	can	can	AUX
dad-10691	18	18	be	be	AUX
dad-10691	18	19	directly	directly	ADV
dad-10691	18	20	handled	handle	VERB
dad-10691	18	21	by	by	ADP
dad-10691	18	22	a	a	DET
dad-10691	18	23	general	general	ADJ
dad-10691	18	24	language	language	NOUN
dad-10691	18	25	translation	translation	NOUN
dad-10691	18	26	approach	approach	NOUN
dad-10691	18	27	(	(	PUNCT
dad-10691	18	28	jabaian	jabaian	PROPN
dad-10691	18	29	et	et	PROPN
dad-10691	18	30	al	al	PROPN
dad-10691	18	31	.	.	PROPN
dad-10691	18	32	,	,	PUNCT
dad-10691	18	33	2016	2016	NUM
dad-10691	18	34	)	)	PUNCT
dad-10691	18	35	or	or	CCONJ
dad-10691	18	36	inverted	invert	VERB
dad-10691	18	37	semantic	semantic	ADJ
dad-10691	18	38	parsers	parser	NOUN
dad-10691	18	39	(	(	PUNCT
dad-10691	18	40	konstas	konsta	NOUN
dad-10691	18	41	and	and	CCONJ
dad-10691	18	42	lapata	lapata	ADJ
dad-10691	18	43	,	,	PUNCT
dad-10691	18	44	2013	2013	NUM
dad-10691	18	45	)	)	PUNCT
dad-10691	18	46	.	.	PUNCT
dad-10691	19	1	in	in	ADP
dad-10691	19	2	all	all	DET
dad-10691	19	3	these	these	DET
dad-10691	19	4	cases	case	NOUN
dad-10691	19	5	,	,	PUNCT
dad-10691	19	6	a	a	DET
dad-10691	19	7	difficulty	difficulty	NOUN
dad-10691	19	8	remains	remain	VERB
dad-10691	19	9	:	:	PUNCT
dad-10691	19	10	a	a	DET
dad-10691	19	11	huge	huge	ADJ
dad-10691	19	12	amount	amount	NOUN
dad-10691	19	13	of	of	ADP
dad-10691	19	14	data	datum	NOUN
dad-10691	19	15	is	be	AUX
dad-10691	19	16	required	require	VERB
dad-10691	19	17	.	.	PUNCT
dad-10691	20	1	we	we	PRON
dad-10691	20	2	propose	propose	VERB
dad-10691	20	3	to	to	PART
dad-10691	20	4	address	address	VERB
dad-10691	20	5	this	this	DET
dad-10691	20	6	difficulty	difficulty	NOUN
dad-10691	20	7	hampering	hamper	VERB
dad-10691	20	8	the	the	DET
dad-10691	20	9	practical	practical	ADJ
dad-10691	20	10	development	development	NOUN
dad-10691	20	11	of	of	ADP
dad-10691	20	12	such	such	ADJ
dad-10691	20	13	models	model	NOUN
dad-10691	20	14	by	by	ADP
dad-10691	20	15	combining	combine	VERB
dad-10691	20	16	the	the	DET
dad-10691	20	17	current	current	ADJ
dad-10691	20	18	template	template	NOUN
dad-10691	20	19	-	-	PUNCT
dad-10691	20	20	based	base	VERB
dad-10691	20	21	approach	approach	NOUN
dad-10691	20	22	with	with	ADP
dad-10691	20	23	the	the	DET
dad-10691	20	24	on	on	ADP
dad-10691	20	25	-	-	PUNCT
dad-10691	20	26	line	line	NOUN
dad-10691	20	27	training	training	NOUN
dad-10691	20	28	of	of	ADP
dad-10691	20	29	a	a	DET
dad-10691	20	30	neural	neural	ADJ
dad-10691	20	31	nlg	nlg	NOUN
dad-10691	20	32	model	model	NOUN
dad-10691	20	33	.	.	PUNCT
dad-10691	21	1	some	some	DET
dad-10691	21	2	corpus	corpus	NOUN
dad-10691	21	3	extension	extension	NOUN
dad-10691	21	4	methods	method	NOUN
dad-10691	21	5	are	be	AUX
dad-10691	21	6	also	also	ADV
dad-10691	21	7	possible	possible	ADJ
dad-10691	21	8	(	(	PUNCT
dad-10691	21	9	e.g.	e.g.	ADV
dad-10691	21	10	,	,	PUNCT
dad-10691	21	11	manishina	manishina	VERB
dad-10691	21	12	et	et	PROPN
dad-10691	21	13	al	al	PROPN
dad-10691	21	14	.	.	PROPN
dad-10691	21	15	,	,	PUNCT
dad-10691	21	16	2016	2016	NUM
dad-10691	21	17	)	)	PUNCT
dad-10691	21	18	but	but	CCONJ
dad-10691	21	19	they	they	PRON
dad-10691	21	20	do	do	AUX
dad-10691	21	21	not	not	PART
dad-10691	21	22	allow	allow	VERB
dad-10691	21	23	a	a	DET
dad-10691	21	24	simultaneous	simultaneous	ADJ
dad-10691	21	25	adaptation	adaptation	NOUN
dad-10691	21	26	to	to	ADP
dad-10691	21	27	the	the	DET
dad-10691	21	28	user	user	NOUN
dad-10691	21	29	’s	’s	PART
dad-10691	21	30	preferences	preference	NOUN
dad-10691	21	31	.	.	PUNCT
dad-10691	22	1	the	the	DET
dad-10691	22	2	overall	overall	ADJ
dad-10691	22	3	scheme	scheme	NOUN
dad-10691	22	4	consists	consist	VERB
dad-10691	22	5	in	in	ADP
dad-10691	22	6	bootstrapping	bootstrappe	VERB
dad-10691	22	7	a	a	DET
dad-10691	22	8	first	first	ADJ
dad-10691	22	9	version	version	NOUN
dad-10691	22	10	of	of	ADP
dad-10691	22	11	the	the	DET
dad-10691	22	12	model	model	NOUN
dad-10691	22	13	based	base	VERB
dad-10691	22	14	on	on	ADP
dad-10691	22	15	a	a	DET
dad-10691	22	16	corpus	corpus	NOUN
dad-10691	22	17	built	build	VERB
dad-10691	22	18	with	with	ADP
dad-10691	22	19	some	some	DET
dad-10691	22	20	simple	simple	ADJ
dad-10691	22	21	templates	template	NOUN
dad-10691	22	22	and	and	CCONJ
dad-10691	22	23	a	a	DET
dad-10691	22	24	small	small	ADJ
dad-10691	22	25	information	information	NOUN
dad-10691	22	26	database	database	NOUN
dad-10691	22	27	(	(	PUNCT
dad-10691	22	28	to	to	PART
dad-10691	22	29	help	help	VERB
dad-10691	22	30	fill	fill	VERB
dad-10691	22	31	in	in	ADP
dad-10691	22	32	the	the	DET
dad-10691	22	33	template	template	NOUN
dad-10691	22	34	placeholders	placeholder	NOUN
dad-10691	22	35	with	with	ADP
dad-10691	22	36	values	value	NOUN
dad-10691	22	37	)	)	PUNCT
dad-10691	22	38	.	.	PUNCT
dad-10691	23	1	this	this	DET
dad-10691	23	2	model	model	NOUN
dad-10691	23	3	sets	set	VERB
dad-10691	23	4	up	up	ADP
dad-10691	23	5	a	a	DET
dad-10691	23	6	first	first	ADJ
dad-10691	23	7	version	version	NOUN
dad-10691	23	8	of	of	ADP
dad-10691	23	9	the	the	DET
dad-10691	23	10	dialogue	dialogue	NOUN
dad-10691	23	11	system	system	NOUN
dad-10691	23	12	;	;	PUNCT
dad-10691	23	13	once	once	ADV
dad-10691	23	14	operational	operational	ADJ
dad-10691	23	15	,	,	PUNCT
dad-10691	23	16	the	the	DET
dad-10691	23	17	initial	initial	ADJ
dad-10691	23	18	system	system	NOUN
dad-10691	23	19	is	be	AUX
dad-10691	23	20	used	use	VERB
dad-10691	23	21	to	to	PART
dad-10691	23	22	collect	collect	VERB
dad-10691	23	23	new	new	ADJ
dad-10691	23	24	training	training	NOUN
dad-10691	23	25	data	datum	NOUN
dad-10691	23	26	while	while	SCONJ
dad-10691	23	27	interacting	interact	VERB
dad-10691	23	28	with	with	ADP
dad-10691	23	29	users	user	NOUN
dad-10691	23	30	.	.	PUNCT
dad-10691	24	1	it	it	PRON
dad-10691	24	2	should	should	AUX
dad-10691	24	3	be	be	AUX
dad-10691	24	4	noted	note	VERB
dad-10691	24	5	that	that	SCONJ
dad-10691	24	6	at	at	ADP
dad-10691	24	7	this	this	DET
dad-10691	24	8	critical	critical	ADJ
dad-10691	24	9	step	step	NOUN
dad-10691	24	10	of	of	ADP
dad-10691	24	11	development	development	NOUN
dad-10691	24	12	,	,	PUNCT
dad-10691	24	13	users	user	NOUN
dad-10691	24	14	should	should	AUX
dad-10691	24	15	still	still	ADV
dad-10691	24	16	be	be	AUX
dad-10691	24	17	under	under	ADP
dad-10691	24	18	the	the	DET
dad-10691	24	19	control	control	NOUN
dad-10691	24	20	of	of	ADP
dad-10691	24	21	the	the	DET
dad-10691	24	22	designers	designer	NOUN
dad-10691	24	23	(	(	PUNCT
dad-10691	24	24	they	they	PRON
dad-10691	24	25	can	can	AUX
dad-10691	24	26	be	be	AUX
dad-10691	24	27	designers	designer	NOUN
dad-10691	24	28	themselves	themselves	PRON
dad-10691	24	29	or	or	CCONJ
dad-10691	24	30	colleagues	colleague	NOUN
dad-10691	24	31	)	)	PUNCT
dad-10691	24	32	,	,	PUNCT
dad-10691	24	33	as	as	SCONJ
dad-10691	24	34	it	it	PRON
dad-10691	24	35	can	can	AUX
dad-10691	24	36	be	be	AUX
dad-10691	24	37	hazardous	hazardous	ADJ
dad-10691	24	38	to	to	PART
dad-10691	24	39	let	let	VERB
dad-10691	24	40	the	the	DET
dad-10691	24	41	general	general	ADJ
dad-10691	24	42	public	public	NOUN
dad-10691	24	43	directly	directly	ADV
dad-10691	24	44	access	access	VERB
dad-10691	24	45	such	such	DET
dad-10691	24	46	a	a	DET
dad-10691	24	47	functionality	functionality	NOUN
dad-10691	24	48	without	without	ADP
dad-10691	24	49	any	any	DET
dad-10691	24	50	efficient	efficient	ADJ
dad-10691	24	51	means	mean	NOUN
dad-10691	24	52	to	to	PART
dad-10691	24	53	counterbalance	counterbalance	VERB
dad-10691	24	54	the	the	DET
dad-10691	24	55	effect	effect	NOUN
dad-10691	24	56	of	of	ADP
dad-10691	24	57	the	the	DET
dad-10691	24	58	on	on	ADP
dad-10691	24	59	-	-	PUNCT
dad-10691	24	60	line	line	NOUN
dad-10691	24	61	adaptation	adaptation	NOUN
dad-10691	24	62	.	.	PUNCT
dad-10691	25	1	this	this	DET
dad-10691	25	2	difficult	difficult	ADJ
dad-10691	25	3	and	and	CCONJ
dad-10691	25	4	sensitive	sensitive	ADJ
dad-10691	25	5	point	point	NOUN
dad-10691	25	6	will	will	AUX
dad-10691	25	7	be	be	AUX
dad-10691	25	8	addressed	address	VERB
dad-10691	25	9	more	more	ADV
dad-10691	25	10	thoroughly	thoroughly	ADV
dad-10691	25	11	in	in	ADP
dad-10691	25	12	future	future	ADJ
dad-10691	25	13	work	work	NOUN
dad-10691	25	14	.	.	PUNCT
dad-10691	26	1	the	the	DET
dad-10691	26	2	objective	objective	NOUN
dad-10691	26	3	is	be	AUX
dad-10691	26	4	to	to	PART
dad-10691	26	5	maintain	maintain	VERB
dad-10691	26	6	the	the	DET
dad-10691	26	7	additional	additional	ADJ
dad-10691	26	8	workload	workload	NOUN
dad-10691	26	9	of	of	ADP
dad-10691	26	10	the	the	DET
dad-10691	26	11	user	user	NOUN
dad-10691	26	12	resulting	result	VERB
dad-10691	26	13	from	from	ADP
dad-10691	26	14	the	the	DET
dad-10691	26	15	system	system	NOUN
dad-10691	26	16	’s	’s	PART
dad-10691	26	17	requests	request	NOUN
dad-10691	26	18	at	at	ADP
dad-10691	26	19	an	an	DET
dad-10691	26	20	admissible	admissible	ADJ
dad-10691	26	21	level	level	NOUN
dad-10691	26	22	.	.	PUNCT
dad-10691	27	1	indeed	indeed	ADV
dad-10691	27	2	,	,	PUNCT
dad-10691	27	3	to	to	PART
dad-10691	27	4	collect	collect	VERB
dad-10691	27	5	new	new	ADJ
dad-10691	27	6	data	datum	NOUN
dad-10691	27	7	for	for	ADP
dad-10691	27	8	its	its	PRON
dad-10691	27	9	model	model	NOUN
dad-10691	27	10	,	,	PUNCT
dad-10691	27	11	the	the	DET
dad-10691	27	12	system	system	NOUN
dad-10691	27	13	will	will	AUX
dad-10691	27	14	have	have	VERB
dad-10691	27	15	to	to	PART
dad-10691	27	16	decide	decide	VERB
dad-10691	27	17	at	at	ADP
dad-10691	27	18	each	each	DET
dad-10691	27	19	turn	turn	NOUN
dad-10691	27	20	whether	whether	SCONJ
dad-10691	27	21	:	:	PUNCT
dad-10691	28	1	1	1	X
dad-10691	28	2	.	.	X
dad-10691	28	3	it	it	PRON
dad-10691	28	4	should	should	AUX
dad-10691	28	5	ask	ask	VERB
dad-10691	28	6	the	the	DET
dad-10691	28	7	user	user	NOUN
dad-10691	28	8	for	for	ADP
dad-10691	28	9	an	an	DET
dad-10691	28	10	alternative	alternative	NOUN
dad-10691	28	11	to	to	ADP
dad-10691	28	12	its	its	PRON
dad-10691	28	13	current	current	ADJ
dad-10691	28	14	answer	answer	NOUN
dad-10691	28	15	,	,	PUNCT
dad-10691	28	16	2	2	X
dad-10691	28	17	.	.	X
dad-10691	29	1	it	it	PRON
dad-10691	29	2	can	can	AUX
dad-10691	29	3	use	use	VERB
dad-10691	29	4	the	the	DET
dad-10691	29	5	automatic	automatic	ADJ
dad-10691	29	6	transcription	transcription	NOUN
dad-10691	29	7	of	of	ADP
dad-10691	29	8	the	the	DET
dad-10691	29	9	user	user	NOUN
dad-10691	29	10	’s	’s	PART
dad-10691	29	11	input	input	NOUN
dad-10691	29	12	directly	directly	ADV
dad-10691	29	13	or	or	CCONJ
dad-10691	29	14	ask	ask	VERB
dad-10691	29	15	for	for	ADP
dad-10691	29	16	additional	additional	ADJ
dad-10691	29	17	processing	processing	NOUN
dad-10691	29	18	.	.	PUNCT
dad-10691	30	1	basically	basically	ADV
dad-10691	30	2	,	,	PUNCT
dad-10691	30	3	such	such	ADJ
dad-10691	30	4	processing	processing	NOUN
dad-10691	30	5	will	will	AUX
dad-10691	30	6	consist	consist	VERB
dad-10691	30	7	in	in	ADP
dad-10691	30	8	manual	manual	ADJ
dad-10691	30	9	corrections	correction	NOUN
dad-10691	30	10	of	of	ADP
dad-10691	30	11	the	the	DET
dad-10691	30	12	transcription	transcription	NOUN
dad-10691	30	13	,	,	PUNCT
dad-10691	30	14	but	but	CCONJ
dad-10691	30	15	ideally	ideally	ADV
dad-10691	30	16	this	this	DET
dad-10691	30	17	step	step	NOUN
dad-10691	30	18	could	could	AUX
dad-10691	30	19	also	also	ADV
dad-10691	30	20	be	be	AUX
dad-10691	30	21	handled	handle	VERB
dad-10691	30	22	vocally	vocally	ADV
dad-10691	30	23	,	,	PUNCT
dad-10691	30	24	which	which	PRON
dad-10691	30	25	could	could	AUX
dad-10691	30	26	be	be	AUX
dad-10691	30	27	rather	rather	ADV
dad-10691	30	28	tedious	tedious	ADJ
dad-10691	30	29	if	if	SCONJ
dad-10691	30	30	done	do	VERB
dad-10691	30	31	properly	properly	ADV
dad-10691	30	32	.	.	PUNCT
dad-10691	31	1	this	this	DET
dad-10691	31	2	paper	paper	NOUN
dad-10691	31	3	is	be	AUX
dad-10691	31	4	organised	organise	VERB
dad-10691	31	5	as	as	SCONJ
dad-10691	31	6	follows	follow	VERB
dad-10691	31	7	:	:	PUNCT
dad-10691	31	8	after	after	ADP
dad-10691	31	9	presenting	present	VERB
dad-10691	31	10	related	related	ADJ
dad-10691	31	11	work	work	NOUN
dad-10691	31	12	in	in	ADP
dad-10691	31	13	section	section	NOUN
dad-10691	31	14	2	2	NUM
dad-10691	31	15	,	,	PUNCT
dad-10691	31	16	we	we	PRON
dad-10691	31	17	define	define	VERB
dad-10691	31	18	our	our	PRON
dad-10691	31	19	novel	novel	ADJ
dad-10691	31	20	nlg	nlg	NOUN
dad-10691	31	21	model	model	NOUN
dad-10691	31	22	in	in	ADP
dad-10691	31	23	section	section	NOUN
dad-10691	31	24	3	3	NUM
dad-10691	31	25	.	.	PUNCT
dad-10691	31	26	section	section	NOUN
dad-10691	31	27	4	4	NUM
dad-10691	31	28	describes	describe	VERB
dad-10691	31	29	the	the	DET
dad-10691	31	30	framework	framework	NOUN
dad-10691	31	31	we	we	PRON
dad-10691	31	32	propose	propose	VERB
dad-10691	31	33	to	to	PART
dad-10691	31	34	adapt	adapt	VERB
dad-10691	31	35	the	the	DET
dad-10691	31	36	model	model	NOUN
dad-10691	31	37	on	on	ADP
dad-10691	31	38	-	-	PUNCT
dad-10691	31	39	line	line	NOUN
dad-10691	31	40	through	through	ADP
dad-10691	31	41	direct	direct	ADJ
dad-10691	31	42	interactions	interaction	NOUN
dad-10691	31	43	.	.	PUNCT
dad-10691	32	1	section	section	NOUN
dad-10691	32	2	5	5	NUM
dad-10691	32	3	provides	provide	VERB
dad-10691	32	4	an	an	DET
dad-10691	32	5	experimental	experimental	ADJ
dad-10691	32	6	study	study	NOUN
dad-10691	32	7	with	with	ADP
dad-10691	32	8	automatic	automatic	ADJ
dad-10691	32	9	and	and	CCONJ
dad-10691	32	10	human	human	ADJ
dad-10691	32	11	evaluations	evaluation	NOUN
dad-10691	32	12	of	of	ADP
dad-10691	32	13	our	our	PRON
dad-10691	32	14	approach	approach	NOUN
dad-10691	32	15	.	.	PUNCT
dad-10691	33	1	we	we	PRON
dad-10691	33	2	conclude	conclude	VERB
dad-10691	33	3	our	our	PRON
dad-10691	33	4	discussion	discussion	NOUN
dad-10691	33	5	and	and	CCONJ
dad-10691	33	6	propose	propose	VERB
dad-10691	33	7	further	further	ADJ
dad-10691	33	8	perspectives	perspective	NOUN
dad-10691	33	9	in	in	ADP
dad-10691	33	10	section	section	NOUN
dad-10691	33	11	6	6	NUM
dad-10691	33	12	.	.	NOUN
dad-10691	33	13	2	2	NUM
dad-10691	33	14	.	.	NUM
dad-10691	33	15	related	relate	VERB
dad-10691	33	16	work	work	NOUN
dad-10691	33	17	template	template	NOUN
dad-10691	33	18	-	-	PUNCT
dad-10691	33	19	based	base	VERB
dad-10691	33	20	models	model	NOUN
dad-10691	33	21	still	still	ADV
dad-10691	33	22	constitute	constitute	VERB
dad-10691	33	23	the	the	DET
dad-10691	33	24	mainstream	mainstream	NOUN
dad-10691	33	25	method	method	NOUN
dad-10691	33	26	used	use	VERB
dad-10691	33	27	in	in	ADP
dad-10691	33	28	the	the	DET
dad-10691	33	29	nlg	nlg	NOUN
dad-10691	33	30	field	field	NOUN
dad-10691	33	31	for	for	ADP
dad-10691	33	32	commercial	commercial	ADJ
dad-10691	33	33	purposes	purpose	NOUN
dad-10691	33	34	.	.	PUNCT
dad-10691	34	1	they	they	PRON
dad-10691	34	2	rely	rely	VERB
dad-10691	34	3	on	on	ADP
dad-10691	34	4	hand	hand	NOUN
dad-10691	34	5	-	-	PUNCT
dad-10691	34	6	crafted	craft	VERB
dad-10691	34	7	rules	rule	NOUN
dad-10691	34	8	and	and	CCONJ
dad-10691	34	9	linguistic	linguistic	ADJ
dad-10691	34	10	resources	resource	NOUN
dad-10691	34	11	and	and	CCONJ
dad-10691	34	12	turn	turn	VERB
dad-10691	34	13	out	out	ADP
dad-10691	34	14	to	to	PART
dad-10691	34	15	produce	produce	VERB
dad-10691	34	16	good	good	ADJ
dad-10691	34	17	-	-	PUNCT
dad-10691	34	18	quality	quality	NOUN
dad-10691	34	19	utterances	utterance	NOUN
dad-10691	34	20	for	for	ADP
dad-10691	34	21	repetitive	repetitive	ADJ
dad-10691	34	22	and	and	CCONJ
dad-10691	34	23	specific	specific	ADJ
dad-10691	34	24	tasks	task	NOUN
dad-10691	34	25	(	(	PUNCT
dad-10691	34	26	rambow	rambow	NOUN
dad-10691	34	27	et	et	PROPN
dad-10691	34	28	al	al	PROPN
dad-10691	34	29	.	.	PROPN
dad-10691	34	30	,	,	PUNCT
dad-10691	34	31	2001	2001	NUM
dad-10691	34	32	)	)	PUNCT
dad-10691	34	33	.	.	PUNCT
dad-10691	35	1	for	for	ADP
dad-10691	35	2	this	this	DET
dad-10691	35	3	reason	reason	NOUN
dad-10691	35	4	,	,	PUNCT
dad-10691	35	5	2	2	NUM
dad-10691	35	6	reinforcement	reinforcement	NOUN
dad-10691	35	7	adaptation	adaptation	NOUN
dad-10691	35	8	of	of	ADP
dad-10691	35	9	an	an	DET
dad-10691	35	10	attention	attention	NOUN
dad-10691	35	11	-	-	PUNCT
dad-10691	35	12	based	base	VERB
dad-10691	35	13	neural	neural	ADJ
dad-10691	35	14	natural	natural	ADJ
dad-10691	35	15	language	language	NOUN
dad-10691	35	16	generator	generator	NOUN
dad-10691	35	17	the	the	DET
dad-10691	35	18	nlg	nlg	PROPN
dad-10691	35	19	component	component	NOUN
dad-10691	35	20	has	have	AUX
dad-10691	35	21	long	long	ADV
dad-10691	35	22	received	receive	VERB
dad-10691	35	23	less	less	ADJ
dad-10691	35	24	attention	attention	NOUN
dad-10691	35	25	in	in	ADP
dad-10691	35	26	dialogue	dialogue	NOUN
dad-10691	35	27	system	system	NOUN
dad-10691	35	28	research	research	NOUN
dad-10691	35	29	than	than	ADP
dad-10691	35	30	spoken	speak	VERB
dad-10691	35	31	language	language	NOUN
dad-10691	35	32	understanding	understanding	NOUN
dad-10691	35	33	or	or	CCONJ
dad-10691	35	34	dialogue	dialogue	NOUN
dad-10691	35	35	management	management	NOUN
dad-10691	35	36	components	component	NOUN
dad-10691	35	37	for	for	ADP
dad-10691	35	38	instance	instance	NOUN
dad-10691	35	39	.	.	PUNCT
dad-10691	36	1	however	however	ADV
dad-10691	36	2	,	,	PUNCT
dad-10691	36	3	recent	recent	ADJ
dad-10691	36	4	studies	study	NOUN
dad-10691	36	5	have	have	AUX
dad-10691	36	6	tried	try	VERB
dad-10691	36	7	to	to	PART
dad-10691	36	8	alleviate	alleviate	VERB
dad-10691	36	9	two	two	NUM
dad-10691	36	10	main	main	ADJ
dad-10691	36	11	drawbacks	drawback	NOUN
dad-10691	36	12	of	of	ADP
dad-10691	36	13	the	the	DET
dad-10691	36	14	template	template	NOUN
dad-10691	36	15	-	-	PUNCT
dad-10691	36	16	based	base	VERB
dad-10691	36	17	models	model	NOUN
dad-10691	36	18	:	:	PUNCT
dad-10691	36	19	the	the	DET
dad-10691	36	20	lack	lack	NOUN
dad-10691	36	21	of	of	ADP
dad-10691	36	22	scalability	scalability	NOUN
dad-10691	36	23	to	to	ADP
dad-10691	36	24	large	large	ADJ
dad-10691	36	25	open	open	ADJ
dad-10691	36	26	domains	domain	NOUN
dad-10691	36	27	and	and	CCONJ
dad-10691	36	28	the	the	DET
dad-10691	36	29	frequent	frequent	ADJ
dad-10691	36	30	repetition	repetition	NOUN
dad-10691	36	31	of	of	ADP
dad-10691	36	32	identical	identical	ADJ
dad-10691	36	33	and	and	CCONJ
dad-10691	36	34	mechanical	mechanical	ADJ
dad-10691	36	35	utterances	utterance	NOUN
dad-10691	36	36	(	(	PUNCT
dad-10691	36	37	see	see	VERB
dad-10691	36	38	gatt	gatt	NOUN
dad-10691	36	39	and	and	CCONJ
dad-10691	36	40	krahmer	krahmer	NOUN
dad-10691	36	41	,	,	PUNCT
dad-10691	36	42	2018	2018	NUM
dad-10691	36	43	,	,	PUNCT
dad-10691	36	44	for	for	ADP
dad-10691	36	45	a	a	DET
dad-10691	36	46	recent	recent	ADJ
dad-10691	36	47	survey	survey	NOUN
dad-10691	36	48	of	of	ADP
dad-10691	36	49	the	the	DET
dad-10691	36	50	current	current	ADJ
dad-10691	36	51	trends	trend	NOUN
dad-10691	36	52	in	in	ADP
dad-10691	36	53	the	the	DET
dad-10691	36	54	nlg	nlg	NOUN
dad-10691	36	55	field	field	NOUN
dad-10691	36	56	)	)	PUNCT
dad-10691	36	57	.	.	PUNCT
dad-10691	37	1	one	one	NUM
dad-10691	37	2	example	example	NOUN
dad-10691	37	3	is	be	AUX
dad-10691	37	4	to	to	PART
dad-10691	37	5	build	build	VERB
dad-10691	37	6	upon	upon	SCONJ
dad-10691	37	7	stylistic	stylistic	ADJ
dad-10691	37	8	generation	generation	NOUN
dad-10691	37	9	with	with	ADP
dad-10691	37	10	psychological	psychological	ADJ
dad-10691	37	11	underpinnings	underpinning	NOUN
dad-10691	37	12	to	to	PART
dad-10691	37	13	adjust	adjust	VERB
dad-10691	37	14	to	to	ADP
dad-10691	37	15	the	the	DET
dad-10691	37	16	user	user	NOUN
dad-10691	37	17	’s	’s	PART
dad-10691	37	18	personality	personality	NOUN
dad-10691	37	19	dynamically	dynamically	ADV
dad-10691	37	20	(	(	PUNCT
dad-10691	37	21	mairesse	mairesse	NOUN
dad-10691	37	22	and	and	CCONJ
dad-10691	37	23	walker	walker	NOUN
dad-10691	37	24	,	,	PUNCT
dad-10691	37	25	2010	2010	NUM
dad-10691	37	26	)	)	PUNCT
dad-10691	37	27	.	.	PUNCT
dad-10691	38	1	data	data	NOUN
dad-10691	38	2	-	-	PUNCT
dad-10691	38	3	driven	drive	VERB
dad-10691	38	4	and	and	CCONJ
dad-10691	38	5	stochastic	stochastic	ADJ
dad-10691	38	6	approaches	approach	NOUN
dad-10691	38	7	have	have	AUX
dad-10691	38	8	been	be	AUX
dad-10691	38	9	devised	devise	VERB
dad-10691	38	10	to	to	PART
dad-10691	38	11	increase	increase	VERB
dad-10691	38	12	maintainability	maintainability	NOUN
dad-10691	38	13	and	and	CCONJ
dad-10691	38	14	extensibility	extensibility	NOUN
dad-10691	38	15	.	.	PUNCT
dad-10691	39	1	oh	oh	INTJ
dad-10691	39	2	and	and	CCONJ
dad-10691	39	3	rudnicky	rudnicky	PROPN
dad-10691	39	4	proposed	propose	VERB
dad-10691	39	5	to	to	PART
dad-10691	39	6	use	use	VERB
dad-10691	39	7	a	a	DET
dad-10691	39	8	set	set	NOUN
dad-10691	39	9	of	of	ADP
dad-10691	39	10	word	word	NOUN
dad-10691	39	11	-	-	PUNCT
dad-10691	39	12	based	base	VERB
dad-10691	39	13	n	n	CCONJ
dad-10691	39	14	-	-	PUNCT
dad-10691	39	15	gram	gram	NOUN
dad-10691	39	16	language	language	NOUN
dad-10691	39	17	models	model	NOUN
dad-10691	39	18	(	(	PUNCT
dad-10691	39	19	lms	lm	NOUN
dad-10691	39	20	)	)	PUNCT
dad-10691	39	21	to	to	ADP
dad-10691	39	22	over	over	ADV
dad-10691	39	23	-	-	PUNCT
dad-10691	39	24	generate	generate	VERB
dad-10691	39	25	a	a	DET
dad-10691	39	26	set	set	NOUN
dad-10691	39	27	of	of	ADP
dad-10691	39	28	candidate	candidate	NOUN
dad-10691	39	29	utterances	utterance	NOUN
dad-10691	39	30	,	,	PUNCT
dad-10691	39	31	from	from	ADP
dad-10691	39	32	which	which	PRON
dad-10691	39	33	the	the	DET
dad-10691	39	34	final	final	ADJ
dad-10691	39	35	form	form	NOUN
dad-10691	39	36	is	be	AUX
dad-10691	39	37	selected	select	VERB
dad-10691	39	38	(	(	PUNCT
dad-10691	39	39	oh	oh	INTJ
dad-10691	39	40	and	and	CCONJ
dad-10691	39	41	rudnicky	rudnicky	NOUN
dad-10691	39	42	,	,	PUNCT
dad-10691	39	43	2002	2002	NUM
dad-10691	39	44	)	)	PUNCT
dad-10691	39	45	.	.	PUNCT
dad-10691	40	1	mairesse	mairesse	NOUN
dad-10691	40	2	and	and	CCONJ
dad-10691	40	3	young	young	ADJ
dad-10691	40	4	extended	extend	VERB
dad-10691	40	5	this	this	DET
dad-10691	40	6	model	model	NOUN
dad-10691	40	7	by	by	ADP
dad-10691	40	8	introducing	introduce	VERB
dad-10691	40	9	factors	factor	NOUN
dad-10691	40	10	built	build	VERB
dad-10691	40	11	over	over	ADP
dad-10691	40	12	a	a	DET
dad-10691	40	13	coarse	coarse	ADV
dad-10691	40	14	-	-	PUNCT
dad-10691	40	15	grained	grain	VERB
dad-10691	40	16	semantic	semantic	ADJ
dad-10691	40	17	representation	representation	NOUN
dad-10691	40	18	to	to	PART
dad-10691	40	19	build	build	VERB
dad-10691	40	20	phrase	phrase	NOUN
dad-10691	40	21	-	-	PUNCT
dad-10691	40	22	based	base	VERB
dad-10691	40	23	lms	lm	NOUN
dad-10691	40	24	(	(	PUNCT
dad-10691	40	25	mairesse	mairesse	NOUN
dad-10691	40	26	and	and	CCONJ
dad-10691	40	27	young	young	ADJ
dad-10691	40	28	,	,	PUNCT
dad-10691	40	29	2014	2014	NUM
dad-10691	40	30	)	)	PUNCT
dad-10691	40	31	.	.	PUNCT
dad-10691	41	1	more	more	ADV
dad-10691	41	2	recently	recently	ADV
dad-10691	41	3	,	,	PUNCT
dad-10691	41	4	wen	wen	PROPN
dad-10691	41	5	et	et	PROPN
dad-10691	41	6	al	al	PROPN
dad-10691	41	7	.	.	PROPN
dad-10691	41	8	have	have	AUX
dad-10691	41	9	proposed	propose	VERB
dad-10691	41	10	several	several	ADJ
dad-10691	41	11	models	model	NOUN
dad-10691	41	12	based	base	VERB
dad-10691	41	13	on	on	ADP
dad-10691	41	14	recurrent	recurrent	ADJ
dad-10691	41	15	neural	neural	ADJ
dad-10691	41	16	networks	network	NOUN
dad-10691	41	17	(	(	PUNCT
dad-10691	41	18	rnns	rnns	PROPN
dad-10691	41	19	)	)	PUNCT
dad-10691	41	20	(	(	PUNCT
dad-10691	41	21	wen	wen	NOUN
dad-10691	41	22	et	et	PROPN
dad-10691	41	23	al	al	PROPN
dad-10691	41	24	.	.	PROPN
dad-10691	41	25	,	,	PUNCT
dad-10691	41	26	2015a	2015a	NUM
dad-10691	41	27	,	,	PUNCT
dad-10691	41	28	c	c	X
dad-10691	41	29	,	,	PUNCT
dad-10691	41	30	b	b	NOUN
dad-10691	41	31	;	;	PUNCT
dad-10691	41	32	mei	mei	PROPN
dad-10691	41	33	et	et	PROPN
dad-10691	41	34	al	al	PROPN
dad-10691	41	35	.	.	PROPN
dad-10691	41	36	,	,	PUNCT
dad-10691	41	37	2016	2016	NUM
dad-10691	41	38	)	)	PUNCT
dad-10691	41	39	.	.	PUNCT
dad-10691	42	1	some	some	DET
dad-10691	42	2	recent	recent	ADJ
dad-10691	42	3	extensions	extension	NOUN
dad-10691	42	4	include	include	VERB
dad-10691	42	5	the	the	DET
dad-10691	42	6	proposition	proposition	NOUN
dad-10691	42	7	of	of	ADP
dad-10691	42	8	dušek	dušek	NOUN
dad-10691	42	9	and	and	CCONJ
dad-10691	42	10	jurčíček	jurčíček	PROPN
dad-10691	42	11	of	of	ADP
dad-10691	42	12	a	a	DET
dad-10691	42	13	seq2seq	seq2seq	NOUN
dad-10691	42	14	model	model	NOUN
dad-10691	42	15	with	with	ADP
dad-10691	42	16	attention	attention	NOUN
dad-10691	42	17	to	to	PART
dad-10691	42	18	produce	produce	VERB
dad-10691	42	19	both	both	DET
dad-10691	42	20	strings	string	NOUN
dad-10691	42	21	and	and	CCONJ
dad-10691	42	22	deep	deep	ADJ
dad-10691	42	23	syntax	syntax	NOUN
dad-10691	42	24	trees	tree	NOUN
dad-10691	42	25	in	in	ADP
dad-10691	42	26	a	a	DET
dad-10691	42	27	joint	joint	ADJ
dad-10691	42	28	generation	generation	NOUN
dad-10691	42	29	,	,	PUNCT
dad-10691	42	30	replacing	replace	VERB
dad-10691	42	31	the	the	DET
dad-10691	42	32	classical	classical	ADJ
dad-10691	42	33	pipeline	pipeline	NOUN
dad-10691	42	34	(	(	PUNCT
dad-10691	42	35	dušek	dušek	NOUN
dad-10691	42	36	and	and	CCONJ
dad-10691	42	37	jurčíček	jurčíček	PROPN
dad-10691	42	38	,	,	PUNCT
dad-10691	42	39	2016	2016	NUM
dad-10691	42	40	)	)	PUNCT
dad-10691	42	41	.	.	PUNCT
dad-10691	43	1	evaluations	evaluation	NOUN
dad-10691	43	2	made	make	VERB
dad-10691	43	3	by	by	ADP
dad-10691	43	4	human	human	ADJ
dad-10691	43	5	judges	judge	NOUN
dad-10691	43	6	show	show	VERB
dad-10691	43	7	that	that	SCONJ
dad-10691	43	8	these	these	DET
dad-10691	43	9	systems	system	NOUN
dad-10691	43	10	are	be	AUX
dad-10691	43	11	able	able	ADJ
dad-10691	43	12	to	to	PART
dad-10691	43	13	generate	generate	VERB
dad-10691	43	14	high	high	ADJ
dad-10691	43	15	-	-	PUNCT
dad-10691	43	16	quality	quality	NOUN
dad-10691	43	17	utterances	utterance	NOUN
dad-10691	43	18	which	which	PRON
dad-10691	43	19	are	be	AUX
dad-10691	43	20	also	also	ADV
dad-10691	43	21	more	more	ADV
dad-10691	43	22	linguistically	linguistically	ADV
dad-10691	43	23	varied	varied	ADJ
dad-10691	43	24	than	than	ADP
dad-10691	43	25	template	template	NOUN
dad-10691	43	26	-	-	PUNCT
dad-10691	43	27	based	base	VERB
dad-10691	43	28	approaches	approach	NOUN
dad-10691	43	29	.	.	PUNCT
dad-10691	44	1	the	the	DET
dad-10691	44	2	use	use	NOUN
dad-10691	44	3	of	of	ADP
dad-10691	44	4	recurrent	recurrent	ADJ
dad-10691	44	5	encoder	encoder	NOUN
dad-10691	44	6	-	-	PUNCT
dad-10691	44	7	decoder	decoder	NOUN
dad-10691	44	8	nns	nn	NOUN
dad-10691	44	9	has	have	AUX
dad-10691	44	10	also	also	ADV
dad-10691	44	11	been	be	AUX
dad-10691	44	12	investigated	investigate	VERB
dad-10691	44	13	to	to	PART
dad-10691	44	14	build	build	VERB
dad-10691	44	15	end	end	NOUN
dad-10691	44	16	-	-	PUNCT
dad-10691	44	17	to	to	ADP
dad-10691	44	18	-	-	PUNCT
dad-10691	44	19	end	end	NOUN
dad-10691	44	20	dialogue	dialogue	NOUN
dad-10691	44	21	systems	system	NOUN
dad-10691	44	22	in	in	ADP
dad-10691	44	23	a	a	DET
dad-10691	44	24	non	non	ADJ
dad-10691	44	25	-	-	ADJ
dad-10691	44	26	goal	goal	ADJ
dad-10691	44	27	-	-	PUNCT
dad-10691	44	28	directed	direct	VERB
dad-10691	44	29	context	context	NOUN
dad-10691	44	30	,	,	PUNCT
dad-10691	44	31	for	for	ADP
dad-10691	44	32	which	which	PRON
dad-10691	44	33	large	large	ADJ
dad-10691	44	34	corpora	corpora	NOUN
dad-10691	44	35	are	be	AUX
dad-10691	44	36	available	available	ADJ
dad-10691	44	37	(	(	PUNCT
dad-10691	44	38	serban	serban	PROPN
dad-10691	44	39	et	et	PROPN
dad-10691	44	40	al	al	PROPN
dad-10691	44	41	.	.	PROPN
dad-10691	44	42	,	,	PUNCT
dad-10691	44	43	2016	2016	NUM
dad-10691	44	44	)	)	PUNCT
dad-10691	44	45	,	,	PUNCT
dad-10691	44	46	or	or	CCONJ
dad-10691	44	47	selective	selective	ADJ
dad-10691	44	48	generation	generation	NOUN
dad-10691	44	49	from	from	ADP
dad-10691	44	50	weather	weather	NOUN
dad-10691	44	51	forecasting	forecasting	NOUN
dad-10691	44	52	and	and	CCONJ
dad-10691	44	53	sportscasting	sportscast	VERB
dad-10691	44	54	datasets	dataset	NOUN
dad-10691	44	55	(	(	PUNCT
dad-10691	44	56	mei	mei	PROPN
dad-10691	44	57	et	et	PROPN
dad-10691	44	58	al	al	PROPN
dad-10691	44	59	.	.	PROPN
dad-10691	44	60	,	,	PUNCT
dad-10691	44	61	2016	2016	NUM
dad-10691	44	62	)	)	PUNCT
dad-10691	44	63	.	.	PUNCT
dad-10691	45	1	our	our	PRON
dad-10691	45	2	proposal	proposal	NOUN
dad-10691	45	3	is	be	AUX
dad-10691	45	4	related	relate	VERB
dad-10691	45	5	to	to	ADP
dad-10691	45	6	two	two	NUM
dad-10691	45	7	of	of	ADP
dad-10691	45	8	the	the	DET
dad-10691	45	9	generation	generation	NOUN
dad-10691	45	10	models	model	NOUN
dad-10691	45	11	proposed	propose	VERB
dad-10691	45	12	by	by	ADP
dad-10691	45	13	wen	wen	PROPN
dad-10691	45	14	et	et	PROPN
dad-10691	45	15	al	al	PROPN
dad-10691	45	16	.	.	PROPN
dad-10691	46	1	:	:	PUNCT
dad-10691	47	1	1	1	X
dad-10691	47	2	.	.	X
dad-10691	47	3	the	the	DET
dad-10691	47	4	semantically	semantically	ADV
dad-10691	47	5	conditioned	condition	VERB
dad-10691	47	6	lstm	lstm	NOUN
dad-10691	47	7	-	-	PUNCT
dad-10691	47	8	based	base	VERB
dad-10691	47	9	model	model	NOUN
dad-10691	47	10	(	(	PUNCT
dad-10691	47	11	sclstm	sclstm	NOUN
dad-10691	47	12	)	)	PUNCT
dad-10691	47	13	introduces	introduce	VERB
dad-10691	47	14	an	an	DET
dad-10691	47	15	additional	additional	ADJ
dad-10691	47	16	control	control	NOUN
dad-10691	47	17	cell	cell	NOUN
dad-10691	47	18	into	into	ADP
dad-10691	47	19	the	the	DET
dad-10691	47	20	long	long	ADJ
dad-10691	47	21	short	short	ADJ
dad-10691	47	22	-	-	PUNCT
dad-10691	47	23	term	term	NOUN
dad-10691	47	24	memory	memory	NOUN
dad-10691	47	25	(	(	PUNCT
dad-10691	47	26	lstm	lstm	NOUN
dad-10691	47	27	)	)	PUNCT
dad-10691	47	28	to	to	PART
dad-10691	47	29	decide	decide	VERB
dad-10691	47	30	for	for	ADP
dad-10691	47	31	each	each	DET
dad-10691	47	32	generated	generate	VERB
dad-10691	47	33	word	word	NOUN
dad-10691	47	34	what	what	DET
dad-10691	47	35	information	information	NOUN
dad-10691	47	36	to	to	PART
dad-10691	47	37	retain	retain	VERB
dad-10691	47	38	for	for	ADP
dad-10691	47	39	the	the	DET
dad-10691	47	40	remaining	remain	VERB
dad-10691	47	41	part	part	NOUN
dad-10691	47	42	of	of	ADP
dad-10691	47	43	the	the	DET
dad-10691	47	44	utterance	utterance	NOUN
dad-10691	47	45	(	(	PUNCT
dad-10691	47	46	wen	wen	NOUN
dad-10691	47	47	et	et	PROPN
dad-10691	47	48	al	al	PROPN
dad-10691	47	49	.	.	PROPN
dad-10691	47	50	,	,	PUNCT
dad-10691	47	51	2015a	2015a	NUM
dad-10691	47	52	)	)	PUNCT
dad-10691	47	53	;	;	PUNCT
dad-10691	47	54	2	2	X
dad-10691	47	55	.	.	X
dad-10691	47	56	the	the	DET
dad-10691	47	57	rnn	rnn	NOUN
dad-10691	47	58	encoder	encoder	NOUN
dad-10691	47	59	-	-	PUNCT
dad-10691	47	60	decoder	decoder	NOUN
dad-10691	47	61	architecture	architecture	NOUN
dad-10691	47	62	with	with	ADP
dad-10691	47	63	an	an	DET
dad-10691	47	64	attention	attention	NOUN
dad-10691	47	65	mechanism	mechanism	NOUN
dad-10691	47	66	encodes	encode	VERB
dad-10691	47	67	the	the	DET
dad-10691	47	68	dialogue	dialogue	NOUN
dad-10691	47	69	act	act	VERB
dad-10691	47	70	into	into	ADP
dad-10691	47	71	a	a	DET
dad-10691	47	72	distributed	distribute	VERB
dad-10691	47	73	vector	vector	NOUN
dad-10691	47	74	representation	representation	NOUN
dad-10691	47	75	with	with	ADP
dad-10691	47	76	attention	attention	NOUN
dad-10691	47	77	screening	screen	VERB
dad-10691	47	78	over	over	ADP
dad-10691	47	79	slot	slot	NOUN
dad-10691	47	80	-	-	PUNCT
dad-10691	47	81	value	value	NOUN
dad-10691	47	82	pairs	pair	NOUN
dad-10691	47	83	updated	update	VERB
dad-10691	47	84	after	after	ADP
dad-10691	47	85	each	each	DET
dad-10691	47	86	generated	generate	VERB
dad-10691	47	87	word	word	NOUN
dad-10691	47	88	.	.	PUNCT
dad-10691	48	1	after	after	ADP
dad-10691	48	2	that	that	PRON
dad-10691	48	3	,	,	PUNCT
dad-10691	48	4	a	a	DET
dad-10691	48	5	decoder	decoder	NOUN
dad-10691	48	6	eventually	eventually	ADV
dad-10691	48	7	produces	produce	VERB
dad-10691	48	8	a	a	DET
dad-10691	48	9	word	word	NOUN
dad-10691	48	10	sequence	sequence	NOUN
dad-10691	48	11	with	with	ADP
dad-10691	48	12	an	an	DET
dad-10691	48	13	lstm	lstm	ADJ
dad-10691	48	14	network	network	NOUN
dad-10691	48	15	(	(	PUNCT
dad-10691	48	16	wen	wen	PROPN
dad-10691	48	17	et	et	PROPN
dad-10691	48	18	al	al	PROPN
dad-10691	48	19	.	.	PROPN
dad-10691	48	20	,	,	PUNCT
dad-10691	48	21	2015b	2015b	NUM
dad-10691	48	22	)	)	PUNCT
dad-10691	48	23	.	.	PUNCT
dad-10691	49	1	stochastic	stochastic	ADJ
dad-10691	49	2	models	model	NOUN
dad-10691	49	3	still	still	ADV
dad-10691	49	4	require	require	VERB
dad-10691	49	5	extensive	extensive	ADJ
dad-10691	49	6	work	work	NOUN
dad-10691	49	7	to	to	PART
dad-10691	49	8	produce	produce	VERB
dad-10691	49	9	corpora	corpora	NOUN
dad-10691	49	10	for	for	ADP
dad-10691	49	11	new	new	ADJ
dad-10691	49	12	domains	domain	NOUN
dad-10691	49	13	.	.	PUNCT
dad-10691	50	1	novikova	novikova	VERB
dad-10691	50	2	et	et	PROPN
dad-10691	50	3	al	al	PROPN
dad-10691	50	4	.	.	PROPN
dad-10691	50	5	proposed	propose	VERB
dad-10691	50	6	a	a	DET
dad-10691	50	7	crowd	crowd	NOUN
dad-10691	50	8	-	-	PUNCT
dad-10691	50	9	sourcing	source	VERB
dad-10691	50	10	framework	framework	NOUN
dad-10691	50	11	to	to	PART
dad-10691	50	12	collect	collect	VERB
dad-10691	50	13	data	datum	NOUN
dad-10691	50	14	for	for	ADP
dad-10691	50	15	nlg	nlg	NOUN
dad-10691	50	16	(	(	PUNCT
dad-10691	50	17	novikova	novikova	VERB
dad-10691	50	18	et	et	PROPN
dad-10691	50	19	al	al	PROPN
dad-10691	50	20	.	.	PROPN
dad-10691	50	21	,	,	PUNCT
dad-10691	50	22	2016	2016	NUM
dad-10691	50	23	)	)	PUNCT
dad-10691	50	24	.	.	PUNCT
dad-10691	51	1	wen	wen	PROPN
dad-10691	51	2	et	et	PROPN
dad-10691	51	3	al	al	PROPN
dad-10691	51	4	.	.	PROPN
dad-10691	51	5	presented	present	VERB
dad-10691	51	6	an	an	DET
dad-10691	51	7	incremental	incremental	ADJ
dad-10691	51	8	recipe	recipe	NOUN
dad-10691	51	9	to	to	PART
dad-10691	51	10	deal	deal	VERB
dad-10691	51	11	with	with	ADP
dad-10691	51	12	the	the	DET
dad-10691	51	13	domain	domain	NOUN
dad-10691	51	14	adaptation	adaptation	NOUN
dad-10691	51	15	problem	problem	NOUN
dad-10691	51	16	for	for	ADP
dad-10691	51	17	rnn	rnn	NOUN
dad-10691	51	18	-	-	PUNCT
dad-10691	51	19	based	base	VERB
dad-10691	51	20	generation	generation	NOUN
dad-10691	51	21	models	model	NOUN
dad-10691	51	22	(	(	PUNCT
dad-10691	51	23	wen	wen	NOUN
dad-10691	51	24	et	et	PROPN
dad-10691	51	25	al	al	PROPN
dad-10691	51	26	.	.	PROPN
dad-10691	51	27	,	,	PUNCT
dad-10691	51	28	2016b	2016b	NUM
dad-10691	51	29	)	)	PUNCT
dad-10691	51	30	.	.	PUNCT
dad-10691	52	1	they	they	PRON
dad-10691	52	2	used	use	VERB
dad-10691	52	3	counterfeited	counterfeit	VERB
dad-10691	52	4	data	datum	NOUN
dad-10691	52	5	synthesised	synthesise	VERB
dad-10691	52	6	from	from	ADP
dad-10691	52	7	an	an	DET
dad-10691	52	8	out	out	ADV
dad-10691	52	9	-	-	PUNCT
dad-10691	52	10	ofdomain	ofdomain	NOUN
dad-10691	52	11	dataset	dataset	NOUN
dad-10691	52	12	to	to	ADP
dad-10691	52	13	fine	fine	ADJ
dad-10691	52	14	-	-	PUNCT
dad-10691	52	15	tune	tune	NOUN
dad-10691	52	16	their	their	PRON
dad-10691	52	17	model	model	NOUN
dad-10691	52	18	on	on	ADP
dad-10691	52	19	a	a	DET
dad-10691	52	20	small	small	ADJ
dad-10691	52	21	set	set	NOUN
dad-10691	52	22	of	of	ADP
dad-10691	52	23	in	in	ADP
dad-10691	52	24	-	-	PUNCT
dad-10691	52	25	domain	domain	NOUN
dad-10691	52	26	utterances	utterance	NOUN
dad-10691	52	27	.	.	PUNCT
dad-10691	53	1	we	we	PRON
dad-10691	53	2	still	still	ADV
dad-10691	53	3	aim	aim	VERB
dad-10691	53	4	at	at	ADP
dad-10691	53	5	reducing	reduce	VERB
dad-10691	53	6	the	the	DET
dad-10691	53	7	burden	burden	NOUN
dad-10691	53	8	to	to	PART
dad-10691	53	9	produce	produce	VERB
dad-10691	53	10	new	new	ADJ
dad-10691	53	11	data	datum	NOUN
dad-10691	53	12	,	,	PUNCT
dad-10691	53	13	not	not	PART
dad-10691	53	14	to	to	PART
dad-10691	53	15	adapt	adapt	VERB
dad-10691	53	16	to	to	ADP
dad-10691	53	17	another	another	DET
dad-10691	53	18	domain	domain	NOUN
dad-10691	53	19	like	like	ADP
dad-10691	53	20	walker	walker	PROPN
dad-10691	53	21	et	et	PROPN
dad-10691	53	22	al	al	PROPN
dad-10691	53	23	.	.	PROPN
dad-10691	54	1	(	(	PUNCT
dad-10691	54	2	2007	2007	NUM
dad-10691	54	3	)	)	PUNCT
dad-10691	54	4	,	,	PUNCT
dad-10691	54	5	but	but	CCONJ
dad-10691	54	6	to	to	PART
dad-10691	54	7	generate	generate	VERB
dad-10691	54	8	more	more	ADV
dad-10691	54	9	diverse	diverse	ADJ
dad-10691	54	10	utterances	utterance	NOUN
dad-10691	54	11	better	well	ADV
dad-10691	54	12	adapted	adapt	VERB
dad-10691	54	13	to	to	ADP
dad-10691	54	14	the	the	DET
dad-10691	54	15	user	user	NOUN
dad-10691	54	16	’s	’s	PART
dad-10691	54	17	preferences	preference	NOUN
dad-10691	54	18	.	.	PUNCT
dad-10691	55	1	to	to	ADP
dad-10691	55	2	this	this	DET
dad-10691	55	3	end	end	NOUN
dad-10691	55	4	,	,	PUNCT
dad-10691	55	5	a	a	DET
dad-10691	55	6	reinforcement	reinforcement	NOUN
dad-10691	55	7	learning	learn	VERB
dad-10691	55	8	approach	approach	NOUN
dad-10691	55	9	based	base	VERB
dad-10691	55	10	on	on	ADP
dad-10691	55	11	an	an	DET
dad-10691	55	12	adversarial	adversarial	ADJ
dad-10691	55	13	bandit	bandit	NOUN
dad-10691	55	14	scheme	scheme	NOUN
dad-10691	55	15	is	be	AUX
dad-10691	55	16	applied	apply	VERB
dad-10691	55	17	(	(	PUNCT
dad-10691	55	18	auer	auer	NOUN
dad-10691	55	19	et	et	PROPN
dad-10691	55	20	al	al	PROPN
dad-10691	55	21	.	.	PROPN
dad-10691	55	22	,	,	PUNCT
dad-10691	55	23	2002	2002	NUM
dad-10691	55	24	)	)	PUNCT
dad-10691	55	25	.	.	PUNCT
dad-10691	56	1	this	this	DET
dad-10691	56	2	approach	approach	NOUN
dad-10691	56	3	has	have	AUX
dad-10691	56	4	been	be	AUX
dad-10691	56	5	used	use	VERB
dad-10691	56	6	previously	previously	ADV
dad-10691	56	7	in	in	ADP
dad-10691	56	8	dialogue	dialogue	NOUN
dad-10691	56	9	systems	system	NOUN
dad-10691	56	10	for	for	ADP
dad-10691	56	11	language	language	NOUN
dad-10691	56	12	understanding	understanding	NOUN
dad-10691	56	13	(	(	PUNCT
dad-10691	56	14	ferreira	ferreira	PROPN
dad-10691	56	15	et	et	PROPN
dad-10691	56	16	al	al	PROPN
dad-10691	56	17	.	.	PROPN
dad-10691	56	18	,	,	PUNCT
dad-10691	56	19	2015	2015	NUM
dad-10691	56	20	,	,	PUNCT
dad-10691	56	21	2016	2016	NUM
dad-10691	56	22	)	)	PUNCT
dad-10691	56	23	.	.	PUNCT
dad-10691	57	1	here	here	ADV
dad-10691	57	2	,	,	PUNCT
dad-10691	57	3	we	we	PRON
dad-10691	57	4	propose	propose	VERB
dad-10691	57	5	a	a	DET
dad-10691	57	6	protocol	protocol	NOUN
dad-10691	57	7	to	to	PART
dad-10691	57	8	adapt	adapt	VERB
dad-10691	57	9	the	the	DET
dad-10691	57	10	rnn	rnn	NOUN
dad-10691	57	11	-	-	PUNCT
dad-10691	57	12	based	base	VERB
dad-10691	57	13	model	model	NOUN
dad-10691	57	14	on	on	ADP
dad-10691	57	15	new	new	ADJ
dad-10691	57	16	utterances	utterance	NOUN
dad-10691	57	17	that	that	PRON
dad-10691	57	18	vary	vary	VERB
dad-10691	57	19	from	from	ADP
dad-10691	57	20	the	the	DET
dad-10691	57	21	training	training	NOUN
dad-10691	57	22	dataset	dataset	NOUN
dad-10691	57	23	,	,	PUNCT
dad-10691	57	24	taking	take	VERB
dad-10691	57	25	into	into	ADP
dad-10691	57	26	account	account	NOUN
dad-10691	57	27	the	the	DET
dad-10691	57	28	cost	cost	NOUN
dad-10691	57	29	for	for	ADP
dad-10691	57	30	the	the	DET
dad-10691	57	31	user	user	NOUN
dad-10691	57	32	to	to	PART
dad-10691	57	33	provide	provide	VERB
dad-10691	57	34	these	these	DET
dad-10691	57	35	examples	example	NOUN
dad-10691	57	36	.	.	PUNCT
dad-10691	58	1	other	other	ADJ
dad-10691	58	2	approaches	approach	NOUN
dad-10691	58	3	based	base	VERB
dad-10691	58	4	on	on	ADP
dad-10691	58	5	active	active	ADJ
dad-10691	58	6	learning	learning	NOUN
dad-10691	58	7	have	have	AUX
dad-10691	58	8	been	be	AUX
dad-10691	58	9	used	use	VERB
dad-10691	58	10	in	in	ADP
dad-10691	58	11	nlg	nlg	PROPN
dad-10691	58	12	.	.	PUNCT
dad-10691	59	1	for	for	ADP
dad-10691	59	2	instance	instance	NOUN
dad-10691	59	3	,	,	PUNCT
dad-10691	59	4	mairesse	mairesse	NOUN
dad-10691	59	5	et	et	PROPN
dad-10691	59	6	al	al	PROPN
dad-10691	59	7	.	.	PROPN
dad-10691	60	1	(	(	PUNCT
dad-10691	60	2	2010	2010	NUM
dad-10691	60	3	)	)	PUNCT
dad-10691	60	4	included	include	VERB
dad-10691	60	5	an	an	DET
dad-10691	60	6	active	active	ADJ
dad-10691	60	7	learning	learning	NOUN
dad-10691	60	8	protocol	protocol	NOUN
dad-10691	60	9	in	in	ADP
dad-10691	60	10	their	their	PRON
dad-10691	60	11	language	language	NOUN
dad-10691	60	12	generator	generator	NOUN
dad-10691	60	13	in	in	ADP
dad-10691	60	14	order	order	NOUN
dad-10691	60	15	to	to	PART
dad-10691	60	16	optimise	optimise	VERB
dad-10691	60	17	the	the	DET
dad-10691	60	18	data	datum	NOUN
dad-10691	60	19	collection	collection	NOUN
dad-10691	60	20	process	process	NOUN
dad-10691	60	21	,	,	PUNCT
dad-10691	60	22	using	use	VERB
dad-10691	60	23	a	a	DET
dad-10691	60	24	model	model	NOUN
dad-10691	60	25	which	which	PRON
dad-10691	60	26	can	can	AUX
dad-10691	60	27	determine	determine	VERB
dad-10691	60	28	the	the	DET
dad-10691	60	29	next	next	ADJ
dad-10691	60	30	semantic	semantic	ADJ
dad-10691	60	31	input	input	NOUN
dad-10691	60	32	to	to	PART
dad-10691	60	33	annotate	annotate	VERB
dad-10691	60	34	based	base	VERB
dad-10691	60	35	on	on	ADP
dad-10691	60	36	its	its	PRON
dad-10691	60	37	estimated	estimate	VERB
dad-10691	60	38	certainty	certainty	NOUN
dad-10691	60	39	about	about	ADP
dad-10691	60	40	the	the	DET
dad-10691	60	41	correctness	correctness	NOUN
dad-10691	60	42	of	of	ADP
dad-10691	60	43	its	its	PRON
dad-10691	60	44	output	output	NOUN
dad-10691	60	45	.	.	PUNCT
dad-10691	61	1	likewise	likewise	ADV
dad-10691	61	2	,	,	PUNCT
dad-10691	61	3	fang	fang	X
dad-10691	61	4	et	et	PROPN
dad-10691	61	5	al	al	PROPN
dad-10691	61	6	.	.	PROPN
dad-10691	62	1	(	(	PUNCT
dad-10691	62	2	2017	2017	NUM
dad-10691	62	3	)	)	PUNCT
dad-10691	62	4	proposed	propose	VERB
dad-10691	62	5	a	a	DET
dad-10691	62	6	deep	deep	ADJ
dad-10691	62	7	reinforcement	reinforcement	NOUN
dad-10691	62	8	learning	learning	NOUN
dad-10691	62	9	algorithm	algorithm	NOUN
dad-10691	62	10	capable	capable	ADJ
dad-10691	62	11	of	of	ADP
dad-10691	62	12	learning	learn	VERB
dad-10691	62	13	an	an	DET
dad-10691	62	14	active	active	ADJ
dad-10691	62	15	learning	learning	NOUN
dad-10691	62	16	strategy	strategy	NOUN
dad-10691	62	17	from	from	ADP
dad-10691	62	18	data	datum	NOUN
dad-10691	62	19	in	in	ADP
dad-10691	62	20	3	3	NUM
dad-10691	62	21	riou	riou	NOUN
dad-10691	62	22	,	,	PUNCT
dad-10691	62	23	jabaian	jabaian	PROPN
dad-10691	62	24	,	,	PUNCT
dad-10691	62	25	huet	huet	PROPN
dad-10691	62	26	and	and	CCONJ
dad-10691	62	27	lefèvre	lefèvre	NOUN
dad-10691	62	28	order	order	NOUN
dad-10691	62	29	to	to	PART
dad-10691	62	30	decide	decide	VERB
dad-10691	62	31	whether	whether	SCONJ
dad-10691	62	32	or	or	CCONJ
dad-10691	62	33	not	not	PART
dad-10691	62	34	to	to	PART
dad-10691	62	35	annotate	annotate	VERB
dad-10691	62	36	each	each	DET
dad-10691	62	37	utterance	utterance	NOUN
dad-10691	62	38	.	.	PUNCT
dad-10691	63	1	but	but	CCONJ
dad-10691	63	2	our	our	PRON
dad-10691	63	3	work	work	NOUN
dad-10691	63	4	is	be	AUX
dad-10691	63	5	the	the	DET
dad-10691	63	6	first	first	ADJ
dad-10691	63	7	to	to	PART
dad-10691	63	8	propose	propose	VERB
dad-10691	63	9	the	the	DET
dad-10691	63	10	use	use	NOUN
dad-10691	63	11	of	of	ADP
dad-10691	63	12	an	an	DET
dad-10691	63	13	adversarial	adversarial	ADJ
dad-10691	63	14	bandit	bandit	NOUN
dad-10691	63	15	algorithm	algorithm	NOUN
dad-10691	63	16	to	to	PART
dad-10691	63	17	support	support	VERB
dad-10691	63	18	the	the	DET
dad-10691	63	19	decision	decision	NOUN
dad-10691	63	20	-	-	PUNCT
dad-10691	63	21	making	make	VERB
dad-10691	63	22	process	process	NOUN
dad-10691	63	23	for	for	ADP
dad-10691	63	24	the	the	DET
dad-10691	63	25	active	active	ADJ
dad-10691	63	26	learning	learning	NOUN
dad-10691	63	27	in	in	ADP
dad-10691	63	28	an	an	DET
dad-10691	63	29	nlg	nlg	NOUN
dad-10691	63	30	data	datum	NOUN
dad-10691	63	31	collection	collection	NOUN
dad-10691	63	32	.	.	PUNCT
dad-10691	64	1	the	the	DET
dad-10691	64	2	use	use	NOUN
dad-10691	64	3	of	of	ADP
dad-10691	64	4	bandit	bandit	NOUN
dad-10691	64	5	algorithms	algorithm	NOUN
dad-10691	64	6	has	have	AUX
dad-10691	64	7	already	already	ADV
dad-10691	64	8	been	be	AUX
dad-10691	64	9	investigated	investigate	VERB
dad-10691	64	10	in	in	ADP
dad-10691	64	11	various	various	ADJ
dad-10691	64	12	active	active	ADJ
dad-10691	64	13	learning	learn	VERB
dad-10691	64	14	protocols	protocol	NOUN
dad-10691	64	15	,	,	PUNCT
dad-10691	64	16	for	for	ADP
dad-10691	64	17	example	example	NOUN
dad-10691	64	18	in	in	ADP
dad-10691	64	19	recommendation	recommendation	NOUN
dad-10691	64	20	systems	system	NOUN
dad-10691	64	21	by	by	ADP
dad-10691	64	22	li	li	PROPN
dad-10691	64	23	et	et	PROPN
dad-10691	64	24	al	al	PROPN
dad-10691	64	25	.	.	PROPN
dad-10691	65	1	(	(	PUNCT
dad-10691	65	2	2010	2010	NUM
dad-10691	65	3	)	)	PUNCT
dad-10691	65	4	,	,	PUNCT
dad-10691	65	5	or	or	CCONJ
dad-10691	65	6	in	in	ADP
dad-10691	65	7	dialogue	dialogue	NOUN
dad-10691	65	8	systems	system	NOUN
dad-10691	65	9	where	where	SCONJ
dad-10691	65	10	they	they	PRON
dad-10691	65	11	have	have	AUX
dad-10691	65	12	been	be	AUX
dad-10691	65	13	applied	apply	VERB
dad-10691	65	14	to	to	AUX
dad-10691	65	15	automatically	automatically	ADV
dad-10691	65	16	update	update	VERB
dad-10691	65	17	spoken	spoken	ADJ
dad-10691	65	18	language	language	NOUN
dad-10691	65	19	understanding	understanding	NOUN
dad-10691	65	20	models	model	NOUN
dad-10691	65	21	deployed	deploy	VERB
dad-10691	65	22	in	in	ADP
dad-10691	65	23	a	a	DET
dad-10691	65	24	spoken	spoken	ADJ
dad-10691	65	25	service	service	NOUN
dad-10691	65	26	that	that	PRON
dad-10691	65	27	evolved	evolve	VERB
dad-10691	65	28	with	with	ADP
dad-10691	65	29	time	time	NOUN
dad-10691	65	30	(	(	PUNCT
dad-10691	65	31	gotab	gotab	NOUN
dad-10691	65	32	et	et	PROPN
dad-10691	65	33	al	al	PROPN
dad-10691	65	34	.	.	PROPN
dad-10691	65	35	,	,	PUNCT
dad-10691	65	36	2009	2009	NUM
dad-10691	65	37	)	)	PUNCT
dad-10691	65	38	.	.	PUNCT
dad-10691	66	1	3	3	X
dad-10691	66	2	.	.	X
dad-10691	66	3	a	a	DET
dad-10691	66	4	combined	combine	VERB
dad-10691	66	5	-	-	PUNCT
dad-10691	66	6	context	context	NOUN
dad-10691	66	7	lstm	lstm	NOUN
dad-10691	66	8	for	for	ADP
dad-10691	66	9	language	language	NOUN
dad-10691	66	10	generation	generation	NOUN
dad-10691	66	11	this	this	DET
dad-10691	66	12	section	section	NOUN
dad-10691	66	13	presents	present	VERB
dad-10691	66	14	the	the	DET
dad-10691	66	15	generation	generation	NOUN
dad-10691	66	16	model	model	NOUN
dad-10691	66	17	proposed	propose	VERB
dad-10691	66	18	in	in	ADP
dad-10691	66	19	this	this	DET
dad-10691	66	20	paper	paper	NOUN
dad-10691	66	21	.	.	PUNCT
dad-10691	67	1	it	it	PRON
dad-10691	67	2	is	be	AUX
dad-10691	67	3	based	base	VERB
dad-10691	67	4	on	on	ADP
dad-10691	67	5	two	two	NUM
dad-10691	67	6	previous	previous	ADJ
dad-10691	67	7	models	model	NOUN
dad-10691	67	8	:	:	PUNCT
dad-10691	67	9	the	the	DET
dad-10691	67	10	semantically	semantically	ADV
dad-10691	67	11	conditioned	condition	VERB
dad-10691	67	12	lstm	lstm	NOUN
dad-10691	67	13	(	(	PUNCT
dad-10691	67	14	wen	wen	PROPN
dad-10691	67	15	et	et	PROPN
dad-10691	67	16	al	al	PROPN
dad-10691	67	17	.	.	PROPN
dad-10691	67	18	,	,	PUNCT
dad-10691	67	19	2015a	2015a	NUM
dad-10691	67	20	)	)	PUNCT
dad-10691	67	21	and	and	CCONJ
dad-10691	67	22	the	the	DET
dad-10691	67	23	attention	attention	NOUN
dad-10691	67	24	-	-	PUNCT
dad-10691	67	25	based	base	VERB
dad-10691	67	26	rnn	rnn	NOUN
dad-10691	67	27	encoder	encoder	NOUN
dad-10691	67	28	-	-	PUNCT
dad-10691	67	29	decoder	decoder	NOUN
dad-10691	67	30	(	(	PUNCT
dad-10691	67	31	wen	wen	NOUN
dad-10691	67	32	et	et	PROPN
dad-10691	67	33	al	al	PROPN
dad-10691	67	34	.	.	PROPN
dad-10691	67	35	,	,	PUNCT
dad-10691	67	36	2015b	2015b	NUM
dad-10691	67	37	)	)	PUNCT
dad-10691	67	38	.	.	PUNCT
dad-10691	68	1	after	after	ADP
dad-10691	68	2	a	a	DET
dad-10691	68	3	detailed	detailed	ADJ
dad-10691	68	4	description	description	NOUN
dad-10691	68	5	,	,	PUNCT
dad-10691	68	6	the	the	DET
dad-10691	68	7	proposed	propose	VERB
dad-10691	68	8	model	model	NOUN
dad-10691	68	9	is	be	AUX
dad-10691	68	10	compared	compare	VERB
dad-10691	68	11	with	with	ADP
dad-10691	68	12	the	the	DET
dad-10691	68	13	reference	reference	NOUN
dad-10691	68	14	models	model	NOUN
dad-10691	68	15	to	to	PART
dad-10691	68	16	point	point	VERB
dad-10691	68	17	out	out	ADP
dad-10691	68	18	precisely	precisely	ADV
dad-10691	68	19	where	where	SCONJ
dad-10691	68	20	the	the	DET
dad-10691	68	21	expected	expect	VERB
dad-10691	68	22	benefits	benefit	NOUN
dad-10691	68	23	of	of	ADP
dad-10691	68	24	the	the	DET
dad-10691	68	25	combined	combined	ADJ
dad-10691	68	26	model	model	NOUN
dad-10691	68	27	lie	lie	NOUN
dad-10691	68	28	.	.	PUNCT
dad-10691	69	1	then	then	ADV
dad-10691	69	2	the	the	DET
dad-10691	69	3	training	training	NOUN
dad-10691	69	4	and	and	CCONJ
dad-10691	69	5	decoding	decode	VERB
dad-10691	69	6	processes	process	NOUN
dad-10691	69	7	are	be	AUX
dad-10691	69	8	described	describe	VERB
dad-10691	69	9	.	.	PUNCT
dad-10691	70	1	3.1	3.1	NUM
dad-10691	70	2	model	model	NOUN
dad-10691	70	3	description	description	NOUN
dad-10691	70	4	our	our	PRON
dad-10691	70	5	model	model	NOUN
dad-10691	70	6	is	be	AUX
dad-10691	70	7	based	base	VERB
dad-10691	70	8	on	on	ADP
dad-10691	70	9	the	the	DET
dad-10691	70	10	same	same	ADJ
dad-10691	70	11	recurrent	recurrent	ADJ
dad-10691	70	12	neural	neural	ADJ
dad-10691	70	13	architecture	architecture	NOUN
dad-10691	70	14	as	as	ADP
dad-10691	70	15	(	(	PUNCT
dad-10691	70	16	wen	wen	PROPN
dad-10691	70	17	et	et	PROPN
dad-10691	70	18	al	al	PROPN
dad-10691	70	19	.	.	PROPN
dad-10691	70	20	,	,	PUNCT
dad-10691	70	21	2015a	2015a	NUM
dad-10691	70	22	)	)	PUNCT
dad-10691	70	23	.	.	PUNCT
dad-10691	71	1	the	the	DET
dad-10691	71	2	overall	overall	ADJ
dad-10691	71	3	principle	principle	NOUN
dad-10691	71	4	is	be	AUX
dad-10691	71	5	to	to	PART
dad-10691	71	6	generate	generate	VERB
dad-10691	71	7	each	each	DET
dad-10691	71	8	new	new	ADJ
dad-10691	71	9	element	element	NOUN
dad-10691	71	10	of	of	ADP
dad-10691	71	11	the	the	DET
dad-10691	71	12	word	word	NOUN
dad-10691	71	13	sequence	sequence	NOUN
dad-10691	71	14	conditioned	condition	VERB
dad-10691	71	15	on	on	ADP
dad-10691	71	16	the	the	DET
dad-10691	71	17	previouslygenerated	previouslygenerate	VERB
dad-10691	71	18	one	one	NOUN
dad-10691	71	19	,	,	PUNCT
dad-10691	71	20	a	a	DET
dad-10691	71	21	hidden	hide	VERB
dad-10691	71	22	(	(	PUNCT
dad-10691	71	23	recurrently	recurrently	ADV
dad-10691	71	24	updated	updated	ADJ
dad-10691	71	25	)	)	PUNCT
dad-10691	71	26	vector	vector	NOUN
dad-10691	71	27	and	and	CCONJ
dad-10691	71	28	a	a	DET
dad-10691	71	29	context	context	NOUN
dad-10691	71	30	-	-	PUNCT
dad-10691	71	31	information	information	NOUN
dad-10691	71	32	vector	vector	NOUN
dad-10691	71	33	.	.	PUNCT
dad-10691	72	1	in	in	ADP
dad-10691	72	2	practice	practice	NOUN
dad-10691	72	3	,	,	PUNCT
dad-10691	72	4	a	a	DET
dad-10691	72	5	1	1	NUM
dad-10691	72	6	-	-	PUNCT
dad-10691	72	7	hot	hot	ADJ
dad-10691	72	8	encoding	encoding	NOUN
dad-10691	72	9	wt−1	wt−1	NOUN
dad-10691	72	10	of	of	ADP
dad-10691	72	11	a	a	DET
dad-10691	72	12	token1	token1	ADJ
dad-10691	72	13	wt−1	wt−1	NOUN
dad-10691	72	14	is	be	AUX
dad-10691	72	15	input	input	NOUN
dad-10691	72	16	to	to	ADP
dad-10691	72	17	the	the	DET
dad-10691	72	18	model	model	NOUN
dad-10691	72	19	at	at	ADP
dad-10691	72	20	each	each	DET
dad-10691	72	21	time	time	NOUN
dad-10691	72	22	step	step	NOUN
dad-10691	72	23	t	t	PROPN
dad-10691	72	24	conditioned	condition	VERB
dad-10691	72	25	on	on	ADP
dad-10691	72	26	a	a	DET
dad-10691	72	27	recurrent	recurrent	ADJ
dad-10691	72	28	hidden	hide	VERB
dad-10691	72	29	layer	layer	NOUN
dad-10691	72	30	ht−1	ht−1	PROPN
dad-10691	72	31	,	,	PUNCT
dad-10691	72	32	from	from	ADP
dad-10691	72	33	which	which	PRON
dad-10691	72	34	the	the	DET
dad-10691	72	35	probability	probability	NOUN
dad-10691	72	36	distribution	distribution	NOUN
dad-10691	72	37	of	of	ADP
dad-10691	72	38	the	the	DET
dad-10691	72	39	next	next	ADJ
dad-10691	72	40	token	token	NOUN
dad-10691	72	41	wt	wt	X
dad-10691	72	42	is	be	AUX
dad-10691	72	43	defined	define	VERB
dad-10691	72	44	.	.	PUNCT
dad-10691	73	1	to	to	PART
dad-10691	73	2	ensure	ensure	VERB
dad-10691	73	3	that	that	SCONJ
dad-10691	73	4	the	the	DET
dad-10691	73	5	generated	generate	VERB
dad-10691	73	6	utterance	utterance	NOUN
dad-10691	73	7	represents	represent	VERB
dad-10691	73	8	the	the	DET
dad-10691	73	9	intended	intended	ADJ
dad-10691	73	10	meaning	meaning	NOUN
dad-10691	73	11	,	,	PUNCT
dad-10691	73	12	an	an	DET
dad-10691	73	13	additional	additional	ADJ
dad-10691	73	14	context	context	NOUN
dad-10691	73	15	vector	vector	NOUN
dad-10691	73	16	dt	dt	PROPN
dad-10691	73	17	,	,	PUNCT
dad-10691	73	18	encoding	encode	VERB
dad-10691	73	19	the	the	DET
dad-10691	73	20	dialogue	dialogue	NOUN
dad-10691	73	21	act	act	NOUN
dad-10691	73	22	and	and	CCONJ
dad-10691	73	23	its	its	PRON
dad-10691	73	24	associated	associated	ADJ
dad-10691	73	25	slot	slot	NOUN
dad-10691	73	26	-	-	PUNCT
dad-10691	73	27	value	value	NOUN
dad-10691	73	28	pairs	pair	NOUN
dad-10691	73	29	,	,	PUNCT
dad-10691	73	30	is	be	AUX
dad-10691	73	31	also	also	ADV
dad-10691	73	32	provided	provide	VERB
dad-10691	73	33	at	at	ADP
dad-10691	73	34	each	each	DET
dad-10691	73	35	step	step	NOUN
dad-10691	73	36	t.	t.	NOUN
dad-10691	73	37	as	as	ADP
dad-10691	73	38	in	in	ADP
dad-10691	73	39	the	the	DET
dad-10691	73	40	attention	attention	NOUN
dad-10691	73	41	-	-	PUNCT
dad-10691	73	42	based	base	VERB
dad-10691	73	43	encoder	encoder	NOUN
dad-10691	73	44	-	-	PUNCT
dad-10691	73	45	decoder	decoder	NOUN
dad-10691	73	46	,	,	PUNCT
dad-10691	73	47	the	the	DET
dad-10691	73	48	decoding	decode	VERB
dad-10691	73	49	process	process	NOUN
dad-10691	73	50	is	be	AUX
dad-10691	73	51	performed	perform	VERB
dad-10691	73	52	through	through	ADP
dad-10691	73	53	a	a	DET
dad-10691	73	54	standard	standard	ADJ
dad-10691	73	55	lstm	lstm	NOUN
dad-10691	73	56	(	(	PUNCT
dad-10691	73	57	fig	fig	NOUN
dad-10691	73	58	.	.	PUNCT
dad-10691	74	1	1b	1b	NUM
dad-10691	74	2	)	)	PUNCT
dad-10691	74	3	,	,	PUNCT
dad-10691	74	4	which	which	PRON
dad-10691	74	5	is	be	AUX
dad-10691	74	6	fed	feed	VERB
dad-10691	74	7	by	by	ADP
dad-10691	74	8	an	an	DET
dad-10691	74	9	additional	additional	ADJ
dad-10691	74	10	vector	vector	NOUN
dad-10691	74	11	at	at	ADP
dad-10691	74	12	representing	represent	VERB
dad-10691	74	13	the	the	DET
dad-10691	74	14	information	information	NOUN
dad-10691	74	15	on	on	ADP
dad-10691	74	16	which	which	PRON
dad-10691	74	17	the	the	DET
dad-10691	74	18	model	model	NOUN
dad-10691	74	19	currently	currently	ADV
dad-10691	74	20	focuses	focus	VERB
dad-10691	74	21	(	(	PUNCT
dad-10691	74	22	fig	fig	NOUN
dad-10691	74	23	.	.	PUNCT
dad-10691	75	1	1a	1a	NOUN
dad-10691	75	2	)	)	PUNCT
dad-10691	75	3	.	.	PUNCT
dad-10691	76	1	at	at	SCONJ
dad-10691	76	2	is	be	AUX
dad-10691	76	3	called	call	VERB
dad-10691	76	4	the	the	DET
dad-10691	76	5	local	local	ADJ
dad-10691	76	6	da	da	NOUN
dad-10691	76	7	embedding	embed	VERB
dad-10691	76	8	with	with	ADP
dad-10691	76	9	attention	attention	NOUN
dad-10691	76	10	.	.	PUNCT
dad-10691	77	1	the	the	DET
dad-10691	77	2	set	set	NOUN
dad-10691	77	3	of	of	ADP
dad-10691	77	4	relations	relation	NOUN
dad-10691	77	5	between	between	ADP
dad-10691	77	6	all	all	DET
dad-10691	77	7	the	the	DET
dad-10691	77	8	vectors	vector	NOUN
dad-10691	77	9	involved	involve	VERB
dad-10691	77	10	in	in	ADP
dad-10691	77	11	the	the	DET
dad-10691	77	12	lstm	lstm	NOUN
dad-10691	77	13	cell	cell	NOUN
dad-10691	77	14	is	be	AUX
dad-10691	77	15	:	:	PUNCT
dad-10691	77	16	it	it	PRON
dad-10691	77	17	=	=	PUNCT
dad-10691	77	18	sigmoid(wwiwt−1	sigmoid(wwiwt−1	PROPN
dad-10691	78	1	+	+	PROPN
dad-10691	79	1	whiht−1	whiht−1	PROPN
dad-10691	79	2	+	+	NOUN
dad-10691	79	3	waiat	waiat	NOUN
dad-10691	79	4	)	)	PUNCT
dad-10691	79	5	(	(	PUNCT
dad-10691	79	6	1	1	X
dad-10691	79	7	)	)	PUNCT
dad-10691	79	8	ft	ft	NOUN
dad-10691	79	9	=	=	PUNCT
dad-10691	79	10	sigmoid(wwfwt−1	sigmoid(wwfwt−1	PROPN
dad-10691	80	1	+	+	PROPN
dad-10691	80	2	whfht−1	whfht−1	PROPN
dad-10691	80	3	+	+	ADJ
dad-10691	80	4	wafat	wafat	ADJ
dad-10691	80	5	)	)	PUNCT
dad-10691	80	6	(	(	PUNCT
dad-10691	80	7	2	2	X
dad-10691	80	8	)	)	PUNCT
dad-10691	80	9	ot	ot	NOUN
dad-10691	81	1	=	=	PUNCT
dad-10691	81	2	sigmoid(wwowt−1	sigmoid(wwowt−1	PROPN
dad-10691	82	1	+	+	PROPN
dad-10691	82	2	whoht−1	whoht−1	PROPN
dad-10691	82	3	+	+	NOUN
dad-10691	82	4	waoat	waoat	NOUN
dad-10691	82	5	)	)	PUNCT
dad-10691	82	6	(	(	PUNCT
dad-10691	82	7	3	3	X
dad-10691	82	8	)	)	PUNCT
dad-10691	82	9	ĉt	ĉt	NOUN
dad-10691	82	10	=	=	SYM
dad-10691	82	11	tanh	tanh	PROPN
dad-10691	82	12	(	(	PUNCT
dad-10691	82	13	wwcwt−1	wwcwt−1	X
dad-10691	82	14	+	+	ADJ
dad-10691	82	15	whcht−1	whcht−1	ADJ
dad-10691	82	16	+	+	ADJ
dad-10691	82	17	wacat	wacat	NOUN
dad-10691	82	18	)	)	PUNCT
dad-10691	82	19	(	(	PUNCT
dad-10691	82	20	4	4	X
dad-10691	82	21	)	)	PUNCT
dad-10691	82	22	ct	ct	NOUN
dad-10691	82	23	=	=	PUNCT
dad-10691	82	24	ft	ft	PROPN
dad-10691	82	25	�	�	PROPN
dad-10691	82	26	ct−1	ct−1	PROPN
dad-10691	82	27	+	+	CCONJ
dad-10691	82	28	it	it	PRON
dad-10691	83	1	�	�	PROPN
dad-10691	83	2	ĉt	ĉt	PROPN
dad-10691	83	3	(	(	PUNCT
dad-10691	83	4	5	5	NUM
dad-10691	83	5	)	)	PUNCT
dad-10691	83	6	ht	ht	NOUN
dad-10691	83	7	=	=	PUNCT
dad-10691	83	8	ot	ot	PROPN
dad-10691	83	9	�	�	PROPN
dad-10691	83	10	tanh	tanh	PROPN
dad-10691	83	11	(	(	PUNCT
dad-10691	83	12	ct	ct	PROPN
dad-10691	83	13	)	)	PUNCT
dad-10691	83	14	(	(	PUNCT
dad-10691	83	15	6	6	NUM
dad-10691	83	16	)	)	PUNCT
dad-10691	84	1	where	where	SCONJ
dad-10691	84	2	it	it	PRON
dad-10691	84	3	,	,	PUNCT
dad-10691	84	4	ft	ft	NOUN
dad-10691	84	5	,	,	PUNCT
dad-10691	84	6	ot	ot	NOUN
dad-10691	84	7	∈	∈	PROPN
dad-10691	84	8	[	[	X
dad-10691	84	9	0	0	NUM
dad-10691	84	10	,	,	PUNCT
dad-10691	84	11	1]n	1]n	NUM
dad-10691	84	12	are	be	AUX
dad-10691	84	13	input	input	NOUN
dad-10691	84	14	,	,	PUNCT
dad-10691	84	15	forget	forget	VERB
dad-10691	84	16	and	and	CCONJ
dad-10691	84	17	output	output	NOUN
dad-10691	84	18	gates	gate	NOUN
dad-10691	84	19	respectively	respectively	ADV
dad-10691	84	20	,	,	PUNCT
dad-10691	84	21	ĉt	ĉt	PROPN
dad-10691	84	22	and	and	CCONJ
dad-10691	84	23	ct	ct	PROPN
dad-10691	84	24	are	be	AUX
dad-10691	84	25	proposed	propose	VERB
dad-10691	84	26	and	and	CCONJ
dad-10691	84	27	true	true	ADJ
dad-10691	84	28	cell	cell	NOUN
dad-10691	84	29	values	value	NOUN
dad-10691	84	30	at	at	ADP
dad-10691	84	31	time	time	NOUN
dad-10691	84	32	t	t	PROPN
dad-10691	84	33	,	,	PUNCT
dad-10691	84	34	and	and	CCONJ
dad-10691	84	35	�	�	PROPN
dad-10691	84	36	denotes	denote	NOUN
dad-10691	84	37	element	element	ADJ
dad-10691	84	38	-	-	PUNCT
dad-10691	84	39	wise	wise	ADJ
dad-10691	84	40	multiplication	multiplication	NOUN
dad-10691	84	41	.	.	PUNCT
dad-10691	85	1	subsequently	subsequently	ADV
dad-10691	85	2	,	,	PUNCT
dad-10691	85	3	the	the	DET
dad-10691	85	4	next	next	ADJ
dad-10691	85	5	token	token	ADJ
dad-10691	85	6	wt	wt	PROPN
dad-10691	85	7	is	be	AUX
dad-10691	85	8	picked	pick	VERB
dad-10691	85	9	up	up	ADP
dad-10691	85	10	,	,	PUNCT
dad-10691	85	11	either	either	CCONJ
dad-10691	85	12	through	through	ADP
dad-10691	85	13	argmax	argmax	NOUN
dad-10691	85	14	or	or	CCONJ
dad-10691	85	15	sampling	sample	VERB
dad-10691	85	16	,	,	PUNCT
dad-10691	85	17	on	on	ADP
dad-10691	85	18	the	the	DET
dad-10691	85	19	output	output	NOUN
dad-10691	85	20	distribution	distribution	NOUN
dad-10691	85	21	formed	form	VERB
dad-10691	85	22	as	as	ADP
dad-10691	85	23	:	:	PUNCT
dad-10691	85	24	p	p	X
dad-10691	85	25	(	(	PUNCT
dad-10691	85	26	wt|wt−1	wt|wt−1	NOUN
dad-10691	85	27	,	,	PUNCT
dad-10691	85	28	wt−2	wt−2	PROPN
dad-10691	85	29	,	,	PUNCT
dad-10691	85	30	...	...	PUNCT
dad-10691	85	31	w0,at	w0,at	NOUN
dad-10691	85	32	)	)	PUNCT
dad-10691	86	1	=	=	SYM
dad-10691	86	2	softmax(whoht	softmax(whoht	NOUN
dad-10691	86	3	)	)	PUNCT
dad-10691	86	4	(	(	PUNCT
dad-10691	86	5	7	7	X
dad-10691	86	6	)	)	PUNCT
dad-10691	86	7	wt	wt	NOUN
dad-10691	86	8	∼	∼	NOUN
dad-10691	86	9	p	p	NOUN
dad-10691	86	10	(	(	PUNCT
dad-10691	86	11	wt|wt−1	wt|wt−1	NOUN
dad-10691	86	12	,	,	PUNCT
dad-10691	86	13	wt−2	wt−2	PROPN
dad-10691	86	14	,	,	PUNCT
dad-10691	86	15	...	...	PUNCT
dad-10691	86	16	w0,at	w0,at	PROPN
dad-10691	86	17	)	)	PUNCT
dad-10691	86	18	(	(	PUNCT
dad-10691	86	19	8)	8)	NUM
dad-10691	86	20	1	1	NUM
dad-10691	86	21	.	.	PUNCT
dad-10691	87	1	the	the	DET
dad-10691	87	2	same	same	ADJ
dad-10691	87	3	terminology	terminology	NOUN
dad-10691	87	4	as	as	ADP
dad-10691	87	5	in	in	ADP
dad-10691	87	6	wen	wen	PROPN
dad-10691	87	7	et	et	PROPN
dad-10691	87	8	al	al	PROPN
dad-10691	87	9	.	.	PROPN
dad-10691	87	10	(	(	PUNCT
dad-10691	87	11	2015a	2015a	NUM
dad-10691	87	12	)	)	PUNCT
dad-10691	87	13	is	be	AUX
dad-10691	87	14	used	use	VERB
dad-10691	87	15	since	since	SCONJ
dad-10691	87	16	the	the	DET
dad-10691	87	17	input	input	NOUN
dad-10691	87	18	text	text	NOUN
dad-10691	87	19	is	be	AUX
dad-10691	87	20	also	also	ADV
dad-10691	87	21	delexicalised	delexicalised	ADJ
dad-10691	87	22	:	:	PUNCT
dad-10691	87	23	the	the	DET
dad-10691	87	24	slot	slot	NOUN
dad-10691	87	25	values	value	NOUN
dad-10691	87	26	(	(	PUNCT
dad-10691	87	27	e.g.	e.g.	ADV
dad-10691	87	28	“chinese	“chinese	NOUN
dad-10691	87	29	”	"	PUNCT
dad-10691	87	30	for	for	ADP
dad-10691	87	31	slot	slot	NOUN
dad-10691	87	32	food	food	NOUN
dad-10691	87	33	)	)	PUNCT
dad-10691	87	34	are	be	AUX
dad-10691	87	35	replaced	replace	VERB
dad-10691	87	36	in	in	ADP
dad-10691	87	37	the	the	DET
dad-10691	87	38	input	input	NOUN
dad-10691	87	39	by	by	ADP
dad-10691	87	40	their	their	PRON
dad-10691	87	41	corresponding	correspond	VERB
dad-10691	87	42	slot	slot	NOUN
dad-10691	87	43	tokens	token	NOUN
dad-10691	87	44	(	(	PUNCT
dad-10691	87	45	e.g.	e.g.	ADV
dad-10691	87	46	slot_food	slot_food	NOUN
dad-10691	87	47	)	)	PUNCT
dad-10691	87	48	.	.	PUNCT
dad-10691	88	1	4	4	NUM
dad-10691	88	2	reinforcement	reinforcement	NOUN
dad-10691	88	3	adaptation	adaptation	NOUN
dad-10691	88	4	of	of	ADP
dad-10691	88	5	an	an	DET
dad-10691	88	6	attention	attention	NOUN
dad-10691	88	7	-	-	PUNCT
dad-10691	88	8	based	base	VERB
dad-10691	88	9	neural	neural	ADJ
dad-10691	88	10	natural	natural	ADJ
dad-10691	88	11	language	language	NOUN
dad-10691	88	12	generator	generator	NOUN
dad-10691	88	13	lstm	lstm	NOUN
dad-10691	88	14	decoder	decoder	NOUN
dad-10691	88	15	ht	ht	PROPN
dad-10691	88	16	wt−1	wt−1	PROPN
dad-10691	88	17	ht−1	ht−1	PROPN
dad-10691	88	18	r	r	PROPN
dad-10691	88	19	a	a	DET
dad-10691	88	20	dt−1	dt−1	NOUN
dad-10691	88	21	at	at	ADP
dad-10691	88	22	dt	dt	PROPN
dad-10691	88	23	wt−1	wt−1	PROPN
dad-10691	88	24	ht−1at−1	ht−1at−1	PROPN
dad-10691	88	25	z0	z0	PROPN
dad-10691	88	26	ht−1	ht−1	PROPN
dad-10691	88	27	at−1	at−1	PROPN
dad-10691	88	28	(	(	PUNCT
dad-10691	88	29	a	a	NOUN
dad-10691	88	30	)	)	PUNCT
dad-10691	88	31	global	global	ADJ
dad-10691	88	32	architecture	architecture	NOUN
dad-10691	88	33	of	of	ADP
dad-10691	88	34	the	the	DET
dad-10691	88	35	combined	combine	VERB
dad-10691	88	36	-	-	PUNCT
dad-10691	88	37	context	context	NOUN
dad-10691	88	38	lstm	lstm	NOUN
dad-10691	88	39	.	.	PUNCT
dad-10691	89	1	ciĉ	ciĉ	PROPN
dad-10691	89	2	wt−1	wt−1	PROPN
dad-10691	89	3	ht−1	ht−1	PROPN
dad-10691	89	4	at	at	ADP
dad-10691	89	5	wt−1	wt−1	PROPN
dad-10691	89	6	ht−1at	ht−1at	NUM
dad-10691	89	7	f	f	PROPN
dad-10691	89	8	ct−1	ct−1	PROPN
dad-10691	89	9	wt−1	wt−1	PROPN
dad-10691	89	10	ht−1	ht−1	PROPN
dad-10691	89	11	at	at	ADP
dad-10691	89	12	ct	ct	PROPN
dad-10691	89	13	o	o	PROPN
dad-10691	89	14	wt−1	wt−1	PROPN
dad-10691	89	15	ht−1at	ht−1at	NUM
dad-10691	89	16	ht	ht	PROPN
dad-10691	89	17	(	(	PUNCT
dad-10691	89	18	b	b	NOUN
dad-10691	89	19	)	)	PUNCT
dad-10691	89	20	details	detail	NOUN
dad-10691	89	21	of	of	ADP
dad-10691	89	22	the	the	DET
dad-10691	89	23	lstm	lstm	NOUN
dad-10691	89	24	decoder	decoder	NOUN
dad-10691	89	25	.	.	PUNCT
dad-10691	90	1	figure	figure	VERB
dad-10691	90	2	1	1	NUM
dad-10691	90	3	:	:	PUNCT
dad-10691	90	4	combined	combine	VERB
dad-10691	90	5	-	-	PUNCT
dad-10691	90	6	context	context	NOUN
dad-10691	90	7	lstm	lstm	NOUN
dad-10691	90	8	where	where	SCONJ
dad-10691	90	9	who	who	PRON
dad-10691	90	10	is	be	AUX
dad-10691	90	11	the	the	DET
dad-10691	90	12	output	output	NOUN
dad-10691	90	13	weight	weight	NOUN
dad-10691	90	14	matrix	matrix	NOUN
dad-10691	90	15	.	.	PUNCT
dad-10691	91	1	as	as	ADP
dad-10691	91	2	with	with	ADP
dad-10691	91	3	the	the	DET
dad-10691	91	4	attention	attention	NOUN
dad-10691	91	5	-	-	PUNCT
dad-10691	91	6	based	base	VERB
dad-10691	91	7	encoder	encoder	NOUN
dad-10691	91	8	-	-	PUNCT
dad-10691	91	9	decoder	decoder	NOUN
dad-10691	91	10	model	model	NOUN
dad-10691	91	11	,	,	PUNCT
dad-10691	91	12	the	the	DET
dad-10691	91	13	local	local	ADJ
dad-10691	91	14	da	da	NOUN
dad-10691	91	15	embedding	embed	VERB
dad-10691	91	16	at	at	ADP
dad-10691	91	17	is	be	AUX
dad-10691	91	18	computed	compute	VERB
dad-10691	91	19	from	from	ADP
dad-10691	91	20	the	the	DET
dad-10691	91	21	global	global	ADJ
dad-10691	91	22	da	da	PROPN
dad-10691	91	23	embedding	embed	VERB
dad-10691	91	24	dt	dt	PROPN
dad-10691	91	25	,	,	PUNCT
dad-10691	91	26	which	which	PRON
dad-10691	91	27	represents	represent	VERB
dad-10691	91	28	the	the	DET
dad-10691	91	29	information	information	NOUN
dad-10691	91	30	remaining	remain	VERB
dad-10691	91	31	to	to	PART
dad-10691	91	32	express	express	VERB
dad-10691	91	33	in	in	ADP
dad-10691	91	34	the	the	DET
dad-10691	91	35	rest	rest	NOUN
dad-10691	91	36	of	of	ADP
dad-10691	91	37	the	the	DET
dad-10691	91	38	generation	generation	NOUN
dad-10691	91	39	.	.	PUNCT
dad-10691	92	1	to	to	PART
dad-10691	92	2	define	define	VERB
dad-10691	92	3	the	the	DET
dad-10691	92	4	initial	initial	ADJ
dad-10691	92	5	global	global	ADJ
dad-10691	92	6	da	da	PROPN
dad-10691	92	7	d0	d0	NOUN
dad-10691	92	8	,	,	PUNCT
dad-10691	92	9	each	each	DET
dad-10691	92	10	slot	slot	NOUN
dad-10691	92	11	-	-	PUNCT
dad-10691	92	12	value	value	NOUN
dad-10691	92	13	pair	pair	NOUN
dad-10691	92	14	is	be	AUX
dad-10691	92	15	embedded	embed	VERB
dad-10691	92	16	as	as	ADP
dad-10691	92	17	a	a	DET
dad-10691	92	18	vector	vector	NOUN
dad-10691	92	19	z0,i	z0,i	NUM
dad-10691	92	20	:	:	PUNCT
dad-10691	93	1	z0,i	z0,i	PROPN
dad-10691	93	2	=	=	SYM
dad-10691	93	3	si	si	PROPN
dad-10691	94	1	+	+	NUM
dad-10691	94	2	vi	vi	PROPN
dad-10691	94	3	(	(	PUNCT
dad-10691	94	4	9	9	NUM
dad-10691	94	5	)	)	PUNCT
dad-10691	94	6	where	where	SCONJ
dad-10691	94	7	si	si	NOUN
dad-10691	94	8	and	and	CCONJ
dad-10691	94	9	vi	vi	PROPN
dad-10691	94	10	are	be	AUX
dad-10691	94	11	the	the	DET
dad-10691	94	12	i	i	PROPN
dad-10691	94	13	-	-	PUNCT
dad-10691	94	14	th	th	X
dad-10691	94	15	slot	slot	NOUN
dad-10691	94	16	and	and	CCONJ
dad-10691	94	17	value	value	NOUN
dad-10691	94	18	pair	pair	NOUN
dad-10691	94	19	of	of	ADP
dad-10691	94	20	the	the	DET
dad-10691	94	21	dialogue	dialogue	NOUN
dad-10691	94	22	act	act	PROPN
dad-10691	94	23	,	,	PUNCT
dad-10691	94	24	each	each	PRON
dad-10691	94	25	represented	represent	VERB
dad-10691	94	26	by	by	ADP
dad-10691	94	27	a	a	DET
dad-10691	94	28	1	1	NUM
dad-10691	94	29	-	-	PUNCT
dad-10691	94	30	hot	hot	ADJ
dad-10691	94	31	representation	representation	NOUN
dad-10691	94	32	.	.	PUNCT
dad-10691	95	1	then	then	ADV
dad-10691	95	2	the	the	DET
dad-10691	95	3	complete	complete	ADJ
dad-10691	95	4	dialogue	dialogue	NOUN
dad-10691	95	5	act	act	NOUN
dad-10691	95	6	is	be	AUX
dad-10691	95	7	represented	represent	VERB
dad-10691	95	8	by	by	ADP
dad-10691	95	9	:	:	PUNCT
dad-10691	95	10	d0	d0	PROPN
dad-10691	95	11	=	=	SYM
dad-10691	95	12	act0	act0	PROPN
dad-10691	95	13	⊕	⊕	PROPN
dad-10691	95	14	∑	∑	PROPN
dad-10691	95	15	i	i	PRON
dad-10691	95	16	z0,i	z0,i	PROPN
dad-10691	95	17	(	(	PUNCT
dad-10691	95	18	10	10	NUM
dad-10691	95	19	)	)	PUNCT
dad-10691	95	20	where	where	SCONJ
dad-10691	95	21	act0	act0	PROPN
dad-10691	95	22	is	be	AUX
dad-10691	95	23	a	a	DET
dad-10691	95	24	1	1	NUM
dad-10691	95	25	-	-	PUNCT
dad-10691	95	26	hot	hot	ADJ
dad-10691	95	27	representation	representation	NOUN
dad-10691	95	28	of	of	ADP
dad-10691	95	29	the	the	DET
dad-10691	95	30	act	act	NOUN
dad-10691	95	31	type	type	NOUN
dad-10691	95	32	and	and	CCONJ
dad-10691	95	33	⊕	⊕	PROPN
dad-10691	95	34	stands	stand	VERB
dad-10691	95	35	for	for	ADP
dad-10691	95	36	vector	vector	NOUN
dad-10691	95	37	concatenation	concatenation	NOUN
dad-10691	95	38	.	.	PUNCT
dad-10691	96	1	therefore	therefore	ADV
dad-10691	96	2	,	,	PUNCT
dad-10691	96	3	the	the	DET
dad-10691	96	4	global	global	ADJ
dad-10691	96	5	dialogue	dialogue	PROPN
dad-10691	96	6	act	act	PROPN
dad-10691	96	7	dt	dt	PROPN
dad-10691	96	8	,	,	PUNCT
dad-10691	96	9	corresponding	correspond	VERB
dad-10691	96	10	to	to	ADP
dad-10691	96	11	the	the	DET
dad-10691	96	12	remaining	remain	VERB
dad-10691	96	13	information	information	NOUN
dad-10691	96	14	to	to	PART
dad-10691	96	15	deliver	deliver	VERB
dad-10691	96	16	,	,	PUNCT
dad-10691	96	17	is	be	AUX
dad-10691	96	18	obtained	obtain	VERB
dad-10691	96	19	at	at	ADP
dad-10691	96	20	each	each	DET
dad-10691	96	21	time	time	NOUN
dad-10691	96	22	step	step	NOUN
dad-10691	96	23	by	by	ADP
dad-10691	96	24	:	:	PUNCT
dad-10691	96	25	dt	dt	X
dad-10691	96	26	=	=	PUNCT
dad-10691	96	27	actt	actt	PROPN
dad-10691	96	28	⊕	⊕	PROPN
dad-10691	96	29	∑	∑	PROPN
dad-10691	97	1	i	i	PROPN
dad-10691	97	2	zt	zt	PROPN
dad-10691	97	3	,	,	PUNCT
dad-10691	97	4	i	i	PRON
dad-10691	97	5	.	.	PUNCT
dad-10691	98	1	(	(	PUNCT
dad-10691	98	2	11	11	NUM
dad-10691	98	3	)	)	PUNCT
dad-10691	98	4	actt	actt	NOUN
dad-10691	98	5	and	and	CCONJ
dad-10691	98	6	zt	zt	PROPN
dad-10691	98	7	,	,	PUNCT
dad-10691	98	8	i	i	PRON
dad-10691	98	9	are	be	AUX
dad-10691	98	10	updated	update	VERB
dad-10691	98	11	with	with	ADP
dad-10691	98	12	the	the	DET
dad-10691	98	13	parts	part	NOUN
dad-10691	98	14	of	of	ADP
dad-10691	98	15	si	si	PROPN
dad-10691	98	16	and	and	CCONJ
dad-10691	98	17	vi	vi	PROPN
dad-10691	98	18	that	that	PRON
dad-10691	98	19	remain	remain	VERB
dad-10691	98	20	in	in	ADP
dad-10691	98	21	the	the	DET
dad-10691	98	22	global	global	ADJ
dad-10691	98	23	dialogue	dialogue	PROPN
dad-10691	98	24	act	act	PROPN
dad-10691	98	25	dt	dt	ADP
dad-10691	98	26	according	accord	VERB
dad-10691	98	27	to	to	ADP
dad-10691	98	28	the	the	DET
dad-10691	98	29	reading	reading	NOUN
dad-10691	98	30	gate	gate	NOUN
dad-10691	98	31	r	r	PROPN
dad-10691	98	32	(	(	PUNCT
dad-10691	98	33	fig	fig	NOUN
dad-10691	98	34	.	.	PUNCT
dad-10691	99	1	1a	1a	NOUN
dad-10691	99	2	):	):	PUNCT
dad-10691	99	3	dt	dt	PROPN
dad-10691	99	4	=	=	SYM
dad-10691	99	5	rt	rt	PROPN
dad-10691	99	6	�	�	PROPN
dad-10691	99	7	dt−1	dt−1	PROPN
dad-10691	99	8	(	(	PUNCT
dad-10691	99	9	12	12	NUM
dad-10691	99	10	)	)	PUNCT
dad-10691	100	1	rt	rt	PROPN
dad-10691	101	1	=	=	PROPN
dad-10691	101	2	sigmoid(wwrwt−1	sigmoid(wwrwt−1	PROPN
dad-10691	102	1	+	+	PROPN
dad-10691	102	2	whrht−1	whrht−1	PROPN
dad-10691	102	3	+	+	NOUN
dad-10691	102	4	warat−1	warat−1	X
dad-10691	102	5	)	)	PUNCT
dad-10691	102	6	.	.	PUNCT
dad-10691	103	1	(	(	PUNCT
dad-10691	103	2	13	13	NUM
dad-10691	103	3	)	)	PUNCT
dad-10691	103	4	the	the	DET
dad-10691	103	5	local	local	ADJ
dad-10691	103	6	da	da	NOUN
dad-10691	103	7	embedding	embed	VERB
dad-10691	103	8	at	at	ADP
dad-10691	103	9	,	,	PUNCT
dad-10691	103	10	representing	represent	VERB
dad-10691	103	11	the	the	DET
dad-10691	103	12	information	information	NOUN
dad-10691	103	13	we	we	PRON
dad-10691	103	14	want	want	VERB
dad-10691	103	15	to	to	PART
dad-10691	103	16	focus	focus	VERB
dad-10691	103	17	on	on	ADP
dad-10691	103	18	at	at	ADP
dad-10691	103	19	step	step	NOUN
dad-10691	103	20	t	t	PROPN
dad-10691	103	21	,	,	PUNCT
dad-10691	103	22	is	be	AUX
dad-10691	103	23	formed	form	VERB
dad-10691	103	24	as	as	ADP
dad-10691	103	25	:	:	PUNCT
dad-10691	103	26	at	at	ADP
dad-10691	103	27	=	=	PUNCT
dad-10691	103	28	actt	actt	PROPN
dad-10691	103	29	⊕	⊕	PROPN
dad-10691	103	30	∑	∑	PROPN
dad-10691	104	1	i	i	PROPN
dad-10691	104	2	ωt	ωt	PROPN
dad-10691	104	3	,	,	PUNCT
dad-10691	104	4	izt	izt	PROPN
dad-10691	104	5	,	,	PUNCT
dad-10691	104	6	i	i	PRON
dad-10691	104	7	(	(	PUNCT
dad-10691	104	8	14	14	NUM
dad-10691	104	9	)	)	SYM
dad-10691	104	10	5	5	NUM
dad-10691	104	11	riou	riou	NOUN
dad-10691	104	12	,	,	PUNCT
dad-10691	104	13	jabaian	jabaian	PROPN
dad-10691	104	14	,	,	PUNCT
dad-10691	104	15	huet	huet	PROPN
dad-10691	104	16	and	and	CCONJ
dad-10691	104	17	lefèvre	lefèvre	NOUN
dad-10691	104	18	where	where	SCONJ
dad-10691	104	19	ωt	ωt	PROPN
dad-10691	104	20	,	,	PUNCT
dad-10691	104	21	i	i	PRON
dad-10691	104	22	is	be	AUX
dad-10691	104	23	the	the	DET
dad-10691	104	24	weight	weight	NOUN
dad-10691	104	25	of	of	ADP
dad-10691	104	26	i	i	PROPN
dad-10691	104	27	-	-	PUNCT
dad-10691	104	28	th	th	X
dad-10691	104	29	slot	slot	NOUN
dad-10691	104	30	-	-	PUNCT
dad-10691	104	31	value	value	NOUN
dad-10691	104	32	pair	pair	NOUN
dad-10691	104	33	computed	compute	VERB
dad-10691	104	34	by	by	ADP
dad-10691	104	35	the	the	DET
dad-10691	104	36	attention	attention	NOUN
dad-10691	104	37	mechanism	mechanism	NOUN
dad-10691	104	38	a	a	PRON
dad-10691	104	39	:	:	PUNCT
dad-10691	104	40	ωt	ωt	PROPN
dad-10691	104	41	,	,	PUNCT
dad-10691	104	42	i	i	PRON
dad-10691	104	43	=	=	PUNCT
dad-10691	104	44	softmax(βt	softmax(βt	PROPN
dad-10691	104	45	,	,	PUNCT
dad-10691	104	46	i	i	NOUN
dad-10691	104	47	)	)	PUNCT
dad-10691	104	48	(	(	PUNCT
dad-10691	104	49	15	15	NUM
dad-10691	104	50	)	)	PUNCT
dad-10691	104	51	βt	βt	NOUN
dad-10691	104	52	,	,	PUNCT
dad-10691	104	53	i	i	PRON
dad-10691	104	54	=	=	NOUN
dad-10691	104	55	qt	qt	PROPN
dad-10691	105	1	.	.	PUNCT
dad-10691	105	2	tanh	tanh	PROPN
dad-10691	105	3	(	(	PUNCT
dad-10691	105	4	whmht−1	whmht−1	NOUN
dad-10691	106	1	+	+	PROPN
dad-10691	106	2	wmmz0,i	wmmz0,i	PROPN
dad-10691	106	3	+	+	NOUN
dad-10691	106	4	wamat−1	wamat−1	X
dad-10691	106	5	)	)	PUNCT
dad-10691	106	6	(	(	PUNCT
dad-10691	106	7	16	16	NUM
dad-10691	106	8	)	)	PUNCT
dad-10691	106	9	q	q	NOUN
dad-10691	106	10	and	and	CCONJ
dad-10691	106	11	ws	ws	NOUN
dad-10691	107	1	being	be	AUX
dad-10691	107	2	parameters	parameter	NOUN
dad-10691	107	3	to	to	PART
dad-10691	107	4	learn	learn	VERB
dad-10691	107	5	.	.	PUNCT
dad-10691	108	1	3.2	3.2	NUM
dad-10691	108	2	comparison	comparison	NOUN
dad-10691	108	3	with	with	ADP
dad-10691	108	4	the	the	DET
dad-10691	108	5	reference	reference	NOUN
dad-10691	108	6	models	model	NOUN
dad-10691	108	7	the	the	DET
dad-10691	108	8	generation	generation	NOUN
dad-10691	108	9	model	model	NOUN
dad-10691	108	10	proposed	propose	VERB
dad-10691	108	11	here	here	ADV
dad-10691	108	12	combines	combine	VERB
dad-10691	108	13	the	the	DET
dad-10691	108	14	semantically	semantically	ADV
dad-10691	108	15	conditioned	condition	VERB
dad-10691	108	16	lstm	lstm	NOUN
dad-10691	108	17	(	(	PUNCT
dad-10691	108	18	wen	wen	PROPN
dad-10691	108	19	et	et	PROPN
dad-10691	108	20	al	al	PROPN
dad-10691	108	21	.	.	PROPN
dad-10691	108	22	,	,	PUNCT
dad-10691	108	23	2015a	2015a	NUM
dad-10691	108	24	)	)	PUNCT
dad-10691	108	25	and	and	CCONJ
dad-10691	108	26	the	the	DET
dad-10691	108	27	attention	attention	NOUN
dad-10691	108	28	-	-	PUNCT
dad-10691	108	29	based	base	VERB
dad-10691	108	30	rnn	rnn	NOUN
dad-10691	108	31	encoder	encoder	NOUN
dad-10691	108	32	-	-	PUNCT
dad-10691	108	33	decoder	decoder	NOUN
dad-10691	108	34	(	(	PUNCT
dad-10691	108	35	wen	wen	NOUN
dad-10691	108	36	et	et	PROPN
dad-10691	108	37	al	al	PROPN
dad-10691	108	38	.	.	PROPN
dad-10691	108	39	,	,	PUNCT
dad-10691	108	40	2015b	2015b	NUM
dad-10691	108	41	)	)	PUNCT
dad-10691	108	42	.	.	PUNCT
dad-10691	109	1	each	each	PRON
dad-10691	109	2	of	of	ADP
dad-10691	109	3	these	these	DET
dad-10691	109	4	models	model	NOUN
dad-10691	109	5	proposes	propose	VERB
dad-10691	109	6	a	a	DET
dad-10691	109	7	way	way	NOUN
dad-10691	109	8	to	to	PART
dad-10691	109	9	process	process	VERB
dad-10691	109	10	the	the	DET
dad-10691	109	11	semantic	semantic	ADJ
dad-10691	109	12	information	information	NOUN
dad-10691	109	13	represented	represent	VERB
dad-10691	109	14	as	as	ADP
dad-10691	109	15	a	a	DET
dad-10691	109	16	da	da	NOUN
dad-10691	109	17	to	to	PART
dad-10691	109	18	produce	produce	VERB
dad-10691	109	19	an	an	DET
dad-10691	109	20	utterance	utterance	NOUN
dad-10691	109	21	.	.	PUNCT
dad-10691	110	1	without	without	ADP
dad-10691	110	2	delving	delve	VERB
dad-10691	110	3	into	into	ADP
dad-10691	110	4	details	detail	NOUN
dad-10691	110	5	(	(	PUNCT
dad-10691	110	6	for	for	ADP
dad-10691	110	7	which	which	PRON
dad-10691	110	8	we	we	PRON
dad-10691	110	9	strongly	strongly	ADV
dad-10691	110	10	advise	advise	VERB
dad-10691	110	11	to	to	PART
dad-10691	110	12	refer	refer	VERB
dad-10691	110	13	to	to	ADP
dad-10691	110	14	the	the	DET
dad-10691	110	15	original	original	ADJ
dad-10691	110	16	papers	paper	NOUN
dad-10691	110	17	)	)	PUNCT
dad-10691	110	18	,	,	PUNCT
dad-10691	110	19	we	we	PRON
dad-10691	110	20	briefly	briefly	ADV
dad-10691	110	21	recall	recall	VERB
dad-10691	110	22	the	the	DET
dad-10691	110	23	structure	structure	NOUN
dad-10691	110	24	of	of	ADP
dad-10691	110	25	the	the	DET
dad-10691	110	26	two	two	NUM
dad-10691	110	27	models	model	NOUN
dad-10691	110	28	in	in	ADP
dad-10691	110	29	figure	figure	NOUN
dad-10691	110	30	2	2	NUM
dad-10691	110	31	and	and	CCONJ
dad-10691	110	32	try	try	VERB
dad-10691	110	33	to	to	PART
dad-10691	110	34	summarise	summarise	VERB
dad-10691	110	35	their	their	PRON
dad-10691	110	36	main	main	ADJ
dad-10691	110	37	differences	difference	NOUN
dad-10691	110	38	w.r.t	w.r.t	VERB
dad-10691	110	39	.	.	PUNCT
dad-10691	111	1	the	the	DET
dad-10691	111	2	processing	processing	NOUN
dad-10691	111	3	of	of	ADP
dad-10691	111	4	their	their	PRON
dad-10691	111	5	input	input	NOUN
dad-10691	111	6	data	datum	NOUN
dad-10691	111	7	,	,	PUNCT
dad-10691	111	8	the	the	DET
dad-10691	111	9	dialogue	dialogue	NOUN
dad-10691	111	10	acts	act	VERB
dad-10691	111	11	.	.	PUNCT
dad-10691	112	1	the	the	DET
dad-10691	112	2	sclstm	sclstm	NOUN
dad-10691	112	3	reading	reading	NOUN
dad-10691	112	4	-	-	PUNCT
dad-10691	112	5	gate	gate	NOUN
dad-10691	112	6	handles	handle	VERB
dad-10691	112	7	the	the	DET
dad-10691	112	8	da	da	NOUN
dad-10691	112	9	by	by	ADP
dad-10691	112	10	choosing	choose	VERB
dad-10691	112	11	what	what	PRON
dad-10691	112	12	information	information	NOUN
dad-10691	112	13	to	to	PART
dad-10691	112	14	retain	retain	VERB
dad-10691	112	15	or	or	CCONJ
dad-10691	112	16	discard	discard	VERB
dad-10691	112	17	at	at	ADP
dad-10691	112	18	each	each	DET
dad-10691	112	19	step	step	NOUN
dad-10691	112	20	as	as	SCONJ
dad-10691	112	21	illustrated	illustrate	VERB
dad-10691	112	22	in	in	ADP
dad-10691	112	23	figure	figure	NOUN
dad-10691	112	24	2	2	NUM
dad-10691	112	25	(	(	PUNCT
dad-10691	112	26	a	a	NOUN
dad-10691	112	27	)	)	PUNCT
dad-10691	112	28	.	.	PUNCT
dad-10691	113	1	for	for	ADP
dad-10691	113	2	this	this	DET
dad-10691	113	3	purpose	purpose	NOUN
dad-10691	113	4	,	,	PUNCT
dad-10691	113	5	at	at	ADP
dad-10691	113	6	each	each	DET
dad-10691	113	7	step	step	NOUN
dad-10691	113	8	the	the	DET
dad-10691	113	9	reading	reading	NOUN
dad-10691	113	10	-	-	PUNCT
dad-10691	113	11	gate	gate	NOUN
dad-10691	113	12	takes	take	VERB
dad-10691	113	13	as	as	ADP
dad-10691	113	14	input	input	NOUN
dad-10691	113	15	the	the	DET
dad-10691	113	16	last	last	ADJ
dad-10691	113	17	turn	turn	NOUN
dad-10691	113	18	’s	’s	PART
dad-10691	113	19	remaining	remain	VERB
dad-10691	113	20	unprocessed	unprocesse	VERB
dad-10691	113	21	information	information	NOUN
dad-10691	113	22	dt−1	dt−1	NOUN
dad-10691	113	23	and	and	CCONJ
dad-10691	113	24	outputs	output	NOUN
dad-10691	113	25	dt	dt	PROPN
dad-10691	113	26	,	,	PUNCT
dad-10691	113	27	conditioned	condition	VERB
dad-10691	113	28	on	on	ADP
dad-10691	113	29	the	the	DET
dad-10691	113	30	previous	previous	ADJ
dad-10691	113	31	word	word	NOUN
dad-10691	113	32	wt−1	wt−1	PROPN
dad-10691	113	33	and	and	CCONJ
dad-10691	113	34	the	the	DET
dad-10691	113	35	lstm	lstm	PROPN
dad-10691	113	36	state	state	PROPN
dad-10691	113	37	ht−1	ht−1	PROPN
dad-10691	113	38	.	.	PUNCT
dad-10691	114	1	conversely	conversely	ADV
dad-10691	114	2	,	,	PUNCT
dad-10691	114	3	the	the	DET
dad-10691	114	4	attention	attention	NOUN
dad-10691	114	5	mechanism	mechanism	NOUN
dad-10691	114	6	takes	take	VERB
dad-10691	114	7	as	as	ADP
dad-10691	114	8	input	input	NOUN
dad-10691	114	9	the	the	DET
dad-10691	114	10	initial	initial	ADJ
dad-10691	114	11	da	da	NOUN
dad-10691	114	12	d0	d0	NOUN
dad-10691	114	13	at	at	ADP
dad-10691	114	14	each	each	DET
dad-10691	114	15	step	step	NOUN
dad-10691	114	16	,	,	PUNCT
dad-10691	114	17	and	and	CCONJ
dad-10691	114	18	outputs	output	VERB
dad-10691	114	19	the	the	DET
dad-10691	114	20	information	information	NOUN
dad-10691	114	21	to	to	PART
dad-10691	114	22	process	process	VERB
dad-10691	114	23	at	at	ADP
dad-10691	114	24	,	,	PUNCT
dad-10691	114	25	conditioned	condition	VERB
dad-10691	114	26	on	on	ADP
dad-10691	114	27	the	the	DET
dad-10691	114	28	initial	initial	ADJ
dad-10691	114	29	da	da	ADJ
dad-10691	114	30	d0	d0	NOUN
dad-10691	114	31	and	and	CCONJ
dad-10691	114	32	the	the	DET
dad-10691	114	33	previous	previous	ADJ
dad-10691	114	34	lstm	lstm	PROPN
dad-10691	114	35	state	state	PROPN
dad-10691	114	36	ht−1	ht−1	PROPN
dad-10691	114	37	.	.	PUNCT
dad-10691	115	1	however	however	ADV
dad-10691	115	2	,	,	PUNCT
dad-10691	115	3	it	it	PRON
dad-10691	115	4	loses	lose	VERB
dad-10691	115	5	the	the	DET
dad-10691	115	6	progression	progression	NOUN
dad-10691	115	7	of	of	ADP
dad-10691	115	8	unprocessed	unprocessed	ADJ
dad-10691	115	9	information	information	NOUN
dad-10691	115	10	(	(	PUNCT
dad-10691	115	11	figure	figure	NOUN
dad-10691	115	12	2	2	NUM
dad-10691	115	13	(	(	PUNCT
dad-10691	115	14	b	b	NOUN
dad-10691	115	15	)	)	PUNCT
dad-10691	115	16	)	)	PUNCT
dad-10691	115	17	.	.	PUNCT
dad-10691	116	1	subsequent	subsequent	ADJ
dad-10691	116	2	to	to	ADP
dad-10691	116	3	this	this	PRON
dad-10691	116	4	,	,	PUNCT
dad-10691	116	5	for	for	ADP
dad-10691	116	6	both	both	DET
dad-10691	116	7	models	model	NOUN
dad-10691	116	8	,	,	PUNCT
dad-10691	116	9	an	an	DET
dad-10691	116	10	lstm	lstm	NOUN
dad-10691	116	11	decoder	decoder	NOUN
dad-10691	116	12	generates	generate	VERB
dad-10691	116	13	the	the	DET
dad-10691	116	14	next	next	ADJ
dad-10691	116	15	lstm	lstm	PROPN
dad-10691	116	16	state	state	NOUN
dad-10691	116	17	ht	ht	PROPN
dad-10691	116	18	from	from	ADP
dad-10691	116	19	which	which	PRON
dad-10691	116	20	the	the	DET
dad-10691	116	21	next	next	ADJ
dad-10691	116	22	word	word	NOUN
dad-10691	116	23	wt	wt	NOUN
dad-10691	116	24	is	be	AUX
dad-10691	116	25	picked	pick	VERB
dad-10691	116	26	up	up	ADP
dad-10691	116	27	(	(	PUNCT
dad-10691	116	28	using	use	VERB
dad-10691	116	29	equation	equation	NOUN
dad-10691	116	30	7	7	NUM
dad-10691	116	31	)	)	PUNCT
dad-10691	116	32	,	,	PUNCT
dad-10691	116	33	conditioned	condition	VERB
dad-10691	116	34	on	on	ADP
dad-10691	116	35	the	the	DET
dad-10691	116	36	previous	previous	ADJ
dad-10691	116	37	word	word	NOUN
dad-10691	116	38	wt−1	wt−1	PROPN
dad-10691	116	39	and	and	CCONJ
dad-10691	116	40	the	the	DET
dad-10691	116	41	lstm	lstm	PROPN
dad-10691	116	42	state	state	PROPN
dad-10691	116	43	ht−1	ht−1	PROPN
dad-10691	116	44	.	.	PUNCT
dad-10691	117	1	each	each	DET
dad-10691	117	2	model	model	NOUN
dad-10691	117	3	offers	offer	VERB
dad-10691	117	4	some	some	DET
dad-10691	117	5	advantages	advantage	NOUN
dad-10691	117	6	and	and	CCONJ
dad-10691	117	7	inconveniences	inconvenience	NOUN
dad-10691	117	8	.	.	PUNCT
dad-10691	118	1	a	a	DET
dad-10691	118	2	plus	plus	NOUN
dad-10691	118	3	is	be	AUX
dad-10691	118	4	that	that	SCONJ
dad-10691	118	5	the	the	DET
dad-10691	118	6	sclstm	sclstm	NOUN
dad-10691	118	7	is	be	AUX
dad-10691	118	8	less	less	ADV
dad-10691	118	9	inclined	inclined	ADJ
dad-10691	118	10	to	to	PART
dad-10691	118	11	forget	forget	VERB
dad-10691	118	12	slots	slot	NOUN
dad-10691	118	13	as	as	SCONJ
dad-10691	118	14	the	the	DET
dad-10691	118	15	reading	reading	NOUN
dad-10691	118	16	gate	gate	NOUN
dad-10691	118	17	informs	inform	VERB
dad-10691	118	18	on	on	ADP
dad-10691	118	19	the	the	DET
dad-10691	118	20	remaining	remain	VERB
dad-10691	118	21	unprocessed	unprocesse	VERB
dad-10691	118	22	information	information	NOUN
dad-10691	118	23	.	.	PUNCT
dad-10691	119	1	a	a	DET
dad-10691	119	2	disadvantage	disadvantage	NOUN
dad-10691	119	3	is	be	AUX
dad-10691	119	4	that	that	SCONJ
dad-10691	119	5	it	it	PRON
dad-10691	119	6	tends	tend	VERB
dad-10691	119	7	to	to	PART
dad-10691	119	8	deliver	deliver	VERB
dad-10691	119	9	incoherent	incoherent	ADJ
dad-10691	119	10	and	and	CCONJ
dad-10691	119	11	ungrammatical	ungrammatical	ADJ
dad-10691	119	12	sentences	sentence	NOUN
dad-10691	119	13	in	in	ADP
dad-10691	119	14	order	order	NOUN
dad-10691	119	15	to	to	PART
dad-10691	119	16	deliver	deliver	VERB
dad-10691	119	17	all	all	DET
dad-10691	119	18	the	the	DET
dad-10691	119	19	slots	slot	NOUN
dad-10691	119	20	at	at	ADP
dad-10691	119	21	all	all	DET
dad-10691	119	22	costs	cost	NOUN
dad-10691	119	23	.	.	PUNCT
dad-10691	120	1	for	for	ADP
dad-10691	120	2	example	example	NOUN
dad-10691	120	3	,	,	PUNCT
dad-10691	120	4	for	for	ADP
dad-10691	120	5	the	the	DET
dad-10691	120	6	following	follow	VERB
dad-10691	120	7	input	input	NOUN
dad-10691	120	8	da	da	PROPN
dad-10691	120	9	:	:	PUNCT
dad-10691	120	10	inform(name	inform(name	PROPN
dad-10691	120	11	=	=	SYM
dad-10691	120	12	restaurant	restaurant	NOUN
dad-10691	120	13	ducroix	ducroix	NOUN
dad-10691	120	14	,	,	PUNCT
dad-10691	120	15	kids_allowed	kids_allowe	VERB
dad-10691	120	16	=	=	ADJ
dad-10691	120	17	no	no	NOUN
dad-10691	120	18	,	,	PUNCT
dad-10691	120	19	phone=4153917195	phone=4153917195	ADJ
dad-10691	120	20	,	,	PUNCT
dad-10691	120	21	postcode=94111	postcode=94111	PROPN
dad-10691	120	22	,	,	PUNCT
dad-10691	120	23	address=690	address=690	PROPN
dad-10691	120	24	sacramento	sacramento	PROPN
dad-10691	120	25	street	street	PROPN
dad-10691	120	26	)	)	PUNCT
dad-10691	120	27	an	an	DET
dad-10691	120	28	sclstm	sclstm	NOUN
dad-10691	120	29	generates	generate	VERB
dad-10691	120	30	:	:	PUNCT
dad-10691	120	31	the	the	DET
dad-10691	120	32	address	address	NOUN
dad-10691	120	33	of	of	ADP
dad-10691	120	34	restaurant	restaurant	NOUN
dad-10691	120	35	ducroix	ducroix	NOUN
dad-10691	120	36	is	be	AUX
dad-10691	120	37	690	690	NUM
dad-10691	120	38	sacramento	sacramento	PROPN
dad-10691	120	39	street	street	NOUN
dad-10691	120	40	child	child	NOUN
dad-10691	120	41	and	and	CCONJ
dad-10691	120	42	allowed	allow	VERB
dad-10691	120	43	and	and	CCONJ
dad-10691	120	44	is	be	AUX
dad-10691	120	45	4153917195	4153917195	NUM
dad-10691	120	46	and	and	CCONJ
dad-10691	120	47	the	the	DET
dad-10691	120	48	postcode	postcode	NOUN
dad-10691	120	49	is	be	AUX
dad-10691	120	50	94111	94111	NUM
dad-10691	120	51	.	.	PUNCT
dad-10691	121	1	where	where	SCONJ
dad-10691	121	2	concepts	concept	NOUN
dad-10691	121	3	kids_allowed	kids_allowe	VERB
dad-10691	121	4	and	and	CCONJ
dad-10691	121	5	phone	phone	NOUN
dad-10691	121	6	are	be	AUX
dad-10691	121	7	present	present	ADJ
dad-10691	121	8	but	but	CCONJ
dad-10691	121	9	wrongly	wrongly	ADV
dad-10691	121	10	formulated	formulate	VERB
dad-10691	121	11	.	.	PUNCT
dad-10691	122	1	for	for	ADP
dad-10691	122	2	its	its	PRON
dad-10691	122	3	part	part	NOUN
dad-10691	122	4	,	,	PUNCT
dad-10691	122	5	the	the	DET
dad-10691	122	6	encoder	encoder	NOUN
dad-10691	122	7	-	-	PUNCT
dad-10691	122	8	decoder	decoder	NOUN
dad-10691	122	9	uses	use	VERB
dad-10691	122	10	the	the	DET
dad-10691	122	11	attention	attention	NOUN
dad-10691	122	12	mechanism	mechanism	NOUN
dad-10691	122	13	to	to	PART
dad-10691	122	14	select	select	VERB
dad-10691	122	15	the	the	DET
dad-10691	122	16	part	part	NOUN
dad-10691	122	17	of	of	ADP
dad-10691	122	18	the	the	DET
dad-10691	122	19	da	da	NOUN
dad-10691	122	20	that	that	PRON
dad-10691	122	21	should	should	AUX
dad-10691	122	22	be	be	AUX
dad-10691	122	23	considered	consider	VERB
dad-10691	122	24	by	by	ADP
dad-10691	122	25	the	the	DET
dad-10691	122	26	lstm	lstm	PROPN
dad-10691	122	27	decoder	decoder	NOUN
dad-10691	122	28	at	at	ADP
dad-10691	122	29	each	each	DET
dad-10691	122	30	step	step	NOUN
dad-10691	122	31	.	.	PUNCT
dad-10691	123	1	thus	thus	ADV
dad-10691	123	2	the	the	DET
dad-10691	123	3	system	system	NOUN
dad-10691	123	4	can	can	AUX
dad-10691	123	5	better	well	ADV
dad-10691	123	6	process	process	VERB
dad-10691	123	7	each	each	DET
dad-10691	123	8	slot	slot	NOUN
dad-10691	123	9	locally	locally	ADV
dad-10691	123	10	.	.	PUNCT
dad-10691	124	1	but	but	CCONJ
dad-10691	124	2	it	it	PRON
dad-10691	124	3	has	have	VERB
dad-10691	124	4	no	no	DET
dad-10691	124	5	dedicated	dedicated	ADJ
dad-10691	124	6	mechanism	mechanism	NOUN
dad-10691	124	7	to	to	PART
dad-10691	124	8	ensure	ensure	VERB
dad-10691	124	9	that	that	SCONJ
dad-10691	124	10	all	all	DET
dad-10691	124	11	slots	slot	NOUN
dad-10691	124	12	have	have	AUX
dad-10691	124	13	been	be	AUX
dad-10691	124	14	processed	process	VERB
dad-10691	124	15	at	at	ADP
dad-10691	124	16	the	the	DET
dad-10691	124	17	end	end	NOUN
dad-10691	124	18	of	of	ADP
dad-10691	124	19	sentence	sentence	NOUN
dad-10691	124	20	.	.	PUNCT
dad-10691	125	1	for	for	ADP
dad-10691	125	2	example	example	NOUN
dad-10691	125	3	,	,	PUNCT
dad-10691	125	4	for	for	ADP
dad-10691	125	5	the	the	DET
dad-10691	125	6	following	following	ADJ
dad-10691	125	7	da	da	NOUN
dad-10691	125	8	:	:	PUNCT
dad-10691	125	9	inform(name	inform(name	PROPN
dad-10691	125	10	=	=	SYM
dad-10691	125	11	thep	thep	PROPN
dad-10691	125	12	phanom	phanom	PROPN
dad-10691	125	13	thai	thai	PROPN
dad-10691	125	14	,	,	PUNCT
dad-10691	125	15	address=400	address=400	PROPN
dad-10691	125	16	waller	waller	PROPN
dad-10691	125	17	street	street	PROPN
dad-10691	125	18	,	,	PUNCT
dad-10691	125	19	postcode=94117	postcode=94117	PROPN
dad-10691	125	20	,	,	PUNCT
dad-10691	125	21	phone=415431256	phone=415431256	PROPN
dad-10691	125	22	)	)	PUNCT
dad-10691	125	23	an	an	DET
dad-10691	125	24	attention	attention	NOUN
dad-10691	125	25	-	-	PUNCT
dad-10691	125	26	based	base	VERB
dad-10691	125	27	rnn	rnn	NOUN
dad-10691	125	28	encoder	encoder	NOUN
dad-10691	125	29	-	-	PUNCT
dad-10691	125	30	decoder	decoder	NOUN
dad-10691	125	31	proposes	propose	VERB
dad-10691	125	32	:	:	PUNCT
dad-10691	125	33	the	the	DET
dad-10691	125	34	address	address	NOUN
dad-10691	125	35	for	for	ADP
dad-10691	125	36	thep	thep	PROPN
dad-10691	125	37	phanom	phanom	PROPN
dad-10691	125	38	thai	thai	PROPN
dad-10691	125	39	restaurant	restaurant	NOUN
dad-10691	125	40	is	be	AUX
dad-10691	125	41	400	400	NUM
dad-10691	125	42	waller	waller	PROPN
dad-10691	125	43	street	street	PROPN
dad-10691	125	44	and	and	CCONJ
dad-10691	125	45	the	the	DET
dad-10691	125	46	postcode	postcode	NOUN
dad-10691	125	47	is	be	AUX
dad-10691	125	48	94117	94117	NUM
dad-10691	125	49	.	.	PUNCT
dad-10691	126	1	6	6	NUM
dad-10691	126	2	reinforcement	reinforcement	NOUN
dad-10691	126	3	adaptation	adaptation	NOUN
dad-10691	126	4	of	of	ADP
dad-10691	126	5	an	an	DET
dad-10691	126	6	attention	attention	NOUN
dad-10691	126	7	-	-	PUNCT
dad-10691	126	8	based	base	VERB
dad-10691	126	9	neural	neural	ADJ
dad-10691	126	10	natural	natural	ADJ
dad-10691	126	11	language	language	NOUN
dad-10691	126	12	generator	generator	NOUN
dad-10691	126	13	lstm	lstm	NOUN
dad-10691	126	14	decoder	decoder	NOUN
dad-10691	126	15	ht	ht	PROPN
dad-10691	126	16	wt−1	wt−1	PROPN
dad-10691	126	17	ht−1	ht−1	PROPN
dad-10691	126	18	rdt−1	rdt−1	PROPN
dad-10691	127	1	dt	dt	NOUN
dad-10691	127	2	dt	dt	INTJ
dad-10691	127	3	wt−1	wt−1	PROPN
dad-10691	127	4	ht−1	ht−1	PROPN
dad-10691	127	5	(	(	PUNCT
dad-10691	127	6	a	a	NOUN
dad-10691	127	7	)	)	PUNCT
dad-10691	127	8	lstm	lstm	NOUN
dad-10691	127	9	decoder	decoder	NOUN
dad-10691	127	10	ht	ht	PROPN
dad-10691	127	11	wt−1	wt−1	PROPN
dad-10691	127	12	ht−1	ht−1	PROPN
dad-10691	127	13	a	a	DET
dad-10691	127	14	d0	d0	NOUN
dad-10691	127	15	at	at	ADP
dad-10691	127	16	d0	d0	PROPN
dad-10691	127	17	ht−1	ht−1	PROPN
dad-10691	127	18	(	(	PUNCT
dad-10691	127	19	b	b	NOUN
dad-10691	127	20	)	)	PUNCT
dad-10691	127	21	figure	figure	NOUN
dad-10691	127	22	2	2	NUM
dad-10691	127	23	:	:	PUNCT
dad-10691	127	24	semantically	semantically	ADV
dad-10691	127	25	conditioned	condition	VERB
dad-10691	127	26	lstm	lstm	NOUN
dad-10691	127	27	(	(	PUNCT
dad-10691	127	28	a	a	NOUN
dad-10691	127	29	)	)	PUNCT
dad-10691	127	30	and	and	CCONJ
dad-10691	127	31	attention	attention	NOUN
dad-10691	127	32	-	-	PUNCT
dad-10691	127	33	based	base	VERB
dad-10691	127	34	rnn	rnn	NOUN
dad-10691	127	35	encoder	encoder	NOUN
dad-10691	127	36	-	-	PUNCT
dad-10691	127	37	decoder	decoder	NOUN
dad-10691	127	38	(	(	PUNCT
dad-10691	127	39	b	b	NOUN
dad-10691	127	40	)	)	PUNCT
dad-10691	127	41	.	.	PUNCT
dad-10691	128	1	which	which	PRON
dad-10691	128	2	is	be	AUX
dad-10691	128	3	grammatically	grammatically	ADV
dad-10691	128	4	correct	correct	ADJ
dad-10691	128	5	but	but	CCONJ
dad-10691	128	6	in	in	ADP
dad-10691	128	7	which	which	PRON
dad-10691	128	8	the	the	DET
dad-10691	128	9	phone	phone	NOUN
dad-10691	128	10	number	number	NOUN
dad-10691	128	11	is	be	AUX
dad-10691	128	12	missing	miss	VERB
dad-10691	128	13	.	.	PUNCT
dad-10691	129	1	our	our	PRON
dad-10691	129	2	objective	objective	NOUN
dad-10691	129	3	is	be	AUX
dad-10691	129	4	to	to	PART
dad-10691	129	5	combine	combine	VERB
dad-10691	129	6	the	the	DET
dad-10691	129	7	advantages	advantage	NOUN
dad-10691	129	8	of	of	ADP
dad-10691	129	9	both	both	DET
dad-10691	129	10	models	model	NOUN
dad-10691	129	11	,	,	PUNCT
dad-10691	129	12	using	use	VERB
dad-10691	129	13	a	a	DET
dad-10691	129	14	reading	reading	NOUN
dad-10691	129	15	gate	gate	NOUN
dad-10691	129	16	and	and	CCONJ
dad-10691	129	17	an	an	DET
dad-10691	129	18	attention	attention	NOUN
dad-10691	129	19	mechanism	mechanism	NOUN
dad-10691	129	20	to	to	PART
dad-10691	129	21	sequentially	sequentially	ADV
dad-10691	129	22	process	process	VERB
dad-10691	129	23	the	the	DET
dad-10691	129	24	da	da	NOUN
dad-10691	129	25	.	.	PUNCT
dad-10691	130	1	thus	thus	ADV
dad-10691	130	2	,	,	PUNCT
dad-10691	130	3	the	the	DET
dad-10691	130	4	system	system	NOUN
dad-10691	130	5	is	be	AUX
dad-10691	130	6	less	less	ADV
dad-10691	130	7	inclined	inclined	ADJ
dad-10691	130	8	to	to	PART
dad-10691	130	9	forget	forget	VERB
dad-10691	130	10	or	or	CCONJ
dad-10691	130	11	misprocess	misprocess	VERB
dad-10691	130	12	some	some	DET
dad-10691	130	13	slots	slot	NOUN
dad-10691	130	14	,	,	PUNCT
dad-10691	130	15	and	and	CCONJ
dad-10691	130	16	as	as	SCONJ
dad-10691	130	17	a	a	DET
dad-10691	130	18	consequence	consequence	NOUN
dad-10691	130	19	should	should	AUX
dad-10691	130	20	improve	improve	VERB
dad-10691	130	21	its	its	PRON
dad-10691	130	22	bleu	bleu	NOUN
dad-10691	130	23	score	score	NOUN
dad-10691	130	24	and	and	CCONJ
dad-10691	130	25	slot	slot	NOUN
dad-10691	130	26	error	error	NOUN
dad-10691	130	27	rate	rate	NOUN
dad-10691	130	28	.	.	PUNCT
dad-10691	131	1	therefore	therefore	ADV
dad-10691	131	2	,	,	PUNCT
dad-10691	131	3	in	in	ADP
dad-10691	131	4	practice	practice	NOUN
dad-10691	131	5	,	,	PUNCT
dad-10691	131	6	the	the	DET
dad-10691	131	7	major	major	ADJ
dad-10691	131	8	novelty	novelty	NOUN
dad-10691	131	9	of	of	ADP
dad-10691	131	10	our	our	PRON
dad-10691	131	11	model	model	NOUN
dad-10691	131	12	lies	lie	VERB
dad-10691	131	13	in	in	ADP
dad-10691	131	14	the	the	DET
dad-10691	131	15	computation	computation	NOUN
dad-10691	131	16	of	of	ADP
dad-10691	131	17	at	at	ADP
dad-10691	131	18	in	in	ADP
dad-10691	131	19	the	the	DET
dad-10691	131	20	attention	attention	NOUN
dad-10691	131	21	mechanism	mechanism	NOUN
dad-10691	131	22	(	(	PUNCT
dad-10691	131	23	see	see	VERB
dad-10691	131	24	equation	equation	NOUN
dad-10691	131	25	14	14	NUM
dad-10691	131	26	)	)	PUNCT
dad-10691	131	27	,	,	PUNCT
dad-10691	131	28	which	which	PRON
dad-10691	131	29	takes	take	VERB
dad-10691	131	30	as	as	ADP
dad-10691	131	31	input	input	NOUN
dad-10691	131	32	the	the	DET
dad-10691	131	33	current	current	ADJ
dad-10691	131	34	da	da	ADJ
dad-10691	131	35	dt	dt	X
dad-10691	131	36	(	(	PUNCT
dad-10691	131	37	decomposed	decompose	VERB
dad-10691	131	38	in	in	ADP
dad-10691	131	39	actt	actt	NOUN
dad-10691	131	40	and	and	CCONJ
dad-10691	131	41	zt	zt	PROPN
dad-10691	131	42	,	,	PUNCT
dad-10691	131	43	i	i	PROPN
dad-10691	131	44	)	)	PUNCT
dad-10691	131	45	instead	instead	ADV
dad-10691	131	46	of	of	ADP
dad-10691	131	47	the	the	DET
dad-10691	131	48	initial	initial	ADJ
dad-10691	131	49	da	da	NOUN
dad-10691	131	50	d0	d0	NOUN
dad-10691	131	51	.	.	PUNCT
dad-10691	132	1	this	this	DET
dad-10691	132	2	current	current	ADJ
dad-10691	132	3	da	da	NOUN
dad-10691	132	4	is	be	AUX
dad-10691	132	5	obtained	obtain	VERB
dad-10691	132	6	from	from	ADP
dad-10691	132	7	the	the	DET
dad-10691	132	8	output	output	NOUN
dad-10691	132	9	of	of	ADP
dad-10691	132	10	a	a	DET
dad-10691	132	11	reading	reading	NOUN
dad-10691	132	12	-	-	PUNCT
dad-10691	132	13	gate	gate	NOUN
dad-10691	132	14	rt	rt	PROPN
dad-10691	132	15	(	(	PUNCT
dad-10691	132	16	see	see	VERB
dad-10691	132	17	equations	equation	NOUN
dad-10691	132	18	12	12	NUM
dad-10691	132	19	and	and	CCONJ
dad-10691	132	20	13	13	NUM
dad-10691	132	21	)	)	PUNCT
dad-10691	132	22	.	.	PUNCT
dad-10691	133	1	besides	besides	SCONJ
dad-10691	133	2	,	,	PUNCT
dad-10691	133	3	the	the	DET
dad-10691	133	4	previous	previous	ADJ
dad-10691	133	5	attention	attention	NOUN
dad-10691	133	6	’s	’s	PART
dad-10691	133	7	output	output	NOUN
dad-10691	133	8	at−1	at−1	PROPN
dad-10691	133	9	is	be	AUX
dad-10691	133	10	added	add	VERB
dad-10691	133	11	as	as	ADP
dad-10691	133	12	a	a	DET
dad-10691	133	13	parameter	parameter	NOUN
dad-10691	133	14	in	in	ADP
dad-10691	133	15	both	both	CCONJ
dad-10691	133	16	the	the	DET
dad-10691	133	17	reading	reading	NOUN
dad-10691	133	18	-	-	PUNCT
dad-10691	133	19	gate	gate	NOUN
dad-10691	133	20	rt	rt	PROPN
dad-10691	133	21	and	and	CCONJ
dad-10691	133	22	the	the	DET
dad-10691	133	23	attention	attention	NOUN
dad-10691	133	24	’s	’s	PART
dad-10691	133	25	weights	weight	NOUN
dad-10691	133	26	ωt	ωt	PROPN
dad-10691	133	27	,	,	PUNCT
dad-10691	133	28	i	i	PRON
dad-10691	133	29	(	(	PUNCT
dad-10691	133	30	see	see	VERB
dad-10691	133	31	equations	equation	NOUN
dad-10691	133	32	15	15	NUM
dad-10691	133	33	and	and	CCONJ
dad-10691	133	34	16	16	NUM
dad-10691	133	35	)	)	PUNCT
dad-10691	133	36	.	.	PUNCT
dad-10691	134	1	3.3	3.3	NUM
dad-10691	134	2	training	training	NOUN
dad-10691	134	3	and	and	CCONJ
dad-10691	134	4	decoding	decode	VERB
dad-10691	134	5	the	the	DET
dad-10691	134	6	objective	objective	ADJ
dad-10691	134	7	function	function	NOUN
dad-10691	134	8	used	use	VERB
dad-10691	134	9	to	to	PART
dad-10691	134	10	train	train	VERB
dad-10691	134	11	the	the	DET
dad-10691	134	12	weights	weight	NOUN
dad-10691	134	13	of	of	ADP
dad-10691	134	14	the	the	DET
dad-10691	134	15	network	network	NOUN
dad-10691	134	16	computes	compute	VERB
dad-10691	134	17	the	the	DET
dad-10691	134	18	cross	cross	NOUN
dad-10691	134	19	-	-	NOUN
dad-10691	134	20	entropy	entropy	NOUN
dad-10691	134	21	between	between	ADP
dad-10691	134	22	the	the	DET
dad-10691	134	23	predicted	predict	VERB
dad-10691	134	24	token	token	VERB
dad-10691	134	25	distribution	distribution	NOUN
dad-10691	134	26	pt	pt	NOUN
dad-10691	134	27	and	and	CCONJ
dad-10691	134	28	the	the	DET
dad-10691	134	29	actual	actual	ADJ
dad-10691	134	30	token	token	ADJ
dad-10691	134	31	distribution	distribution	NOUN
dad-10691	134	32	yt	yt	NOUN
dad-10691	134	33	:	:	PUNCT
dad-10691	134	34	f	f	PROPN
dad-10691	134	35	(	(	PUNCT
dad-10691	134	36	θ	θ	NOUN
dad-10691	134	37	)	)	PUNCT
dad-10691	134	38	=	=	SYM
dad-10691	134	39	∑	∑	PROPN
dad-10691	134	40	t	t	PROPN
dad-10691	134	41	(	(	PUNCT
dad-10691	134	42	pt	pt	PROPN
dad-10691	134	43	t	t	PROPN
dad-10691	134	44	log	log	NOUN
dad-10691	134	45	(	(	PUNCT
dad-10691	134	46	yt	yt	NOUN
dad-10691	134	47	)	)	PUNCT
dad-10691	134	48	)	)	PUNCT
dad-10691	135	1	+	+	PUNCT
dad-10691	135	2	‖dt	‖dt	NUM
dad-10691	135	3	‖+	‖+	NUM
dad-10691	135	4	t−1∑	t−1∑	NUM
dad-10691	135	5	t=0	t=0	PROPN
dad-10691	135	6	(	(	PUNCT
dad-10691	135	7	η	η	NOUN
dad-10691	135	8	∗	∗	NOUN
dad-10691	135	9	ξ‖dt+1−dt‖	ξ‖dt+1−dt‖	VERB
dad-10691	135	10	)	)	PUNCT
dad-10691	135	11	.	.	PUNCT
dad-10691	136	1	(	(	PUNCT
dad-10691	136	2	17	17	NUM
dad-10691	136	3	)	)	PUNCT
dad-10691	136	4	following	follow	VERB
dad-10691	136	5	wen	wen	PROPN
dad-10691	136	6	et	et	PROPN
dad-10691	136	7	al	al	PROPN
dad-10691	136	8	.	.	PROPN
dad-10691	136	9	(	(	PUNCT
dad-10691	136	10	2015c	2015c	NUM
dad-10691	136	11	)	)	PUNCT
dad-10691	136	12	,	,	PUNCT
dad-10691	136	13	an	an	DET
dad-10691	136	14	l2	l2	NOUN
dad-10691	136	15	regularisation	regularisation	NOUN
dad-10691	136	16	term	term	NOUN
dad-10691	136	17	is	be	AUX
dad-10691	136	18	introduced	introduce	VERB
dad-10691	136	19	as	as	ADV
dad-10691	136	20	well	well	ADV
dad-10691	136	21	as	as	ADP
dad-10691	136	22	a	a	DET
dad-10691	136	23	second	second	ADJ
dad-10691	136	24	regularisation	regularisation	NOUN
dad-10691	136	25	term2	term2	PROPN
dad-10691	136	26	required	require	VERB
dad-10691	136	27	to	to	PART
dad-10691	136	28	control	control	VERB
dad-10691	136	29	the	the	DET
dad-10691	136	30	reading	reading	NOUN
dad-10691	136	31	gate	gate	NOUN
dad-10691	136	32	dynamics	dynamic	NOUN
dad-10691	136	33	.	.	PUNCT
dad-10691	137	1	we	we	PRON
dad-10691	137	2	optimise	optimise	VERB
dad-10691	137	3	the	the	DET
dad-10691	137	4	parameters	parameter	NOUN
dad-10691	137	5	with	with	ADP
dad-10691	137	6	stochastic	stochastic	ADJ
dad-10691	137	7	gradient	gradient	ADJ
dad-10691	137	8	descent	descent	NOUN
dad-10691	137	9	and	and	CCONJ
dad-10691	137	10	back	back	ADJ
dad-10691	137	11	propagation	propagation	NOUN
dad-10691	137	12	through	through	ADP
dad-10691	137	13	time	time	NOUN
dad-10691	137	14	.	.	PUNCT
dad-10691	138	1	early	early	ADV
dad-10691	138	2	-	-	PUNCT
dad-10691	138	3	stopping	stopping	NOUN
dad-10691	138	4	on	on	ADP
dad-10691	138	5	a	a	DET
dad-10691	138	6	validation	validation	NOUN
dad-10691	138	7	set	set	NOUN
dad-10691	138	8	prevents	prevent	VERB
dad-10691	138	9	over	over	ADV
dad-10691	138	10	-	-	PUNCT
dad-10691	138	11	fitting	fitting	ADJ
dad-10691	138	12	.	.	PUNCT
dad-10691	139	1	the	the	DET
dad-10691	139	2	decoding	decoding	NOUN
dad-10691	139	3	is	be	AUX
dad-10691	139	4	split	split	VERB
dad-10691	139	5	into	into	ADP
dad-10691	139	6	two	two	NUM
dad-10691	139	7	steps	step	NOUN
dad-10691	139	8	:	:	PUNCT
dad-10691	139	9	1	1	X
dad-10691	139	10	.	.	X
dad-10691	140	1	during	during	ADP
dad-10691	140	2	an	an	DET
dad-10691	140	3	over	over	ADP
dad-10691	140	4	-	-	PUNCT
dad-10691	140	5	generation	generation	NOUN
dad-10691	140	6	phase	phase	NOUN
dad-10691	140	7	,	,	PUNCT
dad-10691	140	8	the	the	DET
dad-10691	140	9	system	system	NOUN
dad-10691	140	10	is	be	AUX
dad-10691	140	11	used	use	VERB
dad-10691	140	12	to	to	PART
dad-10691	140	13	generate	generate	VERB
dad-10691	140	14	several	several	ADJ
dad-10691	140	15	utterances	utterance	NOUN
dad-10691	140	16	for	for	ADP
dad-10691	140	17	the	the	DET
dad-10691	140	18	given	give	VERB
dad-10691	140	19	da	da	NOUN
dad-10691	140	20	,	,	PUNCT
dad-10691	140	21	by	by	ADP
dad-10691	140	22	randomly	randomly	ADV
dad-10691	140	23	picking	pick	VERB
dad-10691	140	24	the	the	DET
dad-10691	140	25	next	next	ADJ
dad-10691	140	26	token	token	NOUN
dad-10691	140	27	on	on	ADP
dad-10691	140	28	the	the	DET
dad-10691	140	29	output	output	NOUN
dad-10691	140	30	distribution	distribution	NOUN
dad-10691	140	31	,	,	PUNCT
dad-10691	140	32	and	and	CCONJ
dad-10691	140	33	2	2	X
dad-10691	140	34	.	.	X
dad-10691	140	35	in	in	ADP
dad-10691	140	36	a	a	DET
dad-10691	140	37	subsequent	subsequent	ADJ
dad-10691	140	38	re	re	ADJ
dad-10691	140	39	-	-	ADJ
dad-10691	140	40	ranking	ranking	ADJ
dad-10691	140	41	phase	phase	NOUN
dad-10691	140	42	,	,	PUNCT
dad-10691	140	43	each	each	DET
dad-10691	140	44	utterance	utterance	NOUN
dad-10691	140	45	is	be	AUX
dad-10691	140	46	ranked	rank	VERB
dad-10691	140	47	on	on	ADP
dad-10691	140	48	the	the	DET
dad-10691	140	49	basis	basis	NOUN
dad-10691	140	50	of	of	ADP
dad-10691	140	51	a	a	DET
dad-10691	140	52	score	score	NOUN
dad-10691	140	53	r	r	NOUN
dad-10691	140	54	calculated	calculate	VERB
dad-10691	140	55	as	as	ADP
dad-10691	140	56	:	:	PUNCT
dad-10691	140	57	r	r	NOUN
dad-10691	140	58	=	=	SYM
dad-10691	140	59	−(f	−(f	PROPN
dad-10691	140	60	(	(	PUNCT
dad-10691	140	61	θ	θ	NOUN
dad-10691	140	62	)	)	PUNCT
dad-10691	140	63	+	+	NUM
dad-10691	140	64	λerr	λerr	NOUN
dad-10691	140	65	)	)	PUNCT
dad-10691	140	66	(	(	PUNCT
dad-10691	140	67	18	18	NUM
dad-10691	140	68	)	)	PUNCT
dad-10691	140	69	where	where	SCONJ
dad-10691	140	70	λ	λ	PROPN
dad-10691	140	71	is	be	AUX
dad-10691	140	72	a	a	DET
dad-10691	140	73	trade	trade	NOUN
dad-10691	140	74	-	-	PUNCT
dad-10691	140	75	off	off	ADP
dad-10691	140	76	constant	constant	ADJ
dad-10691	140	77	,	,	PUNCT
dad-10691	140	78	set	set	VERB
dad-10691	140	79	to	to	ADP
dad-10691	140	80	10	10	NUM
dad-10691	140	81	,	,	PUNCT
dad-10691	140	82	and	and	CCONJ
dad-10691	140	83	err	err	NOUN
dad-10691	140	84	is	be	AUX
dad-10691	140	85	the	the	DET
dad-10691	140	86	slot	slot	NOUN
dad-10691	140	87	error	error	NOUN
dad-10691	140	88	rate	rate	NOUN
dad-10691	140	89	.	.	PUNCT
dad-10691	141	1	err	err	NOUN
dad-10691	141	2	=	=	SYM
dad-10691	142	1	(	(	PUNCT
dad-10691	142	2	p	p	X
dad-10691	142	3	+	+	NUM
dad-10691	142	4	q)/n	q)/n	PROPN
dad-10691	142	5	with	with	ADP
dad-10691	142	6	n	n	DET
dad-10691	142	7	the	the	DET
dad-10691	142	8	total	total	ADJ
dad-10691	142	9	number	number	NOUN
dad-10691	142	10	of	of	ADP
dad-10691	142	11	da	da	NOUN
dad-10691	142	12	slots	slot	NOUN
dad-10691	142	13	,	,	PUNCT
dad-10691	142	14	and	and	CCONJ
dad-10691	142	15	p	p	X
dad-10691	142	16	,	,	PUNCT
dad-10691	142	17	q	q	PUNCT
dad-10691	142	18	the	the	DET
dad-10691	142	19	number	number	NOUN
dad-10691	142	20	of	of	ADP
dad-10691	142	21	missing	miss	VERB
dad-10691	142	22	and	and	CCONJ
dad-10691	142	23	redundant	redundant	ADJ
dad-10691	142	24	slots	slot	NOUN
dad-10691	142	25	in	in	ADP
dad-10691	142	26	the	the	DET
dad-10691	142	27	proposed	propose	VERB
dad-10691	142	28	utterance	utterance	NOUN
dad-10691	142	29	,	,	PUNCT
dad-10691	142	30	compared	compare	VERB
dad-10691	142	31	to	to	ADP
dad-10691	142	32	the	the	DET
dad-10691	142	33	input	input	NOUN
dad-10691	142	34	da	da	NOUN
dad-10691	142	35	.	.	PROPN
dad-10691	142	36	2	2	NUM
dad-10691	142	37	.	.	X
dad-10691	142	38	t	t	PROPN
dad-10691	142	39	is	be	AUX
dad-10691	142	40	the	the	DET
dad-10691	142	41	total	total	ADJ
dad-10691	142	42	number	number	NOUN
dad-10691	142	43	of	of	ADP
dad-10691	142	44	steps	step	NOUN
dad-10691	142	45	,	,	PUNCT
dad-10691	142	46	η	η	PROPN
dad-10691	142	47	=	=	PROPN
dad-10691	142	48	10−4	10−4	PROPN
dad-10691	142	49	,	,	PUNCT
dad-10691	142	50	ξ	ξ	X
dad-10691	142	51	=	=	SYM
dad-10691	142	52	100	100	NUM
dad-10691	142	53	.	.	X
dad-10691	142	54	7	7	NUM
dad-10691	142	55	riou	riou	NOUN
dad-10691	142	56	,	,	PUNCT
dad-10691	142	57	jabaian	jabaian	PROPN
dad-10691	142	58	,	,	PUNCT
dad-10691	142	59	huet	huet	PROPN
dad-10691	142	60	and	and	CCONJ
dad-10691	142	61	lefèvre	lefèvre	NOUN
dad-10691	142	62	4	4	NUM
dad-10691	142	63	.	.	PUNCT
dad-10691	143	1	on	on	ADP
dad-10691	143	2	-	-	PUNCT
dad-10691	143	3	line	line	NOUN
dad-10691	143	4	interactive	interactive	ADJ
dad-10691	143	5	problem	problem	NOUN
dad-10691	143	6	neural	neural	ADJ
dad-10691	143	7	nlg	nlg	PROPN
dad-10691	143	8	can	can	AUX
dad-10691	143	9	give	give	VERB
dad-10691	143	10	good	good	ADJ
dad-10691	143	11	results	result	NOUN
dad-10691	143	12	,	,	PUNCT
dad-10691	143	13	but	but	CCONJ
dad-10691	143	14	it	it	PRON
dad-10691	143	15	requires	require	VERB
dad-10691	143	16	a	a	DET
dad-10691	143	17	large	large	ADJ
dad-10691	143	18	amount	amount	NOUN
dad-10691	143	19	of	of	ADP
dad-10691	143	20	annotated	annotate	VERB
dad-10691	143	21	data	datum	NOUN
dad-10691	143	22	to	to	PART
dad-10691	143	23	be	be	AUX
dad-10691	143	24	trained	train	VERB
dad-10691	143	25	in	in	ADP
dad-10691	143	26	order	order	NOUN
dad-10691	143	27	to	to	PART
dad-10691	143	28	have	have	AUX
dad-10691	143	29	an	an	DET
dad-10691	143	30	efficient	efficient	ADJ
dad-10691	143	31	model	model	NOUN
dad-10691	143	32	with	with	ADP
dad-10691	143	33	diversity	diversity	NOUN
dad-10691	143	34	in	in	ADP
dad-10691	143	35	its	its	PRON
dad-10691	143	36	outputs	output	NOUN
dad-10691	143	37	.	.	PUNCT
dad-10691	144	1	several	several	ADJ
dad-10691	144	2	examples	example	NOUN
dad-10691	144	3	of	of	ADP
dad-10691	144	4	utterances	utterance	NOUN
dad-10691	144	5	for	for	ADP
dad-10691	144	6	each	each	DET
dad-10691	144	7	da	da	NOUN
dad-10691	144	8	are	be	AUX
dad-10691	144	9	then	then	ADV
dad-10691	144	10	required	require	VERB
dad-10691	144	11	to	to	PART
dad-10691	144	12	train	train	VERB
dad-10691	144	13	the	the	DET
dad-10691	144	14	model	model	NOUN
dad-10691	144	15	.	.	PUNCT
dad-10691	145	1	in	in	ADP
dad-10691	145	2	order	order	NOUN
dad-10691	145	3	to	to	PART
dad-10691	145	4	reduce	reduce	VERB
dad-10691	145	5	the	the	DET
dad-10691	145	6	cost	cost	NOUN
dad-10691	145	7	of	of	ADP
dad-10691	145	8	collecting	collect	VERB
dad-10691	145	9	such	such	DET
dad-10691	145	10	a	a	DET
dad-10691	145	11	corpus	corpus	NOUN
dad-10691	145	12	,	,	PUNCT
dad-10691	145	13	the	the	DET
dad-10691	145	14	following	follow	VERB
dad-10691	145	15	on	on	ADP
dad-10691	145	16	-	-	PUNCT
dad-10691	145	17	line	line	NOUN
dad-10691	145	18	learning	learning	NOUN
dad-10691	145	19	protocol	protocol	NOUN
dad-10691	145	20	was	be	AUX
dad-10691	145	21	set	set	VERB
dad-10691	145	22	up	up	ADP
dad-10691	145	23	.	.	PUNCT
dad-10691	146	1	we	we	PRON
dad-10691	146	2	propose	propose	VERB
dad-10691	146	3	to	to	PART
dad-10691	146	4	proceed	proceed	VERB
dad-10691	146	5	in	in	ADP
dad-10691	146	6	two	two	NUM
dad-10691	146	7	main	main	ADJ
dad-10691	146	8	steps	step	NOUN
dad-10691	146	9	:	:	PUNCT
dad-10691	147	1	1	1	X
dad-10691	147	2	.	.	X
dad-10691	147	3	a	a	DET
dad-10691	147	4	bootstrap	bootstrap	NOUN
dad-10691	147	5	corpus	corpus	NOUN
dad-10691	147	6	,	,	PUNCT
dad-10691	147	7	consisting	consist	VERB
dad-10691	147	8	of	of	ADP
dad-10691	147	9	references	reference	NOUN
dad-10691	147	10	generated	generate	VERB
dad-10691	147	11	from	from	ADP
dad-10691	147	12	templates	template	NOUN
dad-10691	147	13	,	,	PUNCT
dad-10691	147	14	is	be	AUX
dad-10691	147	15	used	use	VERB
dad-10691	147	16	to	to	PART
dad-10691	147	17	train	train	VERB
dad-10691	147	18	a	a	DET
dad-10691	147	19	generation	generation	NOUN
dad-10691	147	20	model	model	NOUN
dad-10691	147	21	;	;	PUNCT
dad-10691	147	22	2	2	X
dad-10691	147	23	.	.	X
dad-10691	148	1	this	this	DET
dad-10691	148	2	learned	learn	VERB
dad-10691	148	3	model	model	NOUN
dad-10691	148	4	generates	generate	VERB
dad-10691	148	5	new	new	ADJ
dad-10691	148	6	utterances	utterance	NOUN
dad-10691	148	7	and	and	CCONJ
dad-10691	148	8	the	the	DET
dad-10691	148	9	users	user	NOUN
dad-10691	148	10	are	be	AUX
dad-10691	148	11	required	require	VERB
dad-10691	148	12	to	to	PART
dad-10691	148	13	propose	propose	VERB
dad-10691	148	14	better	well	ADV
dad-10691	148	15	or	or	CCONJ
dad-10691	148	16	varied	varied	ADJ
dad-10691	148	17	alternatives	alternative	NOUN
dad-10691	148	18	.	.	PUNCT
dad-10691	149	1	in	in	ADP
dad-10691	149	2	order	order	NOUN
dad-10691	149	3	to	to	PART
dad-10691	149	4	reduce	reduce	VERB
dad-10691	149	5	the	the	DET
dad-10691	149	6	effort	effort	NOUN
dad-10691	149	7	on	on	ADP
dad-10691	149	8	the	the	DET
dad-10691	149	9	user	user	NOUN
dad-10691	149	10	’s	’s	PART
dad-10691	149	11	side	side	NOUN
dad-10691	149	12	and	and	CCONJ
dad-10691	149	13	to	to	PART
dad-10691	149	14	avoid	avoid	VERB
dad-10691	149	15	useless	useless	ADJ
dad-10691	149	16	actions	action	NOUN
dad-10691	149	17	,	,	PUNCT
dad-10691	149	18	we	we	PRON
dad-10691	149	19	propose	propose	VERB
dad-10691	149	20	to	to	PART
dad-10691	149	21	rely	rely	VERB
dad-10691	149	22	on	on	ADP
dad-10691	149	23	an	an	DET
dad-10691	149	24	adversarial	adversarial	ADJ
dad-10691	149	25	bandit	bandit	NOUN
dad-10691	149	26	algorithm	algorithm	NOUN
dad-10691	149	27	to	to	PART
dad-10691	149	28	decide	decide	VERB
dad-10691	149	29	whether	whether	SCONJ
dad-10691	149	30	the	the	DET
dad-10691	149	31	system	system	NOUN
dad-10691	149	32	should	should	AUX
dad-10691	149	33	prod	prod	VERB
dad-10691	149	34	the	the	DET
dad-10691	149	35	user	user	NOUN
dad-10691	149	36	considering	consider	VERB
dad-10691	149	37	the	the	DET
dad-10691	149	38	expected	expect	VERB
dad-10691	149	39	gain	gain	NOUN
dad-10691	149	40	and	and	CCONJ
dad-10691	149	41	cost	cost	NOUN
dad-10691	149	42	of	of	ADP
dad-10691	149	43	its	its	PRON
dad-10691	149	44	action	action	NOUN
dad-10691	149	45	or	or	CCONJ
dad-10691	149	46	not	not	PART
dad-10691	149	47	.	.	PUNCT
dad-10691	150	1	4.1	4.1	NUM
dad-10691	150	2	static	static	ADJ
dad-10691	150	3	case	case	NOUN
dad-10691	150	4	once	once	SCONJ
dad-10691	150	5	the	the	DET
dad-10691	150	6	system	system	NOUN
dad-10691	150	7	generates	generate	VERB
dad-10691	150	8	the	the	DET
dad-10691	150	9	utterance	utterance	NOUN
dad-10691	150	10	,	,	PUNCT
dad-10691	150	11	the	the	DET
dad-10691	150	12	system	system	NOUN
dad-10691	150	13	can	can	AUX
dad-10691	150	14	choose	choose	VERB
dad-10691	150	15	one	one	NUM
dad-10691	150	16	action	action	NOUN
dad-10691	150	17	(	(	PUNCT
dad-10691	150	18	from	from	ADP
dad-10691	150	19	a	a	DET
dad-10691	150	20	probability	probability	NOUN
dad-10691	150	21	distribution	distribution	NOUN
dad-10691	150	22	)	)	PUNCT
dad-10691	150	23	among	among	ADP
dad-10691	150	24	a	a	DET
dad-10691	150	25	set	set	NOUN
dad-10691	150	26	i	i	PRON
dad-10691	150	27	of	of	ADP
dad-10691	150	28	m	m	PROPN
dad-10691	150	29	actions	action	NOUN
dad-10691	150	30	.	.	PUNCT
dad-10691	151	1	in	in	ADP
dad-10691	151	2	this	this	DET
dad-10691	151	3	preliminary	preliminary	ADJ
dad-10691	151	4	setup	setup	NOUN
dad-10691	151	5	,	,	PUNCT
dad-10691	151	6	we	we	PRON
dad-10691	151	7	consider	consider	VERB
dad-10691	151	8	a	a	DET
dad-10691	151	9	case	case	NOUN
dad-10691	151	10	where	where	SCONJ
dad-10691	151	11	m	m	VERB
dad-10691	151	12	=	=	SYM
dad-10691	151	13	3	3	NUM
dad-10691	152	1	and	and	CCONJ
dad-10691	152	2	i	i	PRON
dad-10691	152	3	can	can	AUX
dad-10691	152	4	be	be	AUX
dad-10691	152	5	defined	define	VERB
dad-10691	152	6	as	as	ADP
dad-10691	152	7	:	:	PUNCT
dad-10691	152	8	i	i	PRON
dad-10691	152	9	:	:	PUNCT
dad-10691	152	10	=	=	X
dad-10691	152	11	{	{	PUNCT
dad-10691	152	12	skip	skip	ADJ
dad-10691	152	13	,	,	PUNCT
dad-10691	152	14	askdictation	askdictation	NOUN
dad-10691	152	15	,	,	PUNCT
dad-10691	152	16	asktranscription	asktranscription	NOUN
dad-10691	152	17	}	}	PUNCT
dad-10691	152	18	.	.	PUNCT
dad-10691	153	1	let	let	VERB
dad-10691	153	2	i	i	PRON
dad-10691	153	3	∈	∈	PRON
dad-10691	153	4	i	i	PRON
dad-10691	153	5	be	be	VERB
dad-10691	153	6	the	the	DET
dad-10691	153	7	action	action	NOUN
dad-10691	153	8	index	index	NOUN
dad-10691	153	9	.	.	PUNCT
dad-10691	154	1	we	we	PRON
dad-10691	154	2	assume	assume	VERB
dad-10691	154	3	that	that	SCONJ
dad-10691	154	4	the	the	DET
dad-10691	154	5	user	user	NOUN
dad-10691	154	6	effort	effort	NOUN
dad-10691	154	7	φ(i	φ(i	PROPN
dad-10691	154	8	)	)	PUNCT
dad-10691	154	9	∈	∈	PROPN
dad-10691	154	10	n	n	PRON
dad-10691	154	11	can	can	AUX
dad-10691	154	12	be	be	AUX
dad-10691	154	13	measured	measure	VERB
dad-10691	154	14	by	by	ADP
dad-10691	154	15	the	the	DET
dad-10691	154	16	time	time	NOUN
dad-10691	154	17	needed	need	VERB
dad-10691	154	18	to	to	PART
dad-10691	154	19	perform	perform	VERB
dad-10691	154	20	action	action	NOUN
dad-10691	154	21	i.	i.	NOUN
dad-10691	154	22	the	the	DET
dad-10691	154	23	actions	action	NOUN
dad-10691	154	24	and	and	CCONJ
dad-10691	154	25	associated	associate	VERB
dad-10691	154	26	user	user	NOUN
dad-10691	154	27	efforts	effort	NOUN
dad-10691	154	28	are	be	AUX
dad-10691	154	29	:	:	PUNCT
dad-10691	154	30	•	•	PRON
dad-10691	154	31	skip	skip	ADJ
dad-10691	154	32	:	:	PUNCT
dad-10691	154	33	skip	skip	VERB
dad-10691	154	34	the	the	DET
dad-10691	154	35	refinement	refinement	NOUN
dad-10691	154	36	process	process	NOUN
dad-10691	154	37	.	.	PUNCT
dad-10691	155	1	the	the	DET
dad-10691	155	2	cost	cost	NOUN
dad-10691	155	3	of	of	ADP
dad-10691	155	4	this	this	DET
dad-10691	155	5	action	action	NOUN
dad-10691	155	6	is	be	AUX
dad-10691	155	7	always	always	ADV
dad-10691	155	8	set	set	VERB
dad-10691	155	9	to	to	ADP
dad-10691	155	10	0	0	NUM
dad-10691	155	11	(	(	PUNCT
dad-10691	155	12	φ(skip	φ(skip	PROPN
dad-10691	155	13	)	)	PUNCT
dad-10691	155	14	=	=	NOUN
dad-10691	155	15	0	0	NUM
dad-10691	155	16	)	)	PUNCT
dad-10691	155	17	.	.	PUNCT
dad-10691	156	1	•	•	NUM
dad-10691	156	2	askdictation	askdictation	NOUN
dad-10691	156	3	:	:	PUNCT
dad-10691	156	4	refine	refine	VERB
dad-10691	156	5	the	the	DET
dad-10691	156	6	model	model	NOUN
dad-10691	156	7	,	,	PUNCT
dad-10691	156	8	taking	take	VERB
dad-10691	156	9	into	into	ADP
dad-10691	156	10	account	account	NOUN
dad-10691	156	11	an	an	DET
dad-10691	156	12	alternative	alternative	ADJ
dad-10691	156	13	utterance	utterance	NOUN
dad-10691	156	14	proposed	propose	VERB
dad-10691	156	15	by	by	ADP
dad-10691	156	16	the	the	DET
dad-10691	156	17	user	user	NOUN
dad-10691	156	18	and	and	CCONJ
dad-10691	156	19	transcribed	transcribe	VERB
dad-10691	156	20	automatically	automatically	ADV
dad-10691	156	21	with	with	ADP
dad-10691	156	22	an	an	DET
dad-10691	156	23	asr	asr	NOUN
dad-10691	156	24	system	system	NOUN
dad-10691	156	25	(	(	PUNCT
dad-10691	156	26	φ(askdictation	φ(askdictation	NOUN
dad-10691	156	27	)	)	PUNCT
dad-10691	156	28	=	=	SYM
dad-10691	156	29	1	1	NUM
dad-10691	156	30	)	)	PUNCT
dad-10691	156	31	.	.	PUNCT
dad-10691	157	1	•	•	NOUN
dad-10691	157	2	asktranscription	asktranscription	NOUN
dad-10691	157	3	:	:	PUNCT
dad-10691	157	4	ask	ask	VERB
dad-10691	157	5	the	the	DET
dad-10691	157	6	user	user	NOUN
dad-10691	157	7	to	to	PART
dad-10691	157	8	transcribe	transcribe	VERB
dad-10691	157	9	the	the	DET
dad-10691	157	10	correction	correction	NOUN
dad-10691	157	11	or	or	CCONJ
dad-10691	157	12	the	the	DET
dad-10691	157	13	alternative	alternative	NOUN
dad-10691	157	14	utterance	utterance	NOUN
dad-10691	157	15	.	.	PUNCT
dad-10691	158	1	two	two	NUM
dad-10691	158	2	different	different	ADJ
dad-10691	158	3	costs	cost	NOUN
dad-10691	158	4	are	be	AUX
dad-10691	158	5	considered	consider	VERB
dad-10691	158	6	for	for	ADP
dad-10691	158	7	this	this	DET
dad-10691	158	8	action	action	NOUN
dad-10691	158	9	:	:	PUNCT
dad-10691	158	10	–	–	PUNCT
dad-10691	158	11	un	un	VERB
dad-10691	158	12	-	-	ADJ
dad-10691	158	13	normalised	normalised	ADJ
dad-10691	158	14	cost	cost	NOUN
dad-10691	158	15	:	:	PUNCT
dad-10691	158	16	φ(asktranscription	φ(asktranscription	NOUN
dad-10691	158	17	)	)	PUNCT
dad-10691	158	18	=	=	SYM
dad-10691	158	19	1	1	NUM
dad-10691	158	20	+	+	NUM
dad-10691	158	21	l	l	NOUN
dad-10691	158	22	–	–	PUNCT
dad-10691	158	23	normalised	normalise	VERB
dad-10691	158	24	cost	cost	NOUN
dad-10691	158	25	:	:	PUNCT
dad-10691	158	26	φ(asktranscription	φ(asktranscription	NOUN
dad-10691	158	27	)	)	PUNCT
dad-10691	158	28	=	=	SYM
dad-10691	159	1	1	1	NUM
dad-10691	159	2	+	+	NUM
dad-10691	159	3	l	l	NOUN
dad-10691	159	4	lmax	lmax	NOUN
dad-10691	159	5	with	with	ADP
dad-10691	159	6	l	l	NOUN
dad-10691	159	7	the	the	DET
dad-10691	159	8	length	length	NOUN
dad-10691	159	9	of	of	ADP
dad-10691	159	10	the	the	DET
dad-10691	159	11	proposed	propose	VERB
dad-10691	159	12	utterance	utterance	NOUN
dad-10691	159	13	,	,	PUNCT
dad-10691	159	14	and	and	CCONJ
dad-10691	159	15	lmax	lmax	VERB
dad-10691	159	16	the	the	DET
dad-10691	159	17	maximum	maximum	ADJ
dad-10691	159	18	possible	possible	ADJ
dad-10691	159	19	length	length	NOUN
dad-10691	159	20	(	(	PUNCT
dad-10691	159	21	set	set	VERB
dad-10691	159	22	to	to	ADP
dad-10691	159	23	40	40	NUM
dad-10691	159	24	words	word	NOUN
dad-10691	159	25	in	in	ADP
dad-10691	159	26	our	our	PRON
dad-10691	159	27	experiments	experiment	NOUN
dad-10691	159	28	)	)	PUNCT
dad-10691	159	29	.	.	PUNCT
dad-10691	160	1	then	then	ADV
dad-10691	160	2	the	the	DET
dad-10691	160	3	gain	gain	NOUN
dad-10691	160	4	of	of	ADP
dad-10691	160	5	the	the	DET
dad-10691	160	6	chosen	choose	VERB
dad-10691	160	7	action	action	NOUN
dad-10691	160	8	is	be	AUX
dad-10691	160	9	estimated	estimate	VERB
dad-10691	160	10	as	as	SCONJ
dad-10691	160	11	follows	follow	VERB
dad-10691	160	12	:	:	PUNCT
dad-10691	160	13	•	•	PRON
dad-10691	160	14	skip	skip	ADJ
dad-10691	160	15	:	:	PUNCT
dad-10691	160	16	nothing	nothing	PRON
dad-10691	160	17	is	be	AUX
dad-10691	160	18	learned	learn	VERB
dad-10691	160	19	,	,	PUNCT
dad-10691	160	20	gain	gain	NOUN
dad-10691	160	21	is	be	AUX
dad-10691	160	22	0	0	NUM
dad-10691	160	23	(	(	PUNCT
dad-10691	160	24	g(skip	g(skip	PROPN
dad-10691	160	25	)	)	PUNCT
dad-10691	160	26	=	=	NOUN
dad-10691	160	27	0	0	NUM
dad-10691	160	28	)	)	PUNCT
dad-10691	160	29	.	.	PUNCT
dad-10691	161	1	•	•	NUM
dad-10691	161	2	askdictation	askdictation	NOUN
dad-10691	161	3	:	:	PUNCT
dad-10691	161	4	we	we	PRON
dad-10691	161	5	propose	propose	VERB
dad-10691	161	6	to	to	PART
dad-10691	161	7	compute	compute	VERB
dad-10691	161	8	the	the	DET
dad-10691	161	9	gain	gain	NOUN
dad-10691	161	10	as	as	ADP
dad-10691	161	11	the	the	DET
dad-10691	161	12	remaining	remain	VERB
dad-10691	161	13	margin	margin	NOUN
dad-10691	161	14	of	of	ADP
dad-10691	161	15	the	the	DET
dad-10691	161	16	bleu-4	bleu-4	NUM
dad-10691	161	17	score	score	NOUN
dad-10691	161	18	that	that	PRON
dad-10691	161	19	would	would	AUX
dad-10691	161	20	have	have	AUX
dad-10691	161	21	been	be	AUX
dad-10691	161	22	obtained	obtain	VERB
dad-10691	161	23	by	by	ADP
dad-10691	161	24	the	the	DET
dad-10691	161	25	utterance	utterance	NOUN
dad-10691	161	26	generated	generate	VERB
dad-10691	161	27	by	by	ADP
dad-10691	161	28	the	the	DET
dad-10691	161	29	system	system	NOUN
dad-10691	161	30	,	,	PUNCT
dad-10691	161	31	using	use	VERB
dad-10691	161	32	the	the	DET
dad-10691	161	33	userproposed	userpropose	VERB
dad-10691	161	34	utterance	utterance	NOUN
dad-10691	161	35	as	as	ADP
dad-10691	161	36	a	a	DET
dad-10691	161	37	reference	reference	NOUN
dad-10691	161	38	,	,	PUNCT
dad-10691	161	39	noted	note	VERB
dad-10691	161	40	bleugen	bleugen	NOUN
dad-10691	161	41	/	/	SYM
dad-10691	161	42	prop	prop	NOUN
dad-10691	161	43	.	.	PUNCT
dad-10691	162	1	to	to	PART
dad-10691	162	2	take	take	VERB
dad-10691	162	3	into	into	ADP
dad-10691	162	4	account	account	NOUN
dad-10691	162	5	the	the	DET
dad-10691	162	6	potential	potential	ADJ
dad-10691	162	7	errors	error	NOUN
dad-10691	162	8	added	add	VERB
dad-10691	162	9	by	by	ADP
dad-10691	162	10	the	the	DET
dad-10691	162	11	asr	asr	NOUN
dad-10691	162	12	system	system	NOUN
dad-10691	162	13	,	,	PUNCT
dad-10691	162	14	the	the	DET
dad-10691	162	15	gain	gain	NOUN
dad-10691	162	16	is	be	AUX
dad-10691	162	17	penalised	penalise	VERB
dad-10691	162	18	by	by	ADP
dad-10691	162	19	the	the	DET
dad-10691	162	20	estimations	estimation	NOUN
dad-10691	162	21	of	of	ADP
dad-10691	162	22	wer	wer	NOUN
dad-10691	162	23	and	and	CCONJ
dad-10691	162	24	err	err	NOUN
dad-10691	162	25	:	:	PUNCT
dad-10691	162	26	g(askdictation	g(askdictation	NOUN
dad-10691	162	27	)	)	PUNCT
dad-10691	162	28	=	=	PUNCT
dad-10691	163	1	(	(	PUNCT
dad-10691	163	2	1−	1−	NUM
dad-10691	163	3	bleugen	bleugen	NOUN
dad-10691	163	4	/	/	SYM
dad-10691	163	5	prop)×	prop)×	PROPN
dad-10691	163	6	(	(	PUNCT
dad-10691	163	7	1−wer)×	1−wer)×	NUM
dad-10691	163	8	(	(	PUNCT
dad-10691	163	9	1−	1−	NUM
dad-10691	163	10	err	err	NOUN
dad-10691	163	11	)	)	PUNCT
dad-10691	163	12	.	.	PUNCT
dad-10691	164	1	8	8	NUM
dad-10691	164	2	reinforcement	reinforcement	NOUN
dad-10691	164	3	adaptation	adaptation	NOUN
dad-10691	164	4	of	of	ADP
dad-10691	164	5	an	an	DET
dad-10691	164	6	attention	attention	NOUN
dad-10691	164	7	-	-	PUNCT
dad-10691	164	8	based	base	VERB
dad-10691	164	9	neural	neural	ADJ
dad-10691	164	10	natural	natural	ADJ
dad-10691	164	11	language	language	NOUN
dad-10691	164	12	generator	generator	NOUN
dad-10691	164	13	the	the	DET
dad-10691	164	14	global	global	PROPN
dad-10691	164	15	wer	wer	PROPN
dad-10691	164	16	expresses	express	VERB
dad-10691	164	17	the	the	DET
dad-10691	164	18	confidence	confidence	NOUN
dad-10691	164	19	we	we	PRON
dad-10691	164	20	can	can	AUX
dad-10691	164	21	have	have	VERB
dad-10691	164	22	in	in	ADP
dad-10691	164	23	the	the	DET
dad-10691	164	24	bleu-4	bleu-4	NUM
dad-10691	164	25	measure	measure	NOUN
dad-10691	164	26	(	(	PUNCT
dad-10691	164	27	as	as	SCONJ
dad-10691	164	28	it	it	PRON
dad-10691	164	29	is	be	AUX
dad-10691	164	30	based	base	VERB
dad-10691	164	31	on	on	ADP
dad-10691	164	32	erroneous	erroneous	ADJ
dad-10691	164	33	utterances	utterance	NOUN
dad-10691	164	34	)	)	PUNCT
dad-10691	164	35	,	,	PUNCT
dad-10691	164	36	while	while	SCONJ
dad-10691	164	37	the	the	DET
dad-10691	164	38	slot	slot	NOUN
dad-10691	164	39	error	error	NOUN
dad-10691	164	40	rate	rate	NOUN
dad-10691	164	41	err	err	NOUN
dad-10691	164	42	penalises	penalise	VERB
dad-10691	164	43	utterances	utterance	NOUN
dad-10691	164	44	that	that	PRON
dad-10691	164	45	do	do	AUX
dad-10691	164	46	not	not	PART
dad-10691	164	47	contain	contain	VERB
dad-10691	164	48	the	the	DET
dad-10691	164	49	required	require	VERB
dad-10691	164	50	semantic	semantic	ADJ
dad-10691	164	51	information	information	NOUN
dad-10691	164	52	,	,	PUNCT
dad-10691	164	53	due	due	ADP
dad-10691	164	54	to	to	ADP
dad-10691	164	55	asr	asr	NOUN
dad-10691	164	56	errors	error	NOUN
dad-10691	164	57	.	.	PUNCT
dad-10691	165	1	•	•	NOUN
dad-10691	165	2	asktranscription	asktranscription	NOUN
dad-10691	165	3	:	:	PUNCT
dad-10691	165	4	asking	ask	VERB
dad-10691	165	5	the	the	DET
dad-10691	165	6	user	user	NOUN
dad-10691	165	7	to	to	PART
dad-10691	165	8	manually	manually	ADV
dad-10691	165	9	transcribe	transcribe	VERB
dad-10691	165	10	the	the	DET
dad-10691	165	11	utterance	utterance	NOUN
dad-10691	165	12	prevents	prevent	VERB
dad-10691	165	13	asr	asr	NOUN
dad-10691	165	14	errors	error	NOUN
dad-10691	165	15	.	.	PUNCT
dad-10691	166	1	therefore	therefore	ADV
dad-10691	166	2	,	,	PUNCT
dad-10691	166	3	the	the	DET
dad-10691	166	4	gain	gain	NOUN
dad-10691	166	5	estimate	estimate	NOUN
dad-10691	166	6	only	only	ADV
dad-10691	166	7	considers	consider	VERB
dad-10691	166	8	the	the	DET
dad-10691	166	9	bleu-4	bleu-4	NUM
dad-10691	166	10	score	score	NOUN
dad-10691	166	11	of	of	ADP
dad-10691	166	12	the	the	DET
dad-10691	166	13	utterance	utterance	NOUN
dad-10691	166	14	generated	generate	VERB
dad-10691	166	15	by	by	ADP
dad-10691	166	16	the	the	DET
dad-10691	166	17	system	system	NOUN
dad-10691	166	18	,	,	PUNCT
dad-10691	166	19	using	use	VERB
dad-10691	166	20	the	the	DET
dad-10691	166	21	user	user	NOUN
dad-10691	166	22	-	-	PUNCT
dad-10691	166	23	proposed	propose	VERB
dad-10691	166	24	sentence	sentence	NOUN
dad-10691	166	25	as	as	ADP
dad-10691	166	26	a	a	DET
dad-10691	166	27	reference	reference	NOUN
dad-10691	166	28	(	(	PUNCT
dad-10691	166	29	g(asktranscription	g(asktranscription	NOUN
dad-10691	166	30	)	)	PUNCT
dad-10691	166	31	=	=	SYM
dad-10691	166	32	1	1	NUM
dad-10691	166	33	−	−	NOUN
dad-10691	166	34	bleugen	bleugen	NOUN
dad-10691	166	35	/	/	SYM
dad-10691	166	36	prop	prop	NOUN
dad-10691	166	37	)	)	PUNCT
dad-10691	166	38	.	.	PUNCT
dad-10691	167	1	finally	finally	ADV
dad-10691	167	2	,	,	PUNCT
dad-10691	167	3	a	a	DET
dad-10691	167	4	loss	loss	NOUN
dad-10691	167	5	function	function	NOUN
dad-10691	167	6	is	be	AUX
dad-10691	167	7	defined	define	VERB
dad-10691	167	8	l(i	l(i	NOUN
dad-10691	167	9	)	)	PUNCT
dad-10691	167	10	∈	∈	NOUN
dad-10691	168	1	[	[	X
dad-10691	168	2	0	0	NUM
dad-10691	168	3	,	,	PUNCT
dad-10691	168	4	1	1	NUM
dad-10691	168	5	]	]	PUNCT
dad-10691	168	6	such	such	ADJ
dad-10691	168	7	that	that	SCONJ
dad-10691	168	8	the	the	DET
dad-10691	168	9	system	system	NOUN
dad-10691	168	10	,	,	PUNCT
dad-10691	168	11	through	through	ADP
dad-10691	168	12	an	an	DET
dad-10691	168	13	optimisation	optimisation	NOUN
dad-10691	168	14	process	process	NOUN
dad-10691	168	15	,	,	PUNCT
dad-10691	168	16	seeks	seek	VERB
dad-10691	168	17	to	to	PART
dad-10691	168	18	maximise	maximise	VERB
dad-10691	168	19	the	the	DET
dad-10691	168	20	gain	gain	NOUN
dad-10691	168	21	measure	measure	NOUN
dad-10691	168	22	g(i	g(i	NOUN
dad-10691	168	23	)	)	PUNCT
dad-10691	168	24	and	and	CCONJ
dad-10691	168	25	to	to	PART
dad-10691	168	26	minimise	minimise	VERB
dad-10691	168	27	the	the	DET
dad-10691	168	28	user	user	NOUN
dad-10691	168	29	effort	effort	NOUN
dad-10691	168	30	φ(i	φ(i	PROPN
dad-10691	168	31	)	)	PUNCT
dad-10691	168	32	jointly	jointly	ADV
dad-10691	168	33	:	:	PUNCT
dad-10691	168	34	l(i	l(i	NOUN
dad-10691	168	35	)	)	PUNCT
dad-10691	168	36	=	=	PUNCT
dad-10691	169	1	α(1−	α(1−	PROPN
dad-10691	169	2	g(i))︸	g(i))︸	PROPN
dad-10691	169	3	︷︷	︷︷	PROPN
dad-10691	169	4	︸	︸	ADP
dad-10691	169	5	system	system	NOUN
dad-10691	169	6	improvement	improvement	NOUN
dad-10691	169	7	+	+	PROPN
dad-10691	169	8	(	(	PUNCT
dad-10691	169	9	1−	1−	NUM
dad-10691	169	10	α	α	NOUN
dad-10691	169	11	)	)	PUNCT
dad-10691	169	12	φ(i	φ(i	PROPN
dad-10691	169	13	)	)	PUNCT
dad-10691	169	14	φmax︸	φmax︸	PROPN
dad-10691	169	15	︷︷	︷︷	PROPN
dad-10691	169	16	︸	︸	ADP
dad-10691	169	17	user	user	NOUN
dad-10691	169	18	effort	effort	NOUN
dad-10691	169	19	(	(	PUNCT
dad-10691	169	20	19	19	NUM
dad-10691	169	21	)	)	PUNCT
dad-10691	169	22	very	very	ADV
dad-10691	169	23	importantly	importantly	ADV
dad-10691	169	24	α	α	NOUN
dad-10691	169	25	allows	allow	VERB
dad-10691	169	26	to	to	PART
dad-10691	169	27	weight	weight	VERB
dad-10691	169	28	the	the	DET
dad-10691	169	29	payoff	payoff	NOUN
dad-10691	169	30	w.r.t	w.r.t	NOUN
dad-10691	169	31	.	.	PUNCT
dad-10691	170	1	the	the	DET
dad-10691	170	2	cost	cost	NOUN
dad-10691	170	3	,	,	PUNCT
dad-10691	170	4	allowing	allow	VERB
dad-10691	170	5	the	the	DET
dad-10691	170	6	designer	designer	NOUN
dad-10691	170	7	to	to	PART
dad-10691	170	8	influence	influence	VERB
dad-10691	170	9	the	the	DET
dad-10691	170	10	system	system	NOUN
dad-10691	170	11	’s	’s	PART
dad-10691	170	12	behavior	behavior	NOUN
dad-10691	170	13	depending	depend	VERB
dad-10691	170	14	on	on	ADP
dad-10691	170	15	the	the	DET
dad-10691	170	16	targeted	target	VERB
dad-10691	170	17	operational	operational	ADJ
dad-10691	170	18	conditions	condition	NOUN
dad-10691	170	19	(	(	PUNCT
dad-10691	170	20	from	from	ADP
dad-10691	170	21	fast	fast	ADJ
dad-10691	170	22	improvement	improvement	NOUN
dad-10691	170	23	,	,	PUNCT
dad-10691	170	24	no	no	ADV
dad-10691	170	25	matter	matter	ADV
dad-10691	170	26	the	the	DET
dad-10691	170	27	cost	cost	NOUN
dad-10691	170	28	,	,	PUNCT
dad-10691	170	29	down	down	ADP
dad-10691	170	30	to	to	PART
dad-10691	170	31	slow	slow	VERB
dad-10691	170	32	improvement	improvement	NOUN
dad-10691	170	33	to	to	PART
dad-10691	170	34	preserve	preserve	VERB
dad-10691	170	35	users	user	NOUN
dad-10691	170	36	’	'	PUNCT
dad-10691	170	37	efforts	effort	NOUN
dad-10691	170	38	)	)	PUNCT
dad-10691	170	39	.	.	PUNCT
dad-10691	171	1	4.2	4.2	NUM
dad-10691	171	2	adversarial	adversarial	ADJ
dad-10691	171	3	bandit	bandit	NOUN
dad-10691	171	4	case	case	NOUN
dad-10691	171	5	the	the	DET
dad-10691	171	6	following	follow	VERB
dad-10691	171	7	scenario	scenario	NOUN
dad-10691	171	8	for	for	ADP
dad-10691	171	9	the	the	DET
dad-10691	171	10	adversarial	adversarial	ADJ
dad-10691	171	11	bandit	bandit	NOUN
dad-10691	171	12	problem	problem	NOUN
dad-10691	171	13	is	be	AUX
dad-10691	171	14	considered	consider	VERB
dad-10691	171	15	:	:	PUNCT
dad-10691	171	16	the	the	DET
dad-10691	171	17	system	system	NOUN
dad-10691	171	18	produces	produce	VERB
dad-10691	171	19	a	a	DET
dad-10691	171	20	sentence	sentence	NOUN
dad-10691	171	21	then	then	ADV
dad-10691	171	22	chooses	choose	VERB
dad-10691	171	23	an	an	DET
dad-10691	171	24	action	action	NOUN
dad-10691	171	25	it	it	PRON
dad-10691	171	26	∈	∈	PROPN
dad-10691	171	27	i.	i.	NOUN
dad-10691	171	28	once	once	SCONJ
dad-10691	171	29	the	the	DET
dad-10691	171	30	action	action	NOUN
dad-10691	171	31	it	it	PRON
dad-10691	171	32	is	be	AUX
dad-10691	171	33	performed	perform	VERB
dad-10691	171	34	,	,	PUNCT
dad-10691	171	35	the	the	DET
dad-10691	171	36	system	system	NOUN
dad-10691	171	37	computes	compute	VERB
dad-10691	171	38	:	:	PUNCT
dad-10691	171	39	(	(	PUNCT
dad-10691	171	40	a	a	X
dad-10691	171	41	)	)	PUNCT
dad-10691	171	42	the	the	DET
dad-10691	171	43	gain	gain	NOUN
dad-10691	171	44	estimate	estimate	NOUN
dad-10691	171	45	gt(it	gt(it	VERB
dad-10691	171	46	)	)	PUNCT
dad-10691	171	47	with	with	ADP
dad-10691	171	48	the	the	DET
dad-10691	171	49	user	user	NOUN
dad-10691	171	50	collaboration	collaboration	NOUN
dad-10691	171	51	,	,	PUNCT
dad-10691	171	52	(	(	PUNCT
dad-10691	171	53	b	b	X
dad-10691	171	54	)	)	PUNCT
dad-10691	171	55	the	the	DET
dad-10691	171	56	user	user	NOUN
dad-10691	171	57	effort	effort	NOUN
dad-10691	171	58	φt(it	φt(it	PROPN
dad-10691	171	59	)	)	PUNCT
dad-10691	171	60	and	and	CCONJ
dad-10691	171	61	(	(	PUNCT
dad-10691	171	62	c	c	X
dad-10691	171	63	)	)	PUNCT
dad-10691	171	64	the	the	DET
dad-10691	171	65	current	current	ADJ
dad-10691	171	66	loss	loss	NOUN
dad-10691	171	67	.	.	PUNCT
dad-10691	172	1	the	the	DET
dad-10691	172	2	goal	goal	NOUN
dad-10691	172	3	of	of	ADP
dad-10691	172	4	the	the	DET
dad-10691	172	5	bandit	bandit	NOUN
dad-10691	172	6	algorithm	algorithm	NOUN
dad-10691	172	7	is	be	AUX
dad-10691	172	8	then	then	ADV
dad-10691	172	9	to	to	PART
dad-10691	172	10	find	find	VERB
dad-10691	172	11	i1	i1	PROPN
dad-10691	172	12	,	,	PUNCT
dad-10691	172	13	i2	i2	PROPN
dad-10691	172	14	,	,	PUNCT
dad-10691	172	15	.	.	PUNCT
dad-10691	172	16	.	.	PUNCT
dad-10691	172	17	.	.	PUNCT
dad-10691	173	1	,	,	PUNCT
dad-10691	173	2	so	so	SCONJ
dad-10691	173	3	that	that	SCONJ
dad-10691	173	4	for	for	ADP
dad-10691	173	5	each	each	DET
dad-10691	173	6	t	t	NOUN
dad-10691	173	7	,	,	PUNCT
dad-10691	173	8	the	the	DET
dad-10691	173	9	system	system	NOUN
dad-10691	173	10	minimises	minimise	VERB
dad-10691	173	11	the	the	DET
dad-10691	173	12	total	total	ADJ
dad-10691	173	13	loss	loss	NOUN
dad-10691	173	14	as	as	SCONJ
dad-10691	173	15	expressed	express	VERB
dad-10691	173	16	in	in	ADP
dad-10691	173	17	the	the	DET
dad-10691	173	18	previous	previous	ADJ
dad-10691	173	19	section	section	NOUN
dad-10691	173	20	.	.	PUNCT
dad-10691	174	1	every	every	DET
dad-10691	174	2	n	n	DET
dad-10691	174	3	iterations	iteration	NOUN
dad-10691	174	4	,	,	PUNCT
dad-10691	174	5	the	the	DET
dad-10691	174	6	user	user	NOUN
dad-10691	174	7	-	-	PUNCT
dad-10691	174	8	proposed	propose	VERB
dad-10691	174	9	utterances	utterance	NOUN
dad-10691	174	10	are	be	AUX
dad-10691	174	11	added	add	VERB
dad-10691	174	12	to	to	ADP
dad-10691	174	13	the	the	DET
dad-10691	174	14	training	training	NOUN
dad-10691	174	15	corpus	corpus	NOUN
dad-10691	174	16	,	,	PUNCT
dad-10691	174	17	and	and	CCONJ
dad-10691	174	18	the	the	DET
dad-10691	174	19	model	model	NOUN
dad-10691	174	20	is	be	AUX
dad-10691	174	21	updated	update	VERB
dad-10691	174	22	on	on	ADP
dad-10691	174	23	this	this	DET
dad-10691	174	24	extended	extended	ADJ
dad-10691	174	25	corpus	corpus	NOUN
dad-10691	174	26	.	.	PUNCT
dad-10691	175	1	at	at	ADP
dad-10691	175	2	the	the	DET
dad-10691	175	3	same	same	ADJ
dad-10691	175	4	time	time	NOUN
dad-10691	175	5	,	,	PUNCT
dad-10691	175	6	we	we	PRON
dad-10691	175	7	compute	compute	VERB
dad-10691	175	8	the	the	DET
dad-10691	175	9	loss	loss	NOUN
dad-10691	175	10	function	function	NOUN
dad-10691	175	11	for	for	ADP
dad-10691	175	12	each	each	DET
dad-10691	175	13	bandit	bandit	NOUN
dad-10691	175	14	’s	’s	PART
dad-10691	175	15	choice	choice	NOUN
dad-10691	175	16	,	,	PUNCT
dad-10691	175	17	and	and	CCONJ
dad-10691	175	18	update	update	VERB
dad-10691	175	19	its	its	PRON
dad-10691	175	20	policy	policy	NOUN
dad-10691	175	21	.	.	PUNCT
dad-10691	176	1	5	5	X
dad-10691	176	2	.	.	X
dad-10691	176	3	experimental	experimental	ADJ
dad-10691	176	4	study	study	NOUN
dad-10691	176	5	in	in	ADP
dad-10691	176	6	this	this	DET
dad-10691	176	7	section	section	NOUN
dad-10691	176	8	,	,	PUNCT
dad-10691	176	9	the	the	DET
dad-10691	176	10	improvement	improvement	NOUN
dad-10691	176	11	of	of	ADP
dad-10691	176	12	the	the	DET
dad-10691	176	13	combined	combine	VERB
dad-10691	176	14	-	-	PUNCT
dad-10691	176	15	context	context	NOUN
dad-10691	176	16	lstm	lstm	NOUN
dad-10691	176	17	over	over	ADP
dad-10691	176	18	sclstm	sclstm	NOUN
dad-10691	176	19	and	and	CCONJ
dad-10691	176	20	encoderdecoder	encoderdecoder	NOUN
dad-10691	176	21	is	be	AUX
dad-10691	176	22	measured	measure	VERB
dad-10691	176	23	(	(	PUNCT
dad-10691	176	24	section	section	NOUN
dad-10691	176	25	5.1	5.1	NUM
dad-10691	176	26	)	)	PUNCT
dad-10691	176	27	.	.	PUNCT
dad-10691	177	1	then	then	ADV
dad-10691	177	2	the	the	DET
dad-10691	177	3	on	on	ADP
dad-10691	177	4	-	-	PUNCT
dad-10691	177	5	line	line	NOUN
dad-10691	177	6	learning	learning	NOUN
dad-10691	177	7	protocol	protocol	NOUN
dad-10691	177	8	is	be	AUX
dad-10691	177	9	evaluated	evaluate	VERB
dad-10691	177	10	on	on	ADP
dad-10691	177	11	simulated	simulated	ADJ
dad-10691	177	12	data	datum	NOUN
dad-10691	177	13	in	in	ADP
dad-10691	177	14	section	section	NOUN
dad-10691	177	15	5.2	5.2	NUM
dad-10691	177	16	.	.	PUNCT
dad-10691	178	1	in	in	ADP
dad-10691	178	2	order	order	NOUN
dad-10691	178	3	to	to	PART
dad-10691	178	4	evaluate	evaluate	VERB
dad-10691	178	5	whether	whether	SCONJ
dad-10691	178	6	(	(	PUNCT
dad-10691	178	7	or	or	CCONJ
dad-10691	178	8	not	not	PART
dad-10691	178	9	)	)	PUNCT
dad-10691	178	10	the	the	DET
dad-10691	178	11	on	on	ADP
dad-10691	178	12	-	-	PUNCT
dad-10691	178	13	line	line	NOUN
dad-10691	178	14	learning	learn	VERB
dad-10691	178	15	approach	approach	NOUN
dad-10691	178	16	has	have	VERB
dad-10691	178	17	an	an	DET
dad-10691	178	18	impact	impact	NOUN
dad-10691	178	19	on	on	ADP
dad-10691	178	20	real	real	ADJ
dad-10691	178	21	users	user	NOUN
dad-10691	178	22	’	'	PUNCT
dad-10691	178	23	subjective	subjective	ADJ
dad-10691	178	24	appreciation	appreciation	NOUN
dad-10691	178	25	of	of	ADP
dad-10691	178	26	systems	system	NOUN
dad-10691	178	27	,	,	PUNCT
dad-10691	178	28	a	a	DET
dad-10691	178	29	human	human	ADJ
dad-10691	178	30	evaluation	evaluation	NOUN
dad-10691	178	31	is	be	AUX
dad-10691	178	32	made	make	VERB
dad-10691	178	33	in	in	ADP
dad-10691	178	34	section	section	NOUN
dad-10691	178	35	5.3	5.3	NUM
dad-10691	178	36	.	.	PUNCT
dad-10691	179	1	finally	finally	ADV
dad-10691	179	2	,	,	PUNCT
dad-10691	179	3	in	in	ADP
dad-10691	179	4	section	section	NOUN
dad-10691	179	5	5.4	5.4	NUM
dad-10691	179	6	,	,	PUNCT
dad-10691	179	7	the	the	DET
dad-10691	179	8	impact	impact	NOUN
dad-10691	179	9	of	of	ADP
dad-10691	179	10	the	the	DET
dad-10691	179	11	wer	wer	NOUN
dad-10691	179	12	simulation	simulation	NOUN
dad-10691	179	13	is	be	AUX
dad-10691	179	14	evaluated	evaluate	VERB
dad-10691	179	15	on	on	ADP
dad-10691	179	16	a	a	DET
dad-10691	179	17	smaller	small	ADJ
dad-10691	179	18	dataset	dataset	NOUN
dad-10691	179	19	,	,	PUNCT
dad-10691	179	20	collected	collect	VERB
dad-10691	179	21	with	with	ADP
dad-10691	179	22	a	a	DET
dad-10691	179	23	real	real	ADJ
dad-10691	179	24	asr	asr	NOUN
dad-10691	179	25	.	.	PUNCT
dad-10691	180	1	5.1	5.1	NUM
dad-10691	180	2	system	system	NOUN
dad-10691	180	3	comparison	comparison	NOUN
dad-10691	180	4	a	a	DET
dad-10691	180	5	first	first	ADJ
dad-10691	180	6	set	set	NOUN
dad-10691	180	7	of	of	ADP
dad-10691	180	8	experiments	experiment	NOUN
dad-10691	180	9	was	be	AUX
dad-10691	180	10	conducted	conduct	VERB
dad-10691	180	11	on	on	ADP
dad-10691	180	12	the	the	DET
dad-10691	180	13	sf	sf	PROPN
dad-10691	180	14	restaurant	restaurant	NOUN
dad-10691	180	15	corpus	corpus	PROPN
dad-10691	180	16	,	,	PUNCT
dad-10691	180	17	described	describe	VERB
dad-10691	180	18	in	in	ADP
dad-10691	180	19	wen	wen	PROPN
dad-10691	180	20	et	et	PROPN
dad-10691	180	21	al	al	PROPN
dad-10691	180	22	.	.	PROPN
dad-10691	180	23	(	(	PUNCT
dad-10691	180	24	2015c	2015c	NUM
dad-10691	180	25	)	)	PUNCT
dad-10691	180	26	and	and	CCONJ
dad-10691	180	27	freely	freely	ADV
dad-10691	180	28	accessible.3	accessible.3	VERB
dad-10691	180	29	it	it	PRON
dad-10691	180	30	contains	contain	VERB
dad-10691	180	31	5	5	NUM
dad-10691	180	32	191	191	NUM
dad-10691	180	33	utterances	utterance	NOUN
dad-10691	180	34	,	,	PUNCT
dad-10691	180	35	for	for	ADP
dad-10691	180	36	271	271	NUM
dad-10691	180	37	distinct	distinct	ADJ
dad-10691	180	38	das	das	PROPN
dad-10691	180	39	.	.	PUNCT
dad-10691	181	1	with	with	ADP
dad-10691	181	2	each	each	DET
dad-10691	181	3	da	da	NOUN
dad-10691	181	4	,	,	PUNCT
dad-10691	181	5	the	the	DET
dad-10691	181	6	corpus	corpus	NOUN
dad-10691	181	7	associates	associate	VERB
dad-10691	181	8	a	a	DET
dad-10691	181	9	template	template	NOUN
dad-10691	181	10	-	-	PUNCT
dad-10691	181	11	generated	generate	VERB
dad-10691	181	12	utterance	utterance	NOUN
dad-10691	181	13	and	and	CCONJ
dad-10691	181	14	several	several	ADJ
dad-10691	181	15	utterances	utterance	NOUN
dad-10691	181	16	in	in	ADP
dad-10691	181	17	natural	natural	ADJ
dad-10691	181	18	english	english	NOUN
dad-10691	181	19	proposed	propose	VERB
dad-10691	181	20	by	by	ADP
dad-10691	181	21	humans	human	NOUN
dad-10691	181	22	,	,	PUNCT
dad-10691	181	23	each	each	DET
dad-10691	181	24	utterance	utterance	NOUN
dad-10691	181	25	being	be	AUX
dad-10691	181	26	delexicalised	delexicalised	ADJ
dad-10691	181	27	.	.	PUNCT
dad-10691	182	1	3	3	X
dad-10691	182	2	.	.	X
dad-10691	182	3	https://www.repository.cam.ac.uk/handle/1810/251304	https://www.repository.cam.ac.uk/handle/1810/251304	PROPN
dad-10691	182	4	9	9	NUM
dad-10691	182	5	https://www.repository.cam.ac.uk/handle/1810/251304	https://www.repository.cam.ac.uk/handle/1810/251304	PRON
dad-10691	182	6	riou	riou	NOUN
dad-10691	182	7	,	,	PUNCT
dad-10691	182	8	jabaian	jabaian	PROPN
dad-10691	182	9	,	,	PUNCT
dad-10691	182	10	huet	huet	PROPN
dad-10691	182	11	and	and	CCONJ
dad-10691	182	12	lefèvre	lefèvre	NOUN
dad-10691	182	13	system	system	NOUN
dad-10691	182	14	bleu-4	bleu-4	PRON
dad-10691	182	15	err	err	NOUN
dad-10691	182	16	(	(	PUNCT
dad-10691	182	17	%	%	INTJ
dad-10691	182	18	)	)	PUNCT
dad-10691	182	19	sclstm	sclstm	NOUN
dad-10691	182	20	0.722	0.722	NUM
dad-10691	182	21	*	*	SYM
dad-10691	182	22	0.66	0.66	NUM
dad-10691	182	23	encoder	encoder	NOUN
dad-10691	182	24	-	-	PUNCT
dad-10691	182	25	decoder	decoder	NOUN
dad-10691	182	26	0.697	0.697	NUM
dad-10691	182	27	0.65	0.65	NUM
dad-10691	182	28	combined	combine	VERB
dad-10691	182	29	-	-	PUNCT
dad-10691	182	30	context	context	NOUN
dad-10691	182	31	lstm	lstm	NOUN
dad-10691	182	32	0.711	0.711	NUM
dad-10691	182	33	0.24	0.24	NUM
dad-10691	182	34	*	*	PUNCT
dad-10691	182	35	*	*	PUNCT
dad-10691	183	1	*	*	PUNCT
dad-10691	183	2	significant	significant	ADJ
dad-10691	183	3	w.r.t	w.r.t	VERB
dad-10691	183	4	the	the	DET
dad-10691	183	5	encoder	encoder	NOUN
dad-10691	183	6	-	-	PUNCT
dad-10691	183	7	decoder	decoder	NOUN
dad-10691	183	8	by	by	ADP
dad-10691	183	9	the	the	DET
dad-10691	183	10	t	t	PROPN
dad-10691	183	11	-	-	PUNCT
dad-10691	183	12	test	test	NOUN
dad-10691	183	13	(	(	PUNCT
dad-10691	183	14	p	p	NOUN
dad-10691	183	15	-	-	PUNCT
dad-10691	183	16	value	value	NOUN
dad-10691	183	17	<	<	X
dad-10691	183	18	0.01	0.01	NUM
dad-10691	183	19	)	)	PUNCT
dad-10691	183	20	*	*	PUNCT
dad-10691	184	1	*	*	PUNCT
dad-10691	184	2	significant	significant	ADJ
dad-10691	184	3	by	by	ADP
dad-10691	184	4	the	the	DET
dad-10691	184	5	t	t	PROPN
dad-10691	184	6	-	-	PUNCT
dad-10691	184	7	test	test	NOUN
dad-10691	184	8	(	(	PUNCT
dad-10691	184	9	p	p	NOUN
dad-10691	184	10	-	-	PUNCT
dad-10691	184	11	values	value	NOUN
dad-10691	184	12	<	<	X
dad-10691	184	13	0.001	0.001	NUM
dad-10691	184	14	)	)	PUNCT
dad-10691	184	15	table	table	NOUN
dad-10691	184	16	1	1	NUM
dad-10691	184	17	:	:	PUNCT
dad-10691	184	18	results	result	NOUN
dad-10691	184	19	on	on	ADP
dad-10691	184	20	the	the	DET
dad-10691	184	21	top	top	ADJ
dad-10691	184	22	5	5	NUM
dad-10691	184	23	hypotheses	hypothesis	NOUN
dad-10691	184	24	.	.	PUNCT
dad-10691	185	1	candidate	candidate	NOUN
dad-10691	185	2	reference	reference	NOUN
dad-10691	185	3	sclstm	sclstm	NOUN
dad-10691	185	4	encoder	encoder	NOUN
dad-10691	185	5	-	-	PUNCT
dad-10691	185	6	decoder	decoder	NOUN
dad-10691	185	7	combined	combine	VERB
dad-10691	185	8	-	-	PUNCT
dad-10691	185	9	context	context	NOUN
dad-10691	185	10	lstm	lstm	PROPN
dad-10691	185	11	sclstm	sclstm	NOUN
dad-10691	186	1	0.857	0.857	NUM
dad-10691	186	2	0.883	0.883	NUM
dad-10691	186	3	encoder	encoder	NOUN
dad-10691	186	4	-	-	PUNCT
dad-10691	186	5	decoder	decoder	NOUN
dad-10691	186	6	0.847	0.847	NUM
dad-10691	186	7	0.824	0.824	NUM
dad-10691	186	8	combined	combine	VERB
dad-10691	186	9	-	-	PUNCT
dad-10691	186	10	context	context	NOUN
dad-10691	186	11	lstm	lstm	NOUN
dad-10691	186	12	0.849	0.849	NUM
dad-10691	186	13	0.840	0.840	NUM
dad-10691	186	14	table	table	NOUN
dad-10691	186	15	2	2	NUM
dad-10691	186	16	:	:	PUNCT
dad-10691	186	17	bleu-4	bleu-4	PRON
dad-10691	186	18	cross	cross	NOUN
dad-10691	186	19	-	-	NOUN
dad-10691	186	20	comparison	comparison	NOUN
dad-10691	186	21	of	of	ADP
dad-10691	186	22	the	the	DET
dad-10691	186	23	three	three	NUM
dad-10691	186	24	systems	system	NOUN
dad-10691	186	25	.	.	PUNCT
dad-10691	187	1	our	our	PRON
dad-10691	187	2	model	model	NOUN
dad-10691	187	3	and	and	CCONJ
dad-10691	187	4	both	both	CCONJ
dad-10691	187	5	the	the	DET
dad-10691	187	6	sclstm	sclstm	NOUN
dad-10691	187	7	and	and	CCONJ
dad-10691	187	8	the	the	DET
dad-10691	187	9	attention	attention	NOUN
dad-10691	187	10	-	-	PUNCT
dad-10691	187	11	based	base	VERB
dad-10691	187	12	rnn	rnn	NOUN
dad-10691	187	13	encoder	encoder	NOUN
dad-10691	187	14	-	-	PUNCT
dad-10691	187	15	decoder	decoder	NOUN
dad-10691	187	16	were	be	AUX
dad-10691	187	17	implemented	implement	VERB
dad-10691	187	18	using	use	VERB
dad-10691	187	19	the	the	DET
dad-10691	187	20	tensorflow	tensorflow	NOUN
dad-10691	187	21	library4	library4	NOUN
dad-10691	187	22	and	and	CCONJ
dad-10691	187	23	were	be	AUX
dad-10691	187	24	trained	train	VERB
dad-10691	187	25	on	on	ADP
dad-10691	187	26	a	a	DET
dad-10691	187	27	corpus	corpus	NOUN
dad-10691	187	28	split	split	VERB
dad-10691	187	29	into	into	ADP
dad-10691	187	30	3	3	NUM
dad-10691	187	31	parts	part	NOUN
dad-10691	187	32	:	:	PUNCT
dad-10691	187	33	training	training	NOUN
dad-10691	187	34	,	,	PUNCT
dad-10691	187	35	validation	validation	NOUN
dad-10691	187	36	and	and	CCONJ
dad-10691	187	37	testing	testing	NOUN
dad-10691	187	38	(	(	PUNCT
dad-10691	187	39	3:1:1	3:1:1	NUM
dad-10691	187	40	ratio	ratio	NOUN
dad-10691	187	41	)	)	PUNCT
dad-10691	187	42	,	,	PUNCT
dad-10691	187	43	using	use	VERB
dad-10691	187	44	only	only	ADV
dad-10691	187	45	the	the	DET
dad-10691	187	46	human	human	NOUN
dad-10691	187	47	-	-	PUNCT
dad-10691	187	48	proposed	propose	VERB
dad-10691	187	49	utterance	utterance	NOUN
dad-10691	187	50	references	reference	NOUN
dad-10691	187	51	.	.	PUNCT
dad-10691	188	1	the	the	DET
dad-10691	188	2	three	three	NUM
dad-10691	188	3	systems	system	NOUN
dad-10691	188	4	were	be	AUX
dad-10691	188	5	compared	compare	VERB
dad-10691	188	6	using	use	VERB
dad-10691	188	7	two	two	NUM
dad-10691	188	8	metrics	metric	NOUN
dad-10691	188	9	:	:	PUNCT
dad-10691	188	10	the	the	DET
dad-10691	188	11	bleu-4	bleu-4	NUM
dad-10691	188	12	score	score	NOUN
dad-10691	188	13	(	(	PUNCT
dad-10691	188	14	papineni	papineni	NOUN
dad-10691	188	15	et	et	PROPN
dad-10691	188	16	al	al	PROPN
dad-10691	188	17	.	.	PROPN
dad-10691	188	18	,	,	PUNCT
dad-10691	188	19	2002	2002	NUM
dad-10691	188	20	)	)	PUNCT
dad-10691	188	21	and	and	CCONJ
dad-10691	188	22	the	the	DET
dad-10691	188	23	slot	slot	NOUN
dad-10691	188	24	error	error	NOUN
dad-10691	188	25	rate	rate	NOUN
dad-10691	188	26	(	(	PUNCT
dad-10691	188	27	err	err	NOUN
dad-10691	188	28	)	)	PUNCT
dad-10691	188	29	.	.	PUNCT
dad-10691	189	1	the	the	DET
dad-10691	189	2	bleu-4	bleu-4	NUM
dad-10691	189	3	value	value	NOUN
dad-10691	189	4	validates	validate	VERB
dad-10691	189	5	the	the	DET
dad-10691	189	6	utterance	utterance	NOUN
dad-10691	189	7	generation	generation	NOUN
dad-10691	189	8	,	,	PUNCT
dad-10691	189	9	especially	especially	ADV
dad-10691	189	10	grammaticality	grammaticality	NOUN
dad-10691	189	11	,	,	PUNCT
dad-10691	189	12	but	but	CCONJ
dad-10691	189	13	is	be	AUX
dad-10691	189	14	often	often	ADV
dad-10691	189	15	not	not	PART
dad-10691	189	16	seen	see	VERB
dad-10691	189	17	as	as	ADP
dad-10691	189	18	a	a	DET
dad-10691	189	19	useful	useful	ADJ
dad-10691	189	20	measure	measure	NOUN
dad-10691	189	21	of	of	ADP
dad-10691	189	22	content	content	ADJ
dad-10691	189	23	quality	quality	NOUN
dad-10691	189	24	for	for	ADP
dad-10691	189	25	nlg	nlg	NOUN
dad-10691	189	26	(	(	PUNCT
dad-10691	189	27	reiter	reiter	NOUN
dad-10691	189	28	and	and	CCONJ
dad-10691	189	29	belz	belz	PROPN
dad-10691	189	30	,	,	PUNCT
dad-10691	189	31	2009	2009	NUM
dad-10691	189	32	)	)	PUNCT
dad-10691	189	33	.	.	PUNCT
dad-10691	190	1	to	to	PART
dad-10691	190	2	remedy	remedy	VERB
dad-10691	190	3	that	that	DET
dad-10691	190	4	deficiency	deficiency	NOUN
dad-10691	190	5	,	,	PUNCT
dad-10691	190	6	err	err	PROPN
dad-10691	190	7	,	,	PUNCT
dad-10691	190	8	which	which	PRON
dad-10691	190	9	concentrates	concentrate	VERB
dad-10691	190	10	only	only	ADV
dad-10691	190	11	on	on	ADP
dad-10691	190	12	the	the	DET
dad-10691	190	13	semantic	semantic	ADJ
dad-10691	190	14	contents	content	NOUN
dad-10691	190	15	but	but	CCONJ
dad-10691	190	16	with	with	ADP
dad-10691	190	17	more	more	ADJ
dad-10691	190	18	accuracy	accuracy	NOUN
dad-10691	190	19	,	,	PUNCT
dad-10691	190	20	is	be	AUX
dad-10691	190	21	also	also	ADV
dad-10691	190	22	computed	compute	VERB
dad-10691	190	23	.	.	PUNCT
dad-10691	191	1	for	for	ADP
dad-10691	191	2	each	each	DET
dad-10691	191	3	example	example	NOUN
dad-10691	191	4	,	,	PUNCT
dad-10691	191	5	we	we	PRON
dad-10691	191	6	over	over	ADV
dad-10691	191	7	-	-	PUNCT
dad-10691	191	8	generated	generate	VERB
dad-10691	191	9	20	20	NUM
dad-10691	191	10	utterances	utterance	NOUN
dad-10691	191	11	and	and	CCONJ
dad-10691	191	12	kept	keep	VERB
dad-10691	191	13	the	the	DET
dad-10691	191	14	top	top	ADJ
dad-10691	191	15	5	5	NUM
dad-10691	191	16	hypotheses	hypothesis	NOUN
dad-10691	191	17	for	for	ADP
dad-10691	191	18	evaluation	evaluation	NOUN
dad-10691	191	19	.	.	PUNCT
dad-10691	192	1	each	each	DET
dad-10691	192	2	hypothesis	hypothesis	NOUN
dad-10691	192	3	has	have	AUX
dad-10691	192	4	been	be	AUX
dad-10691	192	5	processed	process	VERB
dad-10691	192	6	as	as	ADP
dad-10691	192	7	an	an	DET
dad-10691	192	8	independent	independent	ADJ
dad-10691	192	9	output	output	NOUN
dad-10691	192	10	sentence	sentence	NOUN
dad-10691	192	11	to	to	PART
dad-10691	192	12	evaluate	evaluate	VERB
dad-10691	192	13	,	,	PUNCT
dad-10691	192	14	and	and	CCONJ
dad-10691	192	15	so	so	ADV
dad-10691	192	16	averaged	average	VERB
dad-10691	192	17	during	during	ADP
dad-10691	192	18	the	the	DET
dad-10691	192	19	bleu-4	bleu-4	NUM
dad-10691	192	20	computation	computation	NOUN
dad-10691	192	21	.	.	PUNCT
dad-10691	193	1	multiple	multiple	ADJ
dad-10691	193	2	references	reference	NOUN
dad-10691	193	3	for	for	ADP
dad-10691	193	4	each	each	DET
dad-10691	193	5	da	da	NOUN
dad-10691	193	6	were	be	AUX
dad-10691	193	7	obtained	obtain	VERB
dad-10691	193	8	by	by	ADP
dad-10691	193	9	grouping	group	VERB
dad-10691	193	10	delexicalised	delexicalised	ADJ
dad-10691	193	11	utterances	utterance	NOUN
dad-10691	193	12	with	with	ADP
dad-10691	193	13	the	the	DET
dad-10691	193	14	same	same	ADJ
dad-10691	193	15	da	da	NOUN
dad-10691	193	16	specification	specification	NOUN
dad-10691	193	17	,	,	PUNCT
dad-10691	193	18	and	and	CCONJ
dad-10691	193	19	then	then	ADV
dad-10691	193	20	“	"	PUNCT
dad-10691	193	21	relexicalised	relexicalise	VERB
dad-10691	193	22	”	"	PUNCT
dad-10691	193	23	with	with	ADP
dad-10691	193	24	the	the	DET
dad-10691	193	25	proper	proper	ADJ
dad-10691	193	26	values	value	NOUN
dad-10691	193	27	.	.	PUNCT
dad-10691	194	1	as	as	SCONJ
dad-10691	194	2	can	can	AUX
dad-10691	194	3	be	be	AUX
dad-10691	194	4	seen	see	VERB
dad-10691	194	5	in	in	ADP
dad-10691	194	6	table	table	NOUN
dad-10691	194	7	1	1	NUM
dad-10691	194	8	,	,	PUNCT
dad-10691	194	9	the	the	DET
dad-10691	194	10	bleu-4	bleu-4	NUM
dad-10691	194	11	score	score	NOUN
dad-10691	194	12	of	of	ADP
dad-10691	194	13	the	the	DET
dad-10691	194	14	combined	combine	VERB
dad-10691	194	15	-	-	PUNCT
dad-10691	194	16	context	context	NOUN
dad-10691	194	17	lstm	lstm	NOUN
dad-10691	194	18	falls	fall	VERB
dad-10691	194	19	between	between	ADP
dad-10691	194	20	the	the	DET
dad-10691	194	21	two	two	NUM
dad-10691	194	22	other	other	ADJ
dad-10691	194	23	systems	system	NOUN
dad-10691	194	24	(	(	PUNCT
dad-10691	194	25	roughly	roughly	ADV
dad-10691	194	26	0.01	0.01	NUM
dad-10691	194	27	gap	gap	NOUN
dad-10691	194	28	between	between	ADP
dad-10691	194	29	each	each	PRON
dad-10691	194	30	)	)	PUNCT
dad-10691	194	31	but	but	CCONJ
dad-10691	194	32	the	the	DET
dad-10691	194	33	measured	measure	VERB
dad-10691	194	34	differences	difference	NOUN
dad-10691	194	35	were	be	AUX
dad-10691	194	36	not	not	PART
dad-10691	194	37	statistically	statistically	ADV
dad-10691	194	38	significant	significant	ADJ
dad-10691	194	39	(	(	PUNCT
dad-10691	194	40	p	p	NOUN
dad-10691	194	41	-	-	PUNCT
dad-10691	194	42	value	value	NOUN
dad-10691	194	43	>	>	X
dad-10691	194	44	0.01	0.01	NUM
dad-10691	194	45	for	for	ADP
dad-10691	194	46	each	each	DET
dad-10691	194	47	pair	pair	NOUN
dad-10691	194	48	of	of	ADP
dad-10691	194	49	systems,5	systems,5	NOUN
dad-10691	194	50	except	except	SCONJ
dad-10691	194	51	between	between	ADP
dad-10691	194	52	the	the	DET
dad-10691	194	53	sclstm	sclstm	NOUN
dad-10691	194	54	and	and	CCONJ
dad-10691	194	55	the	the	DET
dad-10691	194	56	encoder	encoder	NOUN
dad-10691	194	57	-	-	PUNCT
dad-10691	194	58	decoder	decoder	NOUN
dad-10691	194	59	with	with	ADP
dad-10691	194	60	a	a	DET
dad-10691	194	61	p	p	NOUN
dad-10691	194	62	-	-	PUNCT
dad-10691	194	63	value=	value=	NUM
dad-10691	194	64	0.002	0.002	NUM
dad-10691	194	65	)	)	PUNCT
dad-10691	194	66	.	.	PUNCT
dad-10691	195	1	however	however	ADV
dad-10691	195	2	,	,	PUNCT
dad-10691	195	3	the	the	DET
dad-10691	195	4	slot	slot	NOUN
dad-10691	195	5	error	error	NOUN
dad-10691	195	6	rate	rate	NOUN
dad-10691	195	7	is	be	AUX
dad-10691	195	8	reduced	reduce	VERB
dad-10691	195	9	by	by	ADP
dad-10691	195	10	one	one	NUM
dad-10691	195	11	third	third	NOUN
dad-10691	195	12	by	by	ADP
dad-10691	195	13	our	our	PRON
dad-10691	195	14	new	new	ADJ
dad-10691	195	15	model	model	NOUN
dad-10691	195	16	w.r.t	w.r.t	NOUN
dad-10691	195	17	.	.	PUNCT
dad-10691	196	1	the	the	DET
dad-10691	196	2	two	two	NUM
dad-10691	196	3	other	other	ADJ
dad-10691	196	4	systems	system	NOUN
dad-10691	196	5	,	,	PUNCT
dad-10691	196	6	the	the	DET
dad-10691	196	7	improvement	improvement	NOUN
dad-10691	196	8	being	be	AUX
dad-10691	196	9	statistically	statistically	ADV
dad-10691	196	10	significant	significant	ADJ
dad-10691	196	11	between	between	ADP
dad-10691	196	12	sclstm	sclstm	NOUN
dad-10691	196	13	and	and	CCONJ
dad-10691	196	14	combined	combine	VERB
dad-10691	196	15	-	-	PUNCT
dad-10691	196	16	context	context	NOUN
dad-10691	196	17	lstm	lstm	NOUN
dad-10691	196	18	(	(	PUNCT
dad-10691	196	19	p	p	NOUN
dad-10691	196	20	-	-	PUNCT
dad-10691	196	21	value	value	NOUN
dad-10691	196	22	<	<	X
dad-10691	196	23	0.001	0.001	NUM
dad-10691	196	24	)	)	PUNCT
dad-10691	196	25	.	.	PUNCT
dad-10691	197	1	this	this	PRON
dad-10691	197	2	means	mean	VERB
dad-10691	197	3	that	that	SCONJ
dad-10691	197	4	,	,	PUNCT
dad-10691	197	5	while	while	SCONJ
dad-10691	197	6	the	the	DET
dad-10691	197	7	new	new	ADJ
dad-10691	197	8	model	model	NOUN
dad-10691	197	9	does	do	AUX
dad-10691	197	10	not	not	PART
dad-10691	197	11	really	really	ADV
dad-10691	197	12	achieve	achieve	VERB
dad-10691	197	13	to	to	PART
dad-10691	197	14	learn	learn	VERB
dad-10691	197	15	more	more	ADV
dad-10691	197	16	diverse	diverse	ADJ
dad-10691	197	17	responses	response	NOUN
dad-10691	197	18	,	,	PUNCT
dad-10691	197	19	it	it	PRON
dad-10691	197	20	offers	offer	VERB
dad-10691	197	21	a	a	DET
dad-10691	197	22	better	well	ADJ
dad-10691	197	23	coverage	coverage	NOUN
dad-10691	197	24	of	of	ADP
dad-10691	197	25	the	the	DET
dad-10691	197	26	expressed	express	VERB
dad-10691	197	27	concepts	concept	NOUN
dad-10691	197	28	resulting	result	VERB
dad-10691	197	29	in	in	ADP
dad-10691	197	30	fewer	few	ADJ
dad-10691	197	31	omitted	omit	VERB
dad-10691	197	32	concepts	concept	NOUN
dad-10691	197	33	,	,	PUNCT
dad-10691	197	34	which	which	PRON
dad-10691	197	35	is	be	AUX
dad-10691	197	36	the	the	DET
dad-10691	197	37	first	first	ADJ
dad-10691	197	38	purpose	purpose	NOUN
dad-10691	197	39	of	of	ADP
dad-10691	197	40	an	an	DET
dad-10691	197	41	nlg	nlg	NOUN
dad-10691	197	42	system	system	NOUN
dad-10691	197	43	.	.	PUNCT
dad-10691	198	1	to	to	PART
dad-10691	198	2	evaluate	evaluate	VERB
dad-10691	198	3	the	the	DET
dad-10691	198	4	differences	difference	NOUN
dad-10691	198	5	in	in	ADP
dad-10691	198	6	sentence	sentence	NOUN
dad-10691	198	7	generation	generation	NOUN
dad-10691	198	8	,	,	PUNCT
dad-10691	198	9	bleu-4	bleu-4	PRON
dad-10691	198	10	has	have	AUX
dad-10691	198	11	been	be	AUX
dad-10691	198	12	used	use	VERB
dad-10691	198	13	to	to	PART
dad-10691	198	14	compare	compare	VERB
dad-10691	198	15	the	the	DET
dad-10691	198	16	outputs	output	NOUN
dad-10691	198	17	of	of	ADP
dad-10691	198	18	each	each	DET
dad-10691	198	19	system	system	NOUN
dad-10691	198	20	with	with	ADP
dad-10691	198	21	the	the	DET
dad-10691	198	22	two	two	NUM
dad-10691	198	23	others	other	NOUN
dad-10691	198	24	.	.	PUNCT
dad-10691	199	1	as	as	SCONJ
dad-10691	199	2	can	can	AUX
dad-10691	199	3	be	be	AUX
dad-10691	199	4	seen	see	VERB
dad-10691	199	5	from	from	ADP
dad-10691	199	6	table	table	NOUN
dad-10691	199	7	2	2	NUM
dad-10691	199	8	,	,	PUNCT
dad-10691	199	9	all	all	DET
dad-10691	199	10	cross	cross	NOUN
dad-10691	199	11	-	-	NOUN
dad-10691	199	12	system	system	NOUN
dad-10691	199	13	bleu-4	bleu-4	PRON
dad-10691	199	14	scores	score	NOUN
dad-10691	199	15	are	be	AUX
dad-10691	199	16	pretty	pretty	ADV
dad-10691	199	17	high	high	ADJ
dad-10691	199	18	,	,	PUNCT
dad-10691	199	19	around	around	ADV
dad-10691	199	20	0.80	0.80	NUM
dad-10691	199	21	-	-	SYM
dad-10691	199	22	0.90	0.90	NUM
dad-10691	199	23	.	.	PUNCT
dad-10691	200	1	this	this	PRON
dad-10691	200	2	indicates	indicate	VERB
dad-10691	200	3	that	that	SCONJ
dad-10691	200	4	systems	system	NOUN
dad-10691	200	5	tend	tend	VERB
dad-10691	200	6	to	to	PART
dad-10691	200	7	produce	produce	VERB
dad-10691	200	8	comparable	comparable	ADJ
dad-10691	200	9	sentences	sentence	NOUN
dad-10691	200	10	,	,	PUNCT
dad-10691	200	11	and	and	CCONJ
dad-10691	200	12	as	as	ADP
dad-10691	200	13	a	a	DET
dad-10691	200	14	consequence	consequence	NOUN
dad-10691	200	15	we	we	PRON
dad-10691	200	16	did	do	AUX
dad-10691	200	17	not	not	PART
dad-10691	200	18	investigate	investigate	VERB
dad-10691	200	19	further	far	ADV
dad-10691	200	20	the	the	DET
dad-10691	200	21	possibility	possibility	NOUN
dad-10691	200	22	of	of	ADP
dad-10691	200	23	combining	combine	VERB
dad-10691	200	24	these	these	DET
dad-10691	200	25	different	different	ADJ
dad-10691	200	26	neural	neural	ADJ
dad-10691	200	27	models	model	NOUN
dad-10691	200	28	into	into	ADP
dad-10691	200	29	one	one	NUM
dad-10691	200	30	.	.	PUNCT
dad-10691	201	1	4	4	NUM
dad-10691	201	2	.	.	X
dad-10691	201	3	https://www.tensorflow.org	https://www.tensorflow.org	NUM
dad-10691	201	4	5	5	NUM
dad-10691	201	5	.	.	PUNCT
dad-10691	201	6	statistical	statistical	ADJ
dad-10691	201	7	significance	significance	NOUN
dad-10691	201	8	was	be	AUX
dad-10691	201	9	computed	compute	VERB
dad-10691	201	10	using	use	VERB
dad-10691	201	11	a	a	DET
dad-10691	201	12	two	two	NUM
dad-10691	201	13	-	-	PUNCT
dad-10691	201	14	tailed	tail	VERB
dad-10691	201	15	student	student	NOUN
dad-10691	201	16	’s	’s	PART
dad-10691	201	17	t	t	PROPN
dad-10691	201	18	-	-	PUNCT
dad-10691	201	19	test	test	NOUN
dad-10691	201	20	between	between	ADP
dad-10691	201	21	each	each	DET
dad-10691	201	22	pair	pair	NOUN
dad-10691	201	23	of	of	ADP
dad-10691	201	24	systems	system	NOUN
dad-10691	201	25	.	.	PUNCT
dad-10691	202	1	10	10	NUM
dad-10691	202	2	https://www.tensorflow.org	https://www.tensorflow.org	X
dad-10691	202	3	reinforcement	reinforcement	NOUN
dad-10691	202	4	adaptation	adaptation	NOUN
dad-10691	202	5	of	of	ADP
dad-10691	202	6	an	an	DET
dad-10691	202	7	attention	attention	NOUN
dad-10691	202	8	-	-	PUNCT
dad-10691	202	9	based	base	VERB
dad-10691	202	10	neural	neural	ADJ
dad-10691	202	11	natural	natural	ADJ
dad-10691	202	12	language	language	NOUN
dad-10691	202	13	generator	generator	NOUN
dad-10691	202	14	(	(	PUNCT
dad-10691	202	15	a	a	NOUN
dad-10691	202	16	)	)	PUNCT
dad-10691	202	17	un	un	VERB
dad-10691	202	18	-	-	ADJ
dad-10691	202	19	normalised	normalise	VERB
dad-10691	202	20	cost	cost	NOUN
dad-10691	202	21	(	(	PUNCT
dad-10691	202	22	b	b	NOUN
dad-10691	202	23	)	)	PUNCT
dad-10691	202	24	normalised	normalise	VERB
dad-10691	202	25	cost	cost	NOUN
dad-10691	202	26	figure	figure	NOUN
dad-10691	202	27	3	3	NUM
dad-10691	202	28	:	:	PUNCT
dad-10691	202	29	evolution	evolution	NOUN
dad-10691	202	30	of	of	ADP
dad-10691	202	31	bleu-4	bleu-4	NUM
dad-10691	202	32	score	score	NOUN
dad-10691	202	33	,	,	PUNCT
dad-10691	202	34	as	as	ADP
dad-10691	202	35	a	a	DET
dad-10691	202	36	function	function	NOUN
dad-10691	202	37	of	of	ADP
dad-10691	202	38	the	the	DET
dad-10691	202	39	cumulated	cumulated	ADJ
dad-10691	202	40	learning	learning	NOUN
dad-10691	202	41	cost	cost	NOUN
dad-10691	202	42	.	.	PUNCT
dad-10691	203	1	5.2	5.2	NUM
dad-10691	203	2	on	on	ADP
dad-10691	203	3	-	-	PUNCT
dad-10691	203	4	line	line	NOUN
dad-10691	203	5	adaptation	adaptation	NOUN
dad-10691	203	6	evaluation	evaluation	NOUN
dad-10691	203	7	for	for	ADP
dad-10691	203	8	the	the	DET
dad-10691	203	9	evaluation	evaluation	NOUN
dad-10691	203	10	of	of	ADP
dad-10691	203	11	the	the	DET
dad-10691	203	12	on	on	ADP
dad-10691	203	13	-	-	PUNCT
dad-10691	203	14	line	line	NOUN
dad-10691	203	15	adaptation	adaptation	NOUN
dad-10691	203	16	procedure	procedure	NOUN
dad-10691	203	17	,	,	PUNCT
dad-10691	203	18	the	the	DET
dad-10691	203	19	same	same	ADJ
dad-10691	203	20	corpus	corpus	NOUN
dad-10691	203	21	is	be	AUX
dad-10691	203	22	used	use	VERB
dad-10691	203	23	again	again	ADV
dad-10691	203	24	.	.	PUNCT
dad-10691	204	1	but	but	CCONJ
dad-10691	204	2	this	this	DET
dad-10691	204	3	time	time	NOUN
dad-10691	204	4	,	,	PUNCT
dad-10691	204	5	training	training	NOUN
dad-10691	204	6	,	,	PUNCT
dad-10691	204	7	validation	validation	NOUN
dad-10691	204	8	and	and	CCONJ
dad-10691	204	9	testing	testing	NOUN
dad-10691	204	10	parts	part	NOUN
dad-10691	204	11	follow	follow	VERB
dad-10691	204	12	a	a	DET
dad-10691	204	13	2:1:1	2:1:1	NUM
dad-10691	204	14	ratio	ratio	NOUN
dad-10691	204	15	(	(	PUNCT
dad-10691	204	16	to	to	PART
dad-10691	204	17	maintain	maintain	VERB
dad-10691	204	18	a	a	DET
dad-10691	204	19	test	test	NOUN
dad-10691	204	20	set	set	NOUN
dad-10691	204	21	of	of	ADP
dad-10691	204	22	minimal	minimal	ADJ
dad-10691	204	23	size	size	NOUN
dad-10691	204	24	despite	despite	SCONJ
dad-10691	204	25	a	a	DET
dad-10691	204	26	smaller	small	ADJ
dad-10691	204	27	corpus	corpus	NOUN
dad-10691	204	28	)	)	PUNCT
dad-10691	204	29	.	.	PUNCT
dad-10691	205	1	the	the	DET
dad-10691	205	2	combined	combine	VERB
dad-10691	205	3	-	-	PUNCT
dad-10691	205	4	context	context	NOUN
dad-10691	205	5	system	system	NOUN
dad-10691	205	6	is	be	AUX
dad-10691	205	7	used	use	VERB
dad-10691	205	8	to	to	PART
dad-10691	205	9	train	train	VERB
dad-10691	205	10	an	an	DET
dad-10691	205	11	initial	initial	ADJ
dad-10691	205	12	bootstrap	bootstrap	NOUN
dad-10691	205	13	model	model	NOUN
dad-10691	205	14	on	on	ADP
dad-10691	205	15	the	the	DET
dad-10691	205	16	training	training	NOUN
dad-10691	205	17	set	set	NOUN
dad-10691	205	18	,	,	PUNCT
dad-10691	205	19	using	use	VERB
dad-10691	205	20	the	the	DET
dad-10691	205	21	template	template	NOUN
dad-10691	205	22	-	-	PUNCT
dad-10691	205	23	generated	generate	VERB
dad-10691	205	24	utterance	utterance	NOUN
dad-10691	205	25	references	reference	NOUN
dad-10691	205	26	.	.	PUNCT
dad-10691	206	1	the	the	DET
dad-10691	206	2	validation	validation	NOUN
dad-10691	206	3	corpus	corpus	NOUN
dad-10691	206	4	was	be	AUX
dad-10691	206	5	used	use	VERB
dad-10691	206	6	for	for	ADP
dad-10691	206	7	early	early	ADJ
dad-10691	206	8	stopping	stopping	NOUN
dad-10691	206	9	,	,	PUNCT
dad-10691	206	10	again	again	ADV
dad-10691	206	11	with	with	ADP
dad-10691	206	12	the	the	DET
dad-10691	206	13	template	template	NOUN
dad-10691	206	14	-	-	PUNCT
dad-10691	206	15	generated	generate	VERB
dad-10691	206	16	references	reference	NOUN
dad-10691	206	17	.	.	PUNCT
dad-10691	207	1	then	then	ADV
dad-10691	207	2	,	,	PUNCT
dad-10691	207	3	we	we	PRON
dad-10691	207	4	simulated	simulate	VERB
dad-10691	207	5	the	the	DET
dad-10691	207	6	on	on	ADP
dad-10691	207	7	-	-	PUNCT
dad-10691	207	8	line	line	NOUN
dad-10691	207	9	learning	learning	NOUN
dad-10691	207	10	on	on	ADP
dad-10691	207	11	the	the	DET
dad-10691	207	12	same	same	ADJ
dad-10691	207	13	training	training	NOUN
dad-10691	207	14	set	set	NOUN
dad-10691	207	15	,	,	PUNCT
dad-10691	207	16	using	use	VERB
dad-10691	207	17	this	this	DET
dad-10691	207	18	time	time	NOUN
dad-10691	207	19	the	the	DET
dad-10691	207	20	enclosed	enclose	VERB
dad-10691	207	21	human	human	NOUN
dad-10691	207	22	-	-	PUNCT
dad-10691	207	23	proposed	propose	VERB
dad-10691	207	24	references	reference	NOUN
dad-10691	207	25	.	.	PUNCT
dad-10691	208	1	the	the	DET
dad-10691	208	2	model	model	NOUN
dad-10691	208	3	and	and	CCONJ
dad-10691	208	4	bandit	bandit	NOUN
dad-10691	208	5	updates	update	NOUN
dad-10691	208	6	were	be	AUX
dad-10691	208	7	learned	learn	VERB
dad-10691	208	8	every	every	DET
dad-10691	208	9	400	400	NUM
dad-10691	208	10	utterances	utterance	NOUN
dad-10691	208	11	.	.	PUNCT
dad-10691	209	1	wer	wer	NOUN
dad-10691	209	2	was	be	AUX
dad-10691	209	3	simulated	simulate	VERB
dad-10691	209	4	by	by	ADP
dad-10691	209	5	randomly	randomly	ADV
dad-10691	209	6	inserting	insert	VERB
dad-10691	209	7	errors	error	NOUN
dad-10691	209	8	(	(	PUNCT
dad-10691	209	9	confusion	confusion	NOUN
dad-10691	209	10	,	,	PUNCT
dad-10691	209	11	deletion	deletion	NOUN
dad-10691	209	12	,	,	PUNCT
dad-10691	209	13	insertion	insertion	NOUN
dad-10691	209	14	)	)	PUNCT
dad-10691	209	15	into	into	ADP
dad-10691	209	16	the	the	DET
dad-10691	209	17	corpus	corpus	NOUN
dad-10691	209	18	examples	example	NOUN
dad-10691	209	19	until	until	SCONJ
dad-10691	209	20	a	a	DET
dad-10691	209	21	pre	pre	ADJ
dad-10691	209	22	-	-	ADJ
dad-10691	209	23	defined	define	VERB
dad-10691	209	24	global	global	ADJ
dad-10691	209	25	wer	wer	NOUN
dad-10691	209	26	was	be	AUX
dad-10691	209	27	reached	reach	VERB
dad-10691	209	28	.	.	PUNCT
dad-10691	210	1	this	this	DET
dad-10691	210	2	wer	wer	NOUN
dad-10691	210	3	simulation	simulation	NOUN
dad-10691	210	4	put	put	VERB
dad-10691	210	5	aside	aside	ADP
dad-10691	210	6	the	the	DET
dad-10691	210	7	idiosyncratic	idiosyncratic	ADJ
dad-10691	210	8	properties	property	NOUN
dad-10691	210	9	of	of	ADP
dad-10691	210	10	the	the	DET
dad-10691	210	11	used	use	VERB
dad-10691	210	12	language	language	NOUN
dad-10691	210	13	and	and	CCONJ
dad-10691	210	14	asr	asr	NOUN
dad-10691	210	15	system	system	NOUN
dad-10691	210	16	.	.	PUNCT
dad-10691	211	1	but	but	CCONJ
dad-10691	211	2	realistic	realistic	ADJ
dad-10691	211	3	models	model	NOUN
dad-10691	211	4	are	be	AUX
dad-10691	211	5	very	very	ADV
dad-10691	211	6	complex	complex	ADJ
dad-10691	211	7	to	to	PART
dad-10691	211	8	develop	develop	VERB
dad-10691	211	9	and	and	CCONJ
dad-10691	211	10	never	never	ADV
dad-10691	211	11	really	really	ADV
dad-10691	211	12	satisfactory	satisfactory	ADJ
dad-10691	211	13	,	,	PUNCT
dad-10691	211	14	notably	notably	ADV
dad-10691	211	15	because	because	SCONJ
dad-10691	211	16	different	different	ADJ
dad-10691	211	17	asrs	asr	NOUN
dad-10691	211	18	make	make	VERB
dad-10691	211	19	different	different	ADJ
dad-10691	211	20	errors	error	NOUN
dad-10691	211	21	.	.	PUNCT
dad-10691	212	1	for	for	ADP
dad-10691	212	2	this	this	DET
dad-10691	212	3	reason	reason	NOUN
dad-10691	212	4	,	,	PUNCT
dad-10691	212	5	a	a	DET
dad-10691	212	6	rather	rather	ADV
dad-10691	212	7	simple	simple	ADJ
dad-10691	212	8	random	random	ADJ
dad-10691	212	9	model	model	NOUN
dad-10691	212	10	for	for	ADP
dad-10691	212	11	simulation	simulation	NOUN
dad-10691	212	12	has	have	AUX
dad-10691	212	13	been	be	AUX
dad-10691	212	14	chosen	choose	VERB
dad-10691	212	15	,	,	PUNCT
dad-10691	212	16	and	and	CCONJ
dad-10691	212	17	a	a	DET
dad-10691	212	18	test	test	NOUN
dad-10691	212	19	was	be	AUX
dad-10691	212	20	carried	carry	VERB
dad-10691	212	21	out	out	ADP
dad-10691	212	22	with	with	ADP
dad-10691	212	23	an	an	DET
dad-10691	212	24	actual	actual	ADJ
dad-10691	212	25	asr	asr	NOUN
dad-10691	212	26	system	system	NOUN
dad-10691	212	27	afterwards	afterwards	ADV
dad-10691	212	28	in	in	ADP
dad-10691	212	29	the	the	DET
dad-10691	212	30	user	user	NOUN
dad-10691	212	31	trials	trial	NOUN
dad-10691	212	32	.	.	PUNCT
dad-10691	213	1	the	the	DET
dad-10691	213	2	models	model	NOUN
dad-10691	213	3	are	be	AUX
dad-10691	213	4	trained	train	VERB
dad-10691	213	5	on	on	ADP
dad-10691	213	6	delexicalised	delexicalised	ADJ
dad-10691	213	7	utterances	utterance	NOUN
dad-10691	213	8	,	,	PUNCT
dad-10691	213	9	which	which	PRON
dad-10691	213	10	allows	allow	VERB
dad-10691	213	11	the	the	DET
dad-10691	213	12	computation	computation	NOUN
dad-10691	213	13	of	of	ADP
dad-10691	213	14	err	err	NOUN
dad-10691	213	15	.	.	PUNCT
dad-10691	214	1	we	we	PRON
dad-10691	214	2	note	note	VERB
dad-10691	214	3	that	that	SCONJ
dad-10691	214	4	the	the	DET
dad-10691	214	5	err	err	NOUN
dad-10691	214	6	score	score	NOUN
dad-10691	214	7	can	can	AUX
dad-10691	214	8	be	be	AUX
dad-10691	214	9	reduced	reduce	VERB
dad-10691	214	10	when	when	SCONJ
dad-10691	214	11	the	the	DET
dad-10691	214	12	value	value	NOUN
dad-10691	214	13	of	of	ADP
dad-10691	214	14	the	the	DET
dad-10691	214	15	slot	slot	NOUN
dad-10691	214	16	-	-	PUNCT
dad-10691	214	17	value	value	NOUN
dad-10691	214	18	pair	pair	NOUN
dad-10691	214	19	does	do	AUX
dad-10691	214	20	not	not	PART
dad-10691	214	21	appear	appear	VERB
dad-10691	214	22	in	in	ADP
dad-10691	214	23	the	the	DET
dad-10691	214	24	surface	surface	NOUN
dad-10691	214	25	form	form	NOUN
dad-10691	214	26	of	of	ADP
dad-10691	214	27	utterances	utterance	NOUN
dad-10691	214	28	(	(	PUNCT
dad-10691	214	29	for	for	ADP
dad-10691	214	30	example	example	NOUN
dad-10691	214	31	with	with	ADP
dad-10691	214	32	the	the	DET
dad-10691	214	33	“	"	PUNCT
dad-10691	214	34	dont_care	dont_care	NOUN
dad-10691	214	35	”	"	PUNCT
dad-10691	214	36	value	value	NOUN
dad-10691	214	37	)	)	PUNCT
dad-10691	214	38	.	.	PUNCT
dad-10691	215	1	in	in	ADP
dad-10691	215	2	the	the	DET
dad-10691	215	3	on	on	ADP
dad-10691	215	4	-	-	PUNCT
dad-10691	215	5	line	line	NOUN
dad-10691	215	6	learning	learning	NOUN
dad-10691	215	7	setup	setup	NOUN
dad-10691	215	8	,	,	PUNCT
dad-10691	215	9	it	it	PRON
dad-10691	215	10	can	can	AUX
dad-10691	215	11	raise	raise	VERB
dad-10691	215	12	new	new	ADJ
dad-10691	215	13	issues	issue	NOUN
dad-10691	215	14	if	if	SCONJ
dad-10691	215	15	a	a	DET
dad-10691	215	16	user	user	NOUN
dad-10691	215	17	proposed	propose	VERB
dad-10691	215	18	an	an	DET
dad-10691	215	19	alternative	alternative	ADJ
dad-10691	215	20	surface	surface	NOUN
dad-10691	215	21	form	form	NOUN
dad-10691	215	22	which	which	PRON
dad-10691	215	23	does	do	AUX
dad-10691	215	24	not	not	PART
dad-10691	215	25	contain	contain	VERB
dad-10691	215	26	the	the	DET
dad-10691	215	27	wanted	want	VERB
dad-10691	215	28	value	value	NOUN
dad-10691	215	29	,	,	PUNCT
dad-10691	215	30	resulting	result	VERB
dad-10691	215	31	in	in	ADP
dad-10691	215	32	a	a	DET
dad-10691	215	33	higher	high	ADJ
dad-10691	215	34	err	err	NOUN
dad-10691	215	35	score	score	NOUN
dad-10691	215	36	.	.	PUNCT
dad-10691	216	1	the	the	DET
dad-10691	216	2	initial	initial	ADJ
dad-10691	216	3	model	model	NOUN
dad-10691	216	4	,	,	PUNCT
dad-10691	216	5	trained	train	VERB
dad-10691	216	6	on	on	ADP
dad-10691	216	7	the	the	DET
dad-10691	216	8	template	template	NOUN
dad-10691	216	9	-	-	PUNCT
dad-10691	216	10	generated	generate	VERB
dad-10691	216	11	part	part	NOUN
dad-10691	216	12	of	of	ADP
dad-10691	216	13	the	the	DET
dad-10691	216	14	training	training	NOUN
dad-10691	216	15	corpus	corpus	NOUN
dad-10691	216	16	,	,	PUNCT
dad-10691	216	17	obtains	obtain	VERB
dad-10691	216	18	a	a	DET
dad-10691	216	19	high	high	ADJ
dad-10691	216	20	bleu-4	bleu-4	NUM
dad-10691	216	21	score	score	NOUN
dad-10691	216	22	,	,	PUNCT
dad-10691	216	23	0.802	0.802	NUM
dad-10691	216	24	,	,	PUNCT
dad-10691	216	25	when	when	SCONJ
dad-10691	216	26	tested	test	VERB
dad-10691	216	27	on	on	ADP
dad-10691	216	28	the	the	DET
dad-10691	216	29	template	template	NOUN
dad-10691	216	30	-	-	PUNCT
dad-10691	216	31	generated	generate	VERB
dad-10691	216	32	part	part	NOUN
dad-10691	216	33	of	of	ADP
dad-10691	216	34	the	the	DET
dad-10691	216	35	test	test	NOUN
dad-10691	216	36	,	,	PUNCT
dad-10691	216	37	but	but	CCONJ
dad-10691	216	38	this	this	DET
dad-10691	216	39	value	value	NOUN
dad-10691	216	40	is	be	AUX
dad-10691	216	41	dramatically	dramatically	ADV
dad-10691	216	42	reduced	reduce	VERB
dad-10691	216	43	to	to	ADP
dad-10691	216	44	0.397	0.397	NUM
dad-10691	216	45	on	on	ADP
dad-10691	216	46	the	the	DET
dad-10691	216	47	human	human	NOUN
dad-10691	216	48	-	-	PUNCT
dad-10691	216	49	proposed	propose	VERB
dad-10691	216	50	references	reference	NOUN
dad-10691	216	51	.	.	PUNCT
dad-10691	217	1	this	this	PRON
dad-10691	217	2	tends	tend	VERB
dad-10691	217	3	to	to	PART
dad-10691	217	4	confirm	confirm	VERB
dad-10691	217	5	that	that	SCONJ
dad-10691	217	6	even	even	ADV
dad-10691	217	7	a	a	DET
dad-10691	217	8	well	well	ADV
dad-10691	217	9	-	-	PUNCT
dad-10691	217	10	trained	train	VERB
dad-10691	217	11	model	model	NOUN
dad-10691	217	12	does	do	AUX
dad-10691	217	13	not	not	PART
dad-10691	217	14	compete	compete	VERB
dad-10691	217	15	with	with	ADP
dad-10691	217	16	the	the	DET
dad-10691	217	17	diversity	diversity	NOUN
dad-10691	217	18	of	of	ADP
dad-10691	217	19	possible	possible	ADJ
dad-10691	217	20	responses	response	NOUN
dad-10691	217	21	occurring	occur	VERB
dad-10691	217	22	in	in	ADP
dad-10691	217	23	a	a	DET
dad-10691	217	24	conversation	conversation	NOUN
dad-10691	217	25	in	in	ADP
dad-10691	217	26	natural	natural	ADJ
dad-10691	217	27	language	language	NOUN
dad-10691	217	28	.	.	PUNCT
dad-10691	218	1	figure	figure	NOUN
dad-10691	218	2	3	3	NUM
dad-10691	218	3	plots	plot	NOUN
dad-10691	218	4	the	the	DET
dad-10691	218	5	bleu-4	bleu-4	NUM
dad-10691	218	6	score	score	NOUN
dad-10691	218	7	as	as	ADP
dad-10691	218	8	a	a	DET
dad-10691	218	9	function	function	NOUN
dad-10691	218	10	of	of	ADP
dad-10691	218	11	the	the	DET
dad-10691	218	12	learning	learning	NOUN
dad-10691	218	13	cost	cost	NOUN
dad-10691	218	14	,	,	PUNCT
dad-10691	218	15	the	the	DET
dad-10691	218	16	simulated	simulate	VERB
dad-10691	218	17	wer	wer	NOUN
dad-10691	218	18	being	be	AUX
dad-10691	218	19	set	set	VERB
dad-10691	218	20	to	to	ADP
dad-10691	218	21	5	5	NUM
dad-10691	218	22	%	%	NOUN
dad-10691	218	23	.	.	PUNCT
dad-10691	219	1	bleu-4	bleu-4	PRON
dad-10691	219	2	is	be	AUX
dad-10691	219	3	obtained	obtain	VERB
dad-10691	219	4	by	by	ADP
dad-10691	219	5	testing	test	VERB
dad-10691	219	6	the	the	DET
dad-10691	219	7	model	model	NOUN
dad-10691	219	8	against	against	ADP
dad-10691	219	9	the	the	DET
dad-10691	219	10	human	human	NOUN
dad-10691	219	11	-	-	PUNCT
dad-10691	219	12	proposed	propose	VERB
dad-10691	219	13	subset	subset	NOUN
dad-10691	219	14	of	of	ADP
dad-10691	219	15	the	the	DET
dad-10691	219	16	test	test	NOUN
dad-10691	219	17	.	.	PUNCT
dad-10691	220	1	the	the	DET
dad-10691	220	2	learning	learning	NOUN
dad-10691	220	3	cost	cost	NOUN
dad-10691	220	4	is	be	AUX
dad-10691	220	5	computed	compute	VERB
dad-10691	220	6	as	as	ADP
dad-10691	220	7	the	the	DET
dad-10691	220	8	sum	sum	NOUN
dad-10691	220	9	of	of	ADP
dad-10691	220	10	the	the	DET
dad-10691	220	11	costs	cost	NOUN
dad-10691	220	12	of	of	ADP
dad-10691	220	13	all	all	DET
dad-10691	220	14	choices	choice	NOUN
dad-10691	220	15	made	make	VERB
dad-10691	220	16	by	by	ADP
dad-10691	220	17	the	the	DET
dad-10691	220	18	bandit	bandit	NOUN
dad-10691	220	19	during	during	ADP
dad-10691	220	20	the	the	DET
dad-10691	220	21	learning	learning	NOUN
dad-10691	220	22	.	.	PUNCT
dad-10691	221	1	different	different	ADJ
dad-10691	221	2	configurations	configuration	NOUN
dad-10691	221	3	are	be	AUX
dad-10691	221	4	tested	test	VERB
dad-10691	221	5	:	:	PUNCT
dad-10691	221	6	the	the	DET
dad-10691	221	7	forced	force	VERB
dad-10691	221	8	‘	'	PUNCT
dad-10691	221	9	askdictation	askdictation	NOUN
dad-10691	221	10	’	'	PUNCT
dad-10691	221	11	choice	choice	NOUN
dad-10691	221	12	(	(	PUNCT
dad-10691	221	13	fcdic	fcdic	ADJ
dad-10691	221	14	)	)	PUNCT
dad-10691	221	15	and	and	CCONJ
dad-10691	221	16	the	the	DET
dad-10691	221	17	forced	force	VERB
dad-10691	221	18	‘	'	PUNCT
dad-10691	221	19	asktranscription	asktranscription	NOUN
dad-10691	221	20	’	'	PUNCT
dad-10691	221	21	choice	choice	NOUN
dad-10691	221	22	(	(	PUNCT
dad-10691	221	23	fctrans	fctran	NOUN
dad-10691	221	24	)	)	PUNCT
dad-10691	221	25	.	.	PUNCT
dad-10691	222	1	besides	besides	SCONJ
dad-10691	222	2	,	,	PUNCT
dad-10691	222	3	the	the	DET
dad-10691	222	4	bandit	bandit	NOUN
dad-10691	222	5	is	be	AUX
dad-10691	222	6	tested	test	VERB
dad-10691	222	7	with	with	ADP
dad-10691	222	8	two	two	NUM
dad-10691	222	9	α	α	PROPN
dad-10691	222	10	values	value	NOUN
dad-10691	222	11	:	:	PUNCT
dad-10691	222	12	0.5	0.5	NUM
dad-10691	222	13	11	11	NUM
dad-10691	222	14	riou	riou	NOUN
dad-10691	222	15	,	,	PUNCT
dad-10691	222	16	jabaian	jabaian	PROPN
dad-10691	222	17	,	,	PUNCT
dad-10691	222	18	huet	huet	PROPN
dad-10691	222	19	and	and	CCONJ
dad-10691	222	20	lefèvre	lefèvre	NOUN
dad-10691	222	21	figure	figure	NOUN
dad-10691	222	22	4	4	NUM
dad-10691	222	23	:	:	PUNCT
dad-10691	222	24	evolution	evolution	NOUN
dad-10691	222	25	of	of	ADP
dad-10691	222	26	bleu-4	bleu-4	NUM
dad-10691	222	27	score	score	NOUN
dad-10691	222	28	,	,	PUNCT
dad-10691	222	29	as	as	ADP
dad-10691	222	30	a	a	DET
dad-10691	222	31	function	function	NOUN
dad-10691	222	32	of	of	ADP
dad-10691	222	33	the	the	DET
dad-10691	222	34	training	training	NOUN
dad-10691	222	35	data	datum	NOUN
dad-10691	222	36	size	size	NOUN
dad-10691	222	37	.	.	PUNCT
dad-10691	223	1	(	(	PUNCT
dad-10691	223	2	α5	α5	NOUN
dad-10691	223	3	)	)	PUNCT
dad-10691	223	4	and	and	CCONJ
dad-10691	223	5	0.7	0.7	NUM
dad-10691	223	6	(	(	PUNCT
dad-10691	223	7	α7	α7	NOUN
dad-10691	223	8	)	)	PUNCT
dad-10691	223	9	,	,	PUNCT
dad-10691	223	10	each	each	PRON
dad-10691	223	11	displayed	display	VERB
dad-10691	223	12	with	with	ADP
dad-10691	223	13	normalised	normalise	VERB
dad-10691	223	14	and	and	CCONJ
dad-10691	223	15	un	un	VERB
dad-10691	223	16	-	-	ADJ
dad-10691	223	17	normalised	normalise	VERB
dad-10691	223	18	costs	cost	NOUN
dad-10691	223	19	.	.	PUNCT
dad-10691	224	1	the	the	DET
dad-10691	224	2	second	second	ADJ
dad-10691	224	3	value	value	NOUN
dad-10691	224	4	reduces	reduce	VERB
dad-10691	224	5	the	the	DET
dad-10691	224	6	influence	influence	NOUN
dad-10691	224	7	of	of	ADP
dad-10691	224	8	the	the	DET
dad-10691	224	9	cost	cost	NOUN
dad-10691	224	10	,	,	PUNCT
dad-10691	224	11	allowing	allow	VERB
dad-10691	224	12	the	the	DET
dad-10691	224	13	system	system	NOUN
dad-10691	224	14	to	to	PART
dad-10691	224	15	increase	increase	VERB
dad-10691	224	16	the	the	DET
dad-10691	224	17	effort	effort	NOUN
dad-10691	224	18	asked	ask	VERB
dad-10691	224	19	to	to	ADP
dad-10691	224	20	the	the	DET
dad-10691	224	21	user	user	NOUN
dad-10691	224	22	.	.	PUNCT
dad-10691	225	1	each	each	DET
dad-10691	225	2	curve	curve	NOUN
dad-10691	225	3	is	be	AUX
dad-10691	225	4	composed	compose	VERB
dad-10691	225	5	of	of	ADP
dad-10691	225	6	seven	seven	NUM
dad-10691	225	7	points	point	NOUN
dad-10691	225	8	;	;	PUNCT
dad-10691	225	9	the	the	DET
dad-10691	225	10	first	first	ADJ
dad-10691	225	11	one	one	NUM
dad-10691	225	12	corresponds	correspond	NOUN
dad-10691	225	13	to	to	ADP
dad-10691	225	14	the	the	DET
dad-10691	225	15	score	score	NOUN
dad-10691	225	16	of	of	ADP
dad-10691	225	17	the	the	DET
dad-10691	225	18	system	system	NOUN
dad-10691	225	19	before	before	ADP
dad-10691	225	20	online	online	ADJ
dad-10691	225	21	learning	learning	NOUN
dad-10691	225	22	,	,	PUNCT
dad-10691	225	23	the	the	DET
dad-10691	225	24	six	six	NUM
dad-10691	225	25	others	other	NOUN
dad-10691	225	26	are	be	AUX
dad-10691	225	27	computed	compute	VERB
dad-10691	225	28	after	after	ADP
dad-10691	225	29	each	each	DET
dad-10691	225	30	block	block	NOUN
dad-10691	225	31	of	of	ADP
dad-10691	225	32	400	400	NUM
dad-10691	225	33	utterances	utterance	NOUN
dad-10691	225	34	.	.	PUNCT
dad-10691	226	1	the	the	DET
dad-10691	226	2	cost	cost	NOUN
dad-10691	226	3	is	be	AUX
dad-10691	226	4	cumulative	cumulative	ADJ
dad-10691	226	5	over	over	ADP
dad-10691	226	6	all	all	DET
dad-10691	226	7	previous	previous	ADJ
dad-10691	226	8	blocks	block	NOUN
dad-10691	226	9	.	.	PUNCT
dad-10691	227	1	with	with	ADP
dad-10691	227	2	the	the	DET
dad-10691	227	3	un	un	PROPN
dad-10691	227	4	-	-	ADJ
dad-10691	227	5	normalised	normalise	VERB
dad-10691	227	6	cost	cost	NOUN
dad-10691	227	7	(	(	PUNCT
dad-10691	227	8	figure	figure	NOUN
dad-10691	227	9	3a	3a	NUM
dad-10691	227	10	)	)	PUNCT
dad-10691	227	11	,	,	PUNCT
dad-10691	227	12	we	we	PRON
dad-10691	227	13	can	can	AUX
dad-10691	227	14	observe	observe	VERB
dad-10691	227	15	that	that	SCONJ
dad-10691	227	16	the	the	DET
dad-10691	227	17	bandit	bandit	NOUN
dad-10691	227	18	succeeds	succeed	VERB
dad-10691	227	19	in	in	ADP
dad-10691	227	20	reducing	reduce	VERB
dad-10691	227	21	the	the	DET
dad-10691	227	22	cost	cost	NOUN
dad-10691	227	23	of	of	ADP
dad-10691	227	24	learning	learn	VERB
dad-10691	227	25	up	up	ADP
dad-10691	227	26	to	to	ADP
dad-10691	227	27	a	a	DET
dad-10691	227	28	certain	certain	ADJ
dad-10691	227	29	amount	amount	NOUN
dad-10691	227	30	of	of	ADP
dad-10691	227	31	training	training	NOUN
dad-10691	227	32	data	datum	NOUN
dad-10691	227	33	(	(	PUNCT
dad-10691	227	34	after	after	ADP
dad-10691	227	35	a	a	DET
dad-10691	227	36	cumulated	cumulated	ADJ
dad-10691	227	37	cost	cost	NOUN
dad-10691	227	38	of	of	ADP
dad-10691	227	39	7	7	NUM
dad-10691	227	40	500	500	NUM
dad-10691	227	41	,	,	PUNCT
dad-10691	227	42	asktranscription	asktranscription	NOUN
dad-10691	227	43	outperforms	outperform	VERB
dad-10691	227	44	all	all	DET
dad-10691	227	45	other	other	ADJ
dad-10691	227	46	configurations	configuration	NOUN
dad-10691	227	47	)	)	PUNCT
dad-10691	227	48	.	.	PUNCT
dad-10691	228	1	after	after	ADP
dad-10691	228	2	using	use	VERB
dad-10691	228	3	all	all	DET
dad-10691	228	4	the	the	DET
dad-10691	228	5	training	training	NOUN
dad-10691	228	6	data	datum	NOUN
dad-10691	228	7	,	,	PUNCT
dad-10691	228	8	α5	α5	NOUN
dad-10691	228	9	and	and	CCONJ
dad-10691	228	10	α7	α7	NOUN
dad-10691	228	11	reach	reach	VERB
dad-10691	228	12	both	both	DET
dad-10691	228	13	0.476	0.476	NUM
dad-10691	228	14	bleu	bleu	NOUN
dad-10691	228	15	,	,	PUNCT
dad-10691	228	16	an	an	DET
dad-10691	228	17	intermediate	intermediate	ADJ
dad-10691	228	18	value	value	NOUN
dad-10691	228	19	between	between	ADP
dad-10691	228	20	0.464	0.464	NUM
dad-10691	228	21	for	for	ADP
dad-10691	228	22	fcdic	fcdic	ADJ
dad-10691	228	23	and	and	CCONJ
dad-10691	228	24	0.503	0.503	NUM
dad-10691	228	25	for	for	ADP
dad-10691	228	26	fctrans	fctran	NOUN
dad-10691	228	27	.	.	PUNCT
dad-10691	229	1	asktranscription	asktranscription	NOUN
dad-10691	229	2	costs	cost	VERB
dad-10691	229	3	much	much	ADV
dad-10691	229	4	more	more	ADJ
dad-10691	229	5	than	than	ADP
dad-10691	229	6	askdictation	askdictation	NOUN
dad-10691	229	7	,	,	PUNCT
dad-10691	229	8	therefore	therefore	ADV
dad-10691	229	9	,	,	PUNCT
dad-10691	229	10	at	at	ADP
dad-10691	229	11	first	first	ADV
dad-10691	229	12	,	,	PUNCT
dad-10691	229	13	the	the	DET
dad-10691	229	14	bandit	bandit	NOUN
dad-10691	229	15	learns	learn	VERB
dad-10691	229	16	better	well	ADV
dad-10691	229	17	than	than	ADP
dad-10691	229	18	fctrans	fctran	NOUN
dad-10691	229	19	by	by	ADP
dad-10691	229	20	balancing	balance	VERB
dad-10691	229	21	between	between	ADP
dad-10691	229	22	the	the	DET
dad-10691	229	23	two	two	NUM
dad-10691	229	24	choices	choice	NOUN
dad-10691	229	25	.	.	PUNCT
dad-10691	230	1	but	but	CCONJ
dad-10691	230	2	after	after	ADP
dad-10691	230	3	the	the	DET
dad-10691	230	4	first	first	ADJ
dad-10691	230	5	two	two	NUM
dad-10691	230	6	blocks	block	NOUN
dad-10691	230	7	,	,	PUNCT
dad-10691	230	8	the	the	DET
dad-10691	230	9	increase	increase	NOUN
dad-10691	230	10	reduces	reduce	VERB
dad-10691	230	11	until	until	SCONJ
dad-10691	230	12	both	both	CCONJ
dad-10691	230	13	the	the	DET
dad-10691	230	14	α5	α5	NOUN
dad-10691	230	15	and	and	CCONJ
dad-10691	230	16	α7	α7	NOUN
dad-10691	230	17	curves	curve	NOUN
dad-10691	230	18	pass	pass	VERB
dad-10691	230	19	below	below	ADP
dad-10691	230	20	fctrans	fctran	NOUN
dad-10691	230	21	.	.	PUNCT
dad-10691	231	1	a	a	DET
dad-10691	231	2	higher	high	ADJ
dad-10691	231	3	α	α	NOUN
dad-10691	231	4	value	value	NOUN
dad-10691	231	5	tends	tend	VERB
dad-10691	231	6	to	to	PART
dad-10691	231	7	favour	favour	VERB
dad-10691	231	8	the	the	DET
dad-10691	231	9	ask	ask	NOUN
dad-10691	231	10	actions	action	NOUN
dad-10691	231	11	over	over	ADP
dad-10691	231	12	skip	skip	ADJ
dad-10691	231	13	,	,	PUNCT
dad-10691	231	14	and	and	CCONJ
dad-10691	231	15	asktranscription	asktranscription	NOUN
dad-10691	231	16	over	over	ADP
dad-10691	231	17	askdictation	askdictation	NOUN
dad-10691	231	18	.	.	PUNCT
dad-10691	232	1	the	the	DET
dad-10691	232	2	normalised	normalise	VERB
dad-10691	232	3	cost	cost	NOUN
dad-10691	232	4	has	have	AUX
dad-10691	232	5	been	be	AUX
dad-10691	232	6	tested	test	VERB
dad-10691	232	7	with	with	ADP
dad-10691	232	8	the	the	DET
dad-10691	232	9	same	same	ADJ
dad-10691	232	10	configuration	configuration	NOUN
dad-10691	232	11	.	.	PUNCT
dad-10691	233	1	the	the	DET
dad-10691	233	2	results	result	NOUN
dad-10691	233	3	(	(	PUNCT
dad-10691	233	4	figure	figure	NOUN
dad-10691	233	5	3b	3b	NUM
dad-10691	233	6	)	)	PUNCT
dad-10691	233	7	are	be	AUX
dad-10691	233	8	quite	quite	ADV
dad-10691	233	9	similar	similar	ADJ
dad-10691	233	10	.	.	PUNCT
dad-10691	234	1	asktranscription	asktranscription	NOUN
dad-10691	234	2	still	still	ADV
dad-10691	234	3	outperforms	outperform	VERB
dad-10691	234	4	all	all	DET
dad-10691	234	5	other	other	ADJ
dad-10691	234	6	configuration	configuration	NOUN
dad-10691	234	7	and	and	CCONJ
dad-10691	234	8	each	each	DET
dad-10691	234	9	setup	setup	NOUN
dad-10691	234	10	reaches	reach	VERB
dad-10691	234	11	the	the	DET
dad-10691	234	12	same	same	ADJ
dad-10691	234	13	bleu-4	bleu-4	NUM
dad-10691	234	14	score	score	NOUN
dad-10691	234	15	as	as	ADP
dad-10691	234	16	with	with	ADP
dad-10691	234	17	the	the	DET
dad-10691	234	18	un	un	PROPN
dad-10691	234	19	-	-	ADJ
dad-10691	234	20	normalised	normalise	VERB
dad-10691	234	21	cost	cost	NOUN
dad-10691	234	22	.	.	PUNCT
dad-10691	235	1	nevertheless	nevertheless	ADV
dad-10691	235	2	,	,	PUNCT
dad-10691	235	3	the	the	DET
dad-10691	235	4	cost	cost	NOUN
dad-10691	235	5	is	be	AUX
dad-10691	235	6	much	much	ADV
dad-10691	235	7	lower	low	ADJ
dad-10691	235	8	for	for	ADP
dad-10691	235	9	α5	α5	NOUN
dad-10691	235	10	(	(	PUNCT
dad-10691	235	11	2	2	NUM
dad-10691	235	12	085	085	NUM
dad-10691	235	13	)	)	PUNCT
dad-10691	235	14	,	,	PUNCT
dad-10691	235	15	α7	α7	NOUN
dad-10691	235	16	(	(	PUNCT
dad-10691	235	17	2	2	NUM
dad-10691	235	18	348	348	NUM
dad-10691	235	19	)	)	PUNCT
dad-10691	235	20	and	and	CCONJ
dad-10691	235	21	asktranscription	asktranscription	NOUN
dad-10691	235	22	(	(	PUNCT
dad-10691	235	23	3	3	NUM
dad-10691	235	24	034	034	NUM
dad-10691	235	25	)	)	PUNCT
dad-10691	235	26	.	.	PUNCT
dad-10691	236	1	the	the	DET
dad-10691	236	2	normalised	normalise	VERB
dad-10691	236	3	cost	cost	NOUN
dad-10691	236	4	reduces	reduce	VERB
dad-10691	236	5	the	the	DET
dad-10691	236	6	gap	gap	NOUN
dad-10691	236	7	between	between	ADP
dad-10691	236	8	the	the	DET
dad-10691	236	9	estimated	estimate	VERB
dad-10691	236	10	costs	cost	NOUN
dad-10691	236	11	of	of	ADP
dad-10691	236	12	a	a	DET
dad-10691	236	13	dictation	dictation	NOUN
dad-10691	236	14	and	and	CCONJ
dad-10691	236	15	a	a	DET
dad-10691	236	16	transcription	transcription	NOUN
dad-10691	236	17	;	;	PUNCT
dad-10691	236	18	thus	thus	ADV
dad-10691	236	19	,	,	PUNCT
dad-10691	236	20	it	it	PRON
dad-10691	236	21	tends	tend	VERB
dad-10691	236	22	to	to	PART
dad-10691	236	23	favour	favour	VERB
dad-10691	236	24	more	more	ADJ
dad-10691	236	25	the	the	DET
dad-10691	236	26	asktranscription	asktranscription	NOUN
dad-10691	236	27	.	.	PUNCT
dad-10691	237	1	figure	figure	NOUN
dad-10691	237	2	4	4	NUM
dad-10691	237	3	displays	display	VERB
dad-10691	237	4	the	the	DET
dad-10691	237	5	bleu-4	bleu-4	ADJ
dad-10691	237	6	scores	score	NOUN
dad-10691	237	7	as	as	ADP
dad-10691	237	8	a	a	DET
dad-10691	237	9	direct	direct	ADJ
dad-10691	237	10	function	function	NOUN
dad-10691	237	11	of	of	ADP
dad-10691	237	12	the	the	DET
dad-10691	237	13	training	training	NOUN
dad-10691	237	14	data	datum	NOUN
dad-10691	237	15	size	size	NOUN
dad-10691	237	16	.	.	PUNCT
dad-10691	238	1	the	the	DET
dad-10691	238	2	results	result	NOUN
dad-10691	238	3	are	be	AUX
dad-10691	238	4	consistent	consistent	ADJ
dad-10691	238	5	with	with	ADP
dad-10691	238	6	previous	previous	ADJ
dad-10691	238	7	conclusions	conclusion	NOUN
dad-10691	238	8	,	,	PUNCT
dad-10691	238	9	since	since	SCONJ
dad-10691	238	10	both	both	PRON
dad-10691	238	11	α5	α5	NOUN
dad-10691	238	12	and	and	CCONJ
dad-10691	238	13	α7	α7	NOUN
dad-10691	238	14	achieve	achieve	VERB
dad-10691	238	15	their	their	PRON
dad-10691	238	16	learning	learning	NOUN
dad-10691	238	17	with	with	ADP
dad-10691	238	18	a	a	DET
dad-10691	238	19	reduced	reduce	VERB
dad-10691	238	20	amount	amount	NOUN
dad-10691	238	21	of	of	ADP
dad-10691	238	22	data	datum	NOUN
dad-10691	238	23	,	,	PUNCT
dad-10691	238	24	and	and	CCONJ
dad-10691	238	25	performances	performance	NOUN
dad-10691	238	26	between	between	ADP
dad-10691	238	27	the	the	DET
dad-10691	238	28	forced	force	VERB
dad-10691	238	29	ask	ask	NOUN
dad-10691	238	30	choices	choice	NOUN
dad-10691	238	31	.	.	PUNCT
dad-10691	239	1	the	the	DET
dad-10691	239	2	bandit	bandit	NOUN
dad-10691	239	3	was	be	AUX
dad-10691	239	4	also	also	ADV
dad-10691	239	5	tested	test	VERB
dad-10691	239	6	with	with	ADP
dad-10691	239	7	a	a	DET
dad-10691	239	8	higher	high	ADJ
dad-10691	239	9	wer	wer	NOUN
dad-10691	239	10	(	(	PUNCT
dad-10691	239	11	20	20	NUM
dad-10691	239	12	%	%	NOUN
dad-10691	239	13	)	)	PUNCT
dad-10691	239	14	.	.	PUNCT
dad-10691	240	1	at	at	ADP
dad-10691	240	2	this	this	DET
dad-10691	240	3	rate	rate	NOUN
dad-10691	240	4	,	,	PUNCT
dad-10691	240	5	the	the	DET
dad-10691	240	6	system	system	NOUN
dad-10691	240	7	no	no	ADV
dad-10691	240	8	longer	long	ADV
dad-10691	240	9	learns	learn	VERB
dad-10691	240	10	from	from	ADP
dad-10691	240	11	the	the	DET
dad-10691	240	12	choice	choice	NOUN
dad-10691	240	13	askdictation	askdictation	NOUN
dad-10691	240	14	,	,	PUNCT
dad-10691	240	15	errors	error	NOUN
dad-10691	240	16	overwhelming	overwhelming	ADJ
dad-10691	240	17	improvement	improvement	NOUN
dad-10691	240	18	.	.	PUNCT
dad-10691	241	1	the	the	DET
dad-10691	241	2	forced	force	VERB
dad-10691	241	3	choice	choice	NOUN
dad-10691	241	4	askdictation	askdictation	NOUN
dad-10691	241	5	gives	give	VERB
dad-10691	241	6	a	a	DET
dad-10691	241	7	bleu-4	bleu-4	NUM
dad-10691	241	8	score	score	NOUN
dad-10691	241	9	of	of	ADP
dad-10691	241	10	0.383	0.383	NUM
dad-10691	241	11	,	,	PUNCT
dad-10691	241	12	less	less	ADJ
dad-10691	241	13	than	than	ADP
dad-10691	241	14	the	the	DET
dad-10691	241	15	initial	initial	ADJ
dad-10691	241	16	system	system	NOUN
dad-10691	241	17	.	.	PUNCT
dad-10691	242	1	an	an	DET
dad-10691	242	2	analysis	analysis	NOUN
dad-10691	242	3	of	of	ADP
dad-10691	242	4	the	the	DET
dad-10691	242	5	learned	learn	VERB
dad-10691	242	6	policy	policy	NOUN
dad-10691	242	7	shows	show	VERB
dad-10691	242	8	that	that	SCONJ
dad-10691	242	9	with	with	ADP
dad-10691	242	10	a	a	DET
dad-10691	242	11	low	low	ADJ
dad-10691	242	12	wer	wer	NOUN
dad-10691	242	13	(	(	PUNCT
dad-10691	242	14	5	5	NUM
dad-10691	242	15	%	%	NOUN
dad-10691	242	16	)	)	PUNCT
dad-10691	242	17	,	,	PUNCT
dad-10691	242	18	the	the	DET
dad-10691	242	19	bandit	bandit	NOUN
dad-10691	242	20	globally	globally	ADV
dad-10691	242	21	explores	explore	VERB
dad-10691	242	22	both	both	PRON
dad-10691	242	23	ask	ask	VERB
dad-10691	242	24	learning	learn	VERB
dad-10691	242	25	choices	choice	NOUN
dad-10691	242	26	,	,	PUNCT
dad-10691	242	27	and	and	CCONJ
dad-10691	242	28	presents	present	VERB
dad-10691	242	29	at	at	ADP
dad-10691	242	30	the	the	DET
dad-10691	242	31	end	end	NOUN
dad-10691	242	32	a	a	DET
dad-10691	242	33	slight	slight	ADJ
dad-10691	242	34	preference	preference	NOUN
dad-10691	242	35	for	for	ADP
dad-10691	242	36	askdictation	askdictation	NOUN
dad-10691	242	37	.	.	PUNCT
dad-10691	243	1	with	with	ADP
dad-10691	243	2	a	a	DET
dad-10691	243	3	higher	high	ADJ
dad-10691	243	4	wer	wer	NOUN
dad-10691	243	5	(	(	PUNCT
dad-10691	243	6	20	20	NUM
dad-10691	243	7	%	%	NOUN
dad-10691	243	8	)	)	PUNCT
dad-10691	243	9	,	,	PUNCT
dad-10691	243	10	the	the	DET
dad-10691	243	11	bandit	bandit	NOUN
dad-10691	243	12	favours	favour	VERB
dad-10691	243	13	asktranscription	asktranscription	NOUN
dad-10691	243	14	(	(	PUNCT
dad-10691	243	15	chosen	choose	VERB
dad-10691	243	16	almost	almost	ADV
dad-10691	243	17	half	half	NOUN
dad-10691	243	18	of	of	ADP
dad-10691	243	19	the	the	DET
dad-10691	243	20	time	time	NOUN
dad-10691	243	21	at	at	ADP
dad-10691	243	22	the	the	DET
dad-10691	243	23	last	last	ADJ
dad-10691	243	24	iteration	iteration	NOUN
dad-10691	243	25	)	)	PUNCT
dad-10691	243	26	,	,	PUNCT
dad-10691	243	27	due	due	ADP
dad-10691	243	28	to	to	ADP
dad-10691	243	29	more	more	ADJ
dad-10691	243	30	utterances	utterance	NOUN
dad-10691	243	31	with	with	ADP
dad-10691	243	32	a	a	DET
dad-10691	243	33	high	high	ADJ
dad-10691	243	34	slot	slot	NOUN
dad-10691	243	35	error	error	NOUN
dad-10691	243	36	rate	rate	NOUN
dad-10691	243	37	and	and	CCONJ
dad-10691	243	38	therefore	therefore	ADV
dad-10691	243	39	a	a	DET
dad-10691	243	40	lower	low	ADJ
dad-10691	243	41	gain	gain	NOUN
dad-10691	243	42	.	.	PUNCT
dad-10691	244	1	12	12	NUM
dad-10691	244	2	reinforcement	reinforcement	NOUN
dad-10691	244	3	adaptation	adaptation	NOUN
dad-10691	244	4	of	of	ADP
dad-10691	244	5	an	an	DET
dad-10691	244	6	attention	attention	NOUN
dad-10691	244	7	-	-	PUNCT
dad-10691	244	8	based	base	VERB
dad-10691	244	9	neural	neural	ADJ
dad-10691	244	10	natural	natural	ADJ
dad-10691	244	11	language	language	NOUN
dad-10691	244	12	generator	generator	NOUN
dad-10691	244	13	5.3	5.3	NUM
dad-10691	244	14	human	human	ADJ
dad-10691	244	15	evaluation	evaluation	NOUN
dad-10691	244	16	objective	objective	ADJ
dad-10691	244	17	evaluations	evaluation	NOUN
dad-10691	244	18	using	use	VERB
dad-10691	244	19	automatic	automatic	ADJ
dad-10691	244	20	metrics	metric	NOUN
dad-10691	244	21	like	like	ADP
dad-10691	244	22	bleu-4	bleu-4	PRON
dad-10691	244	23	do	do	AUX
dad-10691	244	24	not	not	PART
dad-10691	244	25	necessarily	necessarily	ADV
dad-10691	244	26	reflect	reflect	VERB
dad-10691	244	27	real	real	ADJ
dad-10691	244	28	users	user	NOUN
dad-10691	244	29	’	'	PUNCT
dad-10691	244	30	preferences	preference	NOUN
dad-10691	244	31	(	(	PUNCT
dad-10691	244	32	callison	callison	PROPN
dad-10691	244	33	-	-	PUNCT
dad-10691	244	34	burch	burch	PROPN
dad-10691	244	35	et	et	PROPN
dad-10691	244	36	al	al	PROPN
dad-10691	244	37	.	.	PROPN
dad-10691	244	38	,	,	PUNCT
dad-10691	244	39	2006	2006	NUM
dad-10691	244	40	)	)	PUNCT
dad-10691	244	41	.	.	PUNCT
dad-10691	245	1	in	in	ADP
dad-10691	245	2	particular	particular	ADJ
dad-10691	245	3	,	,	PUNCT
dad-10691	245	4	naturalness	naturalness	NOUN
dad-10691	245	5	is	be	AUX
dad-10691	245	6	really	really	ADV
dad-10691	245	7	hard	hard	ADJ
dad-10691	245	8	to	to	PART
dad-10691	245	9	formalise	formalise	VERB
dad-10691	245	10	(	(	PUNCT
dad-10691	245	11	as	as	ADP
dad-10691	245	12	in	in	ADP
dad-10691	245	13	general	general	ADJ
dad-10691	245	14	,	,	PUNCT
dad-10691	245	15	more	more	ADV
dad-10691	245	16	socially	socially	ADV
dad-10691	245	17	-	-	PUNCT
dad-10691	245	18	oriented	orient	VERB
dad-10691	245	19	qualities	quality	NOUN
dad-10691	245	20	of	of	ADP
dad-10691	245	21	a	a	DET
dad-10691	245	22	system	system	NOUN
dad-10691	245	23	can	can	AUX
dad-10691	245	24	not	not	PART
dad-10691	245	25	be	be	AUX
dad-10691	245	26	easily	easily	ADV
dad-10691	245	27	captured	capture	VERB
dad-10691	245	28	with	with	ADP
dad-10691	245	29	current	current	ADJ
dad-10691	245	30	evaluation	evaluation	NOUN
dad-10691	245	31	modes	mode	NOUN
dad-10691	245	32	(	(	PUNCT
dad-10691	245	33	e.g.	e.g.	ADV
dad-10691	245	34	,	,	PUNCT
dad-10691	245	35	curry	curry	NOUN
dad-10691	245	36	et	et	PROPN
dad-10691	245	37	al	al	PROPN
dad-10691	245	38	.	.	PROPN
dad-10691	246	1	(	(	PUNCT
dad-10691	246	2	2017	2017	NUM
dad-10691	246	3	)	)	PUNCT
dad-10691	246	4	or	or	CCONJ
dad-10691	246	5	perez	perez	NOUN
dad-10691	246	6	-	-	PUNCT
dad-10691	246	7	beltrachini	beltrachini	PROPN
dad-10691	246	8	and	and	CCONJ
dad-10691	246	9	gardent	gardent	NOUN
dad-10691	246	10	(	(	PUNCT
dad-10691	246	11	2017	2017	NUM
dad-10691	246	12	)	)	PUNCT
dad-10691	246	13	)	)	PUNCT
dad-10691	247	1	in	in	ADP
dad-10691	247	2	order	order	NOUN
dad-10691	247	3	to	to	PART
dad-10691	247	4	better	well	ADV
dad-10691	247	5	evaluate	evaluate	VERB
dad-10691	247	6	whether	whether	SCONJ
dad-10691	247	7	or	or	CCONJ
dad-10691	247	8	not	not	PART
dad-10691	247	9	the	the	DET
dad-10691	247	10	results	result	NOUN
dad-10691	247	11	of	of	ADP
dad-10691	247	12	the	the	DET
dad-10691	247	13	on	on	ADP
dad-10691	247	14	-	-	PUNCT
dad-10691	247	15	line	line	NOUN
dad-10691	247	16	learning	learn	VERB
dad-10691	247	17	approach	approach	NOUN
dad-10691	247	18	induce	induce	VERB
dad-10691	247	19	a	a	DET
dad-10691	247	20	better	well	ADJ
dad-10691	247	21	appreciation	appreciation	NOUN
dad-10691	247	22	of	of	ADP
dad-10691	247	23	the	the	DET
dad-10691	247	24	system	system	NOUN
dad-10691	247	25	by	by	ADP
dad-10691	247	26	the	the	DET
dad-10691	247	27	users	user	NOUN
dad-10691	247	28	,	,	PUNCT
dad-10691	247	29	a	a	DET
dad-10691	247	30	human	human	ADJ
dad-10691	247	31	evaluation	evaluation	NOUN
dad-10691	247	32	was	be	AUX
dad-10691	247	33	conducted	conduct	VERB
dad-10691	247	34	.	.	PUNCT
dad-10691	248	1	any	any	PRON
dad-10691	248	2	of	of	ADP
dad-10691	248	3	the	the	DET
dad-10691	248	4	enhanced	enhance	VERB
dad-10691	248	5	models	model	NOUN
dad-10691	248	6	could	could	AUX
dad-10691	248	7	have	have	AUX
dad-10691	248	8	been	be	AUX
dad-10691	248	9	used	use	VERB
dad-10691	248	10	as	as	ADP
dad-10691	248	11	the	the	DET
dad-10691	248	12	objective	objective	NOUN
dad-10691	248	13	here	here	ADV
dad-10691	248	14	is	be	AUX
dad-10691	248	15	to	to	PART
dad-10691	248	16	confirm	confirm	VERB
dad-10691	248	17	that	that	SCONJ
dad-10691	248	18	the	the	DET
dad-10691	248	19	observations	observation	NOUN
dad-10691	248	20	in	in	ADP
dad-10691	248	21	the	the	DET
dad-10691	248	22	simulated	simulate	VERB
dad-10691	248	23	environment	environment	NOUN
dad-10691	248	24	(	(	PUNCT
dad-10691	248	25	bleu	bleu	NOUN
dad-10691	248	26	and	and	CCONJ
dad-10691	248	27	eer	eer	PROPN
dad-10691	248	28	scores	score	NOUN
dad-10691	248	29	)	)	PUNCT
dad-10691	248	30	transferred	transfer	VERB
dad-10691	248	31	well	well	ADV
dad-10691	248	32	to	to	ADP
dad-10691	248	33	subjective	subjective	ADJ
dad-10691	248	34	user	user	NOUN
dad-10691	248	35	’s	’s	PART
dad-10691	248	36	appraisal	appraisal	NOUN
dad-10691	248	37	,	,	PUNCT
dad-10691	248	38	that	that	PRON
dad-10691	248	39	is	be	AUX
dad-10691	248	40	:	:	PUNCT
dad-10691	248	41	does	do	AUX
dad-10691	248	42	the	the	DET
dad-10691	248	43	adaptation	adaptation	NOUN
dad-10691	248	44	procedure	procedure	NOUN
dad-10691	248	45	,	,	PUNCT
dad-10691	248	46	whatever	whatever	PRON
dad-10691	248	47	the	the	DET
dad-10691	248	48	exact	exact	ADJ
dad-10691	248	49	model	model	NOUN
dad-10691	248	50	used	use	VERB
dad-10691	248	51	,	,	PUNCT
dad-10691	248	52	improve	improve	VERB
dad-10691	248	53	the	the	DET
dad-10691	248	54	quality	quality	NOUN
dad-10691	248	55	of	of	ADP
dad-10691	248	56	the	the	DET
dad-10691	248	57	generation	generation	NOUN
dad-10691	248	58	process	process	NOUN
dad-10691	248	59	?	?	PUNCT
dad-10691	249	1	however	however	ADV
dad-10691	249	2	,	,	PUNCT
dad-10691	249	3	due	due	ADP
dad-10691	249	4	to	to	ADP
dad-10691	249	5	the	the	DET
dad-10691	249	6	cost	cost	NOUN
dad-10691	249	7	of	of	ADP
dad-10691	249	8	the	the	DET
dad-10691	249	9	experiment	experiment	NOUN
dad-10691	249	10	,	,	PUNCT
dad-10691	249	11	only	only	ADV
dad-10691	249	12	the	the	DET
dad-10691	249	13	adapted	adapt	VERB
dad-10691	249	14	model	model	NOUN
dad-10691	249	15	α5	α5	PROPN
dad-10691	249	16	was	be	AUX
dad-10691	249	17	chosen	choose	VERB
dad-10691	249	18	to	to	PART
dad-10691	249	19	be	be	AUX
dad-10691	249	20	compared	compare	VERB
dad-10691	249	21	with	with	ADP
dad-10691	249	22	the	the	DET
dad-10691	249	23	initial	initial	ADJ
dad-10691	249	24	model	model	NOUN
dad-10691	249	25	(	(	PUNCT
dad-10691	249	26	only	only	ADV
dad-10691	249	27	referred	refer	VERB
dad-10691	249	28	to	to	ADP
dad-10691	249	29	as	as	ADP
dad-10691	249	30	‘	'	PUNCT
dad-10691	249	31	the	the	DET
dad-10691	249	32	adapted	adapted	ADJ
dad-10691	249	33	model	model	NOUN
dad-10691	249	34	’	'	PUNCT
dad-10691	249	35	hereafter	hereafter	ADV
dad-10691	249	36	)	)	PUNCT
dad-10691	249	37	.	.	PUNCT
dad-10691	250	1	five	five	NUM
dad-10691	250	2	annotators	annotator	NOUN
dad-10691	250	3	were	be	AUX
dad-10691	250	4	recruited	recruit	VERB
dad-10691	250	5	to	to	PART
dad-10691	250	6	automatically	automatically	ADV
dad-10691	250	7	evaluate	evaluate	VERB
dad-10691	250	8	generated	generate	VERB
dad-10691	250	9	utterances	utterance	NOUN
dad-10691	250	10	.	.	PUNCT
dad-10691	251	1	for	for	ADP
dad-10691	251	2	each	each	DET
dad-10691	251	3	example	example	NOUN
dad-10691	251	4	,	,	PUNCT
dad-10691	251	5	a	a	DET
dad-10691	251	6	dialogue	dialogue	NOUN
dad-10691	251	7	act	act	NOUN
dad-10691	251	8	and	and	CCONJ
dad-10691	251	9	the	the	DET
dad-10691	251	10	three	three	NUM
dad-10691	251	11	best	good	ADJ
dad-10691	251	12	sentences	sentence	NOUN
dad-10691	251	13	generated	generate	VERB
dad-10691	251	14	by	by	ADP
dad-10691	251	15	each	each	DET
dad-10691	251	16	system	system	NOUN
dad-10691	251	17	have	have	AUX
dad-10691	251	18	been	be	AUX
dad-10691	251	19	presented	present	VERB
dad-10691	251	20	to	to	ADP
dad-10691	251	21	the	the	DET
dad-10691	251	22	annotators	annotator	NOUN
dad-10691	251	23	.	.	PUNCT
dad-10691	252	1	the	the	DET
dad-10691	252	2	six	six	NUM
dad-10691	252	3	utterances	utterance	NOUN
dad-10691	252	4	were	be	AUX
dad-10691	252	5	randomly	randomly	ADV
dad-10691	252	6	ordered	order	VERB
dad-10691	252	7	,	,	PUNCT
dad-10691	252	8	and	and	CCONJ
dad-10691	252	9	there	there	PRON
dad-10691	252	10	was	be	VERB
dad-10691	252	11	no	no	DET
dad-10691	252	12	indication	indication	NOUN
dad-10691	252	13	on	on	ADP
dad-10691	252	14	the	the	DET
dad-10691	252	15	system	system	NOUN
dad-10691	252	16	that	that	PRON
dad-10691	252	17	built	build	VERB
dad-10691	252	18	them	they	PRON
dad-10691	252	19	.	.	PUNCT
dad-10691	253	1	the	the	DET
dad-10691	253	2	annotators	annotator	NOUN
dad-10691	253	3	have	have	AUX
dad-10691	253	4	been	be	AUX
dad-10691	253	5	asked	ask	VERB
dad-10691	253	6	to	to	PART
dad-10691	253	7	give	give	VERB
dad-10691	253	8	three	three	NUM
dad-10691	253	9	scores	score	NOUN
dad-10691	253	10	to	to	ADP
dad-10691	253	11	each	each	DET
dad-10691	253	12	utterance	utterance	NOUN
dad-10691	253	13	,	,	PUNCT
dad-10691	253	14	all	all	PRON
dad-10691	253	15	rating	rate	VERB
dad-10691	253	16	from	from	ADP
dad-10691	253	17	1	1	NUM
dad-10691	253	18	to	to	PART
dad-10691	253	19	3	3	NUM
dad-10691	253	20	:	:	SYM
dad-10691	253	21	•	•	NUM
dad-10691	253	22	informativeness	informativeness	NOUN
dad-10691	253	23	evaluates	evaluate	VERB
dad-10691	253	24	whether	whether	SCONJ
dad-10691	253	25	the	the	DET
dad-10691	253	26	information	information	NOUN
dad-10691	253	27	given	give	VERB
dad-10691	253	28	by	by	ADP
dad-10691	253	29	the	the	DET
dad-10691	253	30	dialogue	dialogue	NOUN
dad-10691	253	31	act	act	NOUN
dad-10691	253	32	is	be	AUX
dad-10691	253	33	well	well	ADV
dad-10691	253	34	expressed	express	VERB
dad-10691	253	35	in	in	ADP
dad-10691	253	36	the	the	DET
dad-10691	253	37	generated	generate	VERB
dad-10691	253	38	utterance	utterance	NOUN
dad-10691	253	39	:	:	PUNCT
dad-10691	253	40	–	–	PUNCT
dad-10691	253	41	3	3	X
dad-10691	253	42	:	:	PUNCT
dad-10691	253	43	all	all	DET
dad-10691	253	44	information	information	NOUN
dad-10691	253	45	given	give	VERB
dad-10691	253	46	by	by	ADP
dad-10691	253	47	the	the	DET
dad-10691	253	48	dialogue	dialogue	NOUN
dad-10691	253	49	act	act	NOUN
dad-10691	253	50	is	be	AUX
dad-10691	253	51	conveyed	convey	VERB
dad-10691	253	52	and	and	CCONJ
dad-10691	253	53	no	no	DET
dad-10691	253	54	additional	additional	ADJ
dad-10691	253	55	information	information	NOUN
dad-10691	253	56	is	be	AUX
dad-10691	253	57	introduced	introduce	VERB
dad-10691	253	58	;	;	PUNCT
dad-10691	253	59	–	–	PUNCT
dad-10691	253	60	2	2	NUM
dad-10691	253	61	:	:	PUNCT
dad-10691	253	62	minor	minor	ADJ
dad-10691	253	63	information	information	NOUN
dad-10691	253	64	is	be	AUX
dad-10691	253	65	missing	miss	VERB
dad-10691	253	66	or	or	CCONJ
dad-10691	253	67	there	there	PRON
dad-10691	253	68	is	be	VERB
dad-10691	253	69	extra	extra	ADJ
dad-10691	253	70	information	information	NOUN
dad-10691	253	71	not	not	PART
dad-10691	253	72	present	present	ADJ
dad-10691	253	73	in	in	ADP
dad-10691	253	74	the	the	DET
dad-10691	253	75	dialogue	dialogue	NOUN
dad-10691	253	76	act	act	NOUN
dad-10691	253	77	;	;	PUNCT
dad-10691	253	78	–	–	PUNCT
dad-10691	253	79	1	1	NUM
dad-10691	253	80	:	:	PUNCT
dad-10691	253	81	any	any	DET
dad-10691	253	82	other	other	ADJ
dad-10691	253	83	case	case	NOUN
dad-10691	253	84	.	.	PUNCT
dad-10691	254	1	•	•	NUM
dad-10691	254	2	syntax	syntax	NOUN
dad-10691	254	3	evaluates	evaluate	VERB
dad-10691	254	4	the	the	DET
dad-10691	254	5	level	level	NOUN
dad-10691	254	6	of	of	ADP
dad-10691	254	7	syntactic	syntactic	ADJ
dad-10691	254	8	correctness	correctness	NOUN
dad-10691	254	9	of	of	ADP
dad-10691	254	10	an	an	DET
dad-10691	254	11	utterance	utterance	NOUN
dad-10691	254	12	:	:	PUNCT
dad-10691	254	13	–	–	PUNCT
dad-10691	254	14	3	3	NUM
dad-10691	254	15	:	:	PUNCT
dad-10691	254	16	the	the	DET
dad-10691	254	17	utterance	utterance	NOUN
dad-10691	254	18	is	be	AUX
dad-10691	254	19	correct	correct	ADJ
dad-10691	254	20	;	;	PUNCT
dad-10691	254	21	–	–	PUNCT
dad-10691	254	22	2	2	NUM
dad-10691	254	23	:	:	PUNCT
dad-10691	254	24	there	there	PRON
dad-10691	254	25	are	be	VERB
dad-10691	254	26	small	small	ADJ
dad-10691	254	27	,	,	PUNCT
dad-10691	254	28	hardly	hardly	ADV
dad-10691	254	29	audible	audible	ADJ
dad-10691	254	30	imperfections	imperfection	NOUN
dad-10691	254	31	;	;	PUNCT
dad-10691	254	32	–	–	PUNCT
dad-10691	254	33	1	1	NUM
dad-10691	254	34	:	:	PUNCT
dad-10691	254	35	there	there	PRON
dad-10691	254	36	are	be	VERB
dad-10691	254	37	some	some	DET
dad-10691	254	38	clear	clear	ADJ
dad-10691	254	39	mistakes	mistake	NOUN
dad-10691	254	40	in	in	ADP
dad-10691	254	41	the	the	DET
dad-10691	254	42	utterance	utterance	NOUN
dad-10691	254	43	.	.	PUNCT
dad-10691	255	1	•	•	NOUN
dad-10691	255	2	naturalness	naturalness	NOUN
dad-10691	255	3	evaluates	evaluate	VERB
dad-10691	255	4	whether	whether	SCONJ
dad-10691	255	5	the	the	DET
dad-10691	255	6	utterance	utterance	NOUN
dad-10691	255	7	sounds	sound	VERB
dad-10691	255	8	like	like	ADP
dad-10691	255	9	a	a	DET
dad-10691	255	10	potential	potential	ADJ
dad-10691	255	11	human	human	ADJ
dad-10691	255	12	production	production	NOUN
dad-10691	255	13	:	:	PUNCT
dad-10691	255	14	–	–	PUNCT
dad-10691	255	15	3	3	NUM
dad-10691	255	16	:	:	PUNCT
dad-10691	255	17	the	the	DET
dad-10691	255	18	utterance	utterance	NOUN
dad-10691	255	19	could	could	AUX
dad-10691	255	20	have	have	AUX
dad-10691	255	21	been	be	AUX
dad-10691	255	22	pronounced	pronounce	VERB
dad-10691	255	23	by	by	ADP
dad-10691	255	24	a	a	DET
dad-10691	255	25	human	human	NOUN
dad-10691	255	26	in	in	ADP
dad-10691	255	27	this	this	DET
dad-10691	255	28	situation	situation	NOUN
dad-10691	255	29	;	;	PUNCT
dad-10691	255	30	–	–	PUNCT
dad-10691	255	31	2	2	NUM
dad-10691	255	32	:	:	PUNCT
dad-10691	255	33	the	the	DET
dad-10691	255	34	utterance	utterance	NOUN
dad-10691	255	35	is	be	AUX
dad-10691	255	36	correct	correct	ADJ
dad-10691	255	37	but	but	CCONJ
dad-10691	255	38	unfit	unfit	ADJ
dad-10691	255	39	to	to	ADP
dad-10691	255	40	the	the	DET
dad-10691	255	41	situation	situation	NOUN
dad-10691	255	42	,	,	PUNCT
dad-10691	255	43	or	or	CCONJ
dad-10691	255	44	sounds	sound	VERB
dad-10691	255	45	synthetic	synthetic	ADJ
dad-10691	255	46	;	;	PUNCT
dad-10691	255	47	–	–	PUNCT
dad-10691	255	48	1	1	NUM
dad-10691	255	49	:	:	PUNCT
dad-10691	255	50	even	even	ADV
dad-10691	255	51	by	by	ADP
dad-10691	255	52	correcting	correct	VERB
dad-10691	255	53	the	the	DET
dad-10691	255	54	grammatical	grammatical	ADJ
dad-10691	255	55	errors	error	NOUN
dad-10691	255	56	if	if	SCONJ
dad-10691	255	57	needed	need	VERB
dad-10691	255	58	,	,	PUNCT
dad-10691	255	59	the	the	DET
dad-10691	255	60	utterance	utterance	NOUN
dad-10691	255	61	could	could	AUX
dad-10691	255	62	never	never	ADV
dad-10691	255	63	have	have	AUX
dad-10691	255	64	been	be	AUX
dad-10691	255	65	pronounced	pronounce	VERB
dad-10691	255	66	by	by	ADP
dad-10691	255	67	a	a	DET
dad-10691	255	68	human	human	NOUN
dad-10691	255	69	.	.	PUNCT
dad-10691	256	1	to	to	PART
dad-10691	256	2	reduce	reduce	VERB
dad-10691	256	3	the	the	DET
dad-10691	256	4	burden	burden	NOUN
dad-10691	256	5	of	of	ADP
dad-10691	256	6	the	the	DET
dad-10691	256	7	annotators	annotator	NOUN
dad-10691	256	8	,	,	PUNCT
dad-10691	256	9	duplicate	duplicate	ADJ
dad-10691	256	10	sentences	sentence	NOUN
dad-10691	256	11	were	be	AUX
dad-10691	256	12	merged	merge	VERB
dad-10691	256	13	.	.	PUNCT
dad-10691	257	1	in	in	ADP
dad-10691	257	2	addition	addition	NOUN
dad-10691	257	3	to	to	ADP
dad-10691	257	4	the	the	DET
dad-10691	257	5	evaluation	evaluation	NOUN
dad-10691	257	6	of	of	ADP
dad-10691	257	7	each	each	DET
dad-10691	257	8	sentence	sentence	NOUN
dad-10691	257	9	,	,	PUNCT
dad-10691	257	10	they	they	PRON
dad-10691	257	11	were	be	AUX
dad-10691	257	12	asked	ask	VERB
dad-10691	257	13	to	to	PART
dad-10691	257	14	indicate	indicate	VERB
dad-10691	257	15	their	their	PRON
dad-10691	257	16	preferred	preferred	ADJ
dad-10691	257	17	one	one	NOUN
dad-10691	257	18	.	.	PUNCT
dad-10691	258	1	to	to	PART
dad-10691	258	2	evaluate	evaluate	VERB
dad-10691	258	3	annotator	annotator	NOUN
dad-10691	258	4	agreement	agreement	NOUN
dad-10691	258	5	using	use	VERB
dad-10691	258	6	the	the	DET
dad-10691	258	7	fleiss	fleiss	PROPN
dad-10691	258	8	kappa	kappa	PROPN
dad-10691	258	9	metrics	metric	NOUN
dad-10691	258	10	,	,	PUNCT
dad-10691	258	11	the	the	DET
dad-10691	258	12	first	first	ADJ
dad-10691	258	13	20	20	NUM
dad-10691	258	14	examples	example	NOUN
dad-10691	258	15	were	be	AUX
dad-10691	258	16	shared	share	VERB
dad-10691	258	17	over	over	ADP
dad-10691	258	18	all	all	DET
dad-10691	258	19	annotators	annotator	NOUN
dad-10691	258	20	.	.	PUNCT
dad-10691	259	1	a	a	DET
dad-10691	259	2	total	total	NOUN
dad-10691	259	3	of	of	ADP
dad-10691	259	4	471	471	NUM
dad-10691	259	5	evaluations	evaluation	NOUN
dad-10691	259	6	were	be	AUX
dad-10691	259	7	collected	collect	VERB
dad-10691	259	8	.	.	PUNCT
dad-10691	260	1	the	the	DET
dad-10691	260	2	κ	κ	PROPN
dad-10691	260	3	for	for	ADP
dad-10691	260	4	the	the	DET
dad-10691	260	5	global	global	ADJ
dad-10691	260	6	annotator	annotator	NOUN
dad-10691	260	7	agreement	agreement	NOUN
dad-10691	260	8	is	be	AUX
dad-10691	260	9	0.550	0.550	NUM
dad-10691	260	10	.	.	PUNCT
dad-10691	261	1	the	the	DET
dad-10691	261	2	task	task	NOUN
dad-10691	261	3	on	on	ADP
dad-10691	261	4	which	which	PRON
dad-10691	261	5	the	the	DET
dad-10691	261	6	annotators	annotator	NOUN
dad-10691	261	7	less	less	ADV
dad-10691	261	8	agreed	agree	VERB
dad-10691	261	9	is	be	AUX
dad-10691	261	10	rating	rating	NOUN
dad-10691	261	11	naturalness	naturalness	NOUN
dad-10691	261	12	,	,	PUNCT
dad-10691	261	13	with	with	ADP
dad-10691	261	14	a	a	DET
dad-10691	261	15	κ	κ	NOUN
dad-10691	261	16	of	of	ADP
dad-10691	261	17	0.468	0.468	NUM
dad-10691	261	18	to	to	PART
dad-10691	261	19	be	be	AUX
dad-10691	261	20	compared	compare	VERB
dad-10691	261	21	with	with	ADP
dad-10691	261	22	0.594	0.594	NUM
dad-10691	261	23	and	and	CCONJ
dad-10691	261	24	0.576	0.576	NUM
dad-10691	261	25	respectively	respectively	ADV
dad-10691	261	26	for	for	ADP
dad-10691	261	27	informativeness	informativeness	NOUN
dad-10691	261	28	and	and	CCONJ
dad-10691	261	29	syntax	syntax	NOUN
dad-10691	261	30	correctness	correctness	NOUN
dad-10691	261	31	.	.	PUNCT
dad-10691	262	1	13	13	NUM
dad-10691	262	2	riou	riou	NOUN
dad-10691	262	3	,	,	PUNCT
dad-10691	262	4	jabaian	jabaian	PROPN
dad-10691	262	5	,	,	PUNCT
dad-10691	262	6	huet	huet	PROPN
dad-10691	262	7	and	and	CCONJ
dad-10691	262	8	lefèvre	lefèvre	NOUN
dad-10691	262	9	initial	initial	ADJ
dad-10691	262	10	system	system	NOUN
dad-10691	262	11	adapted	adapt	VERB
dad-10691	262	12	system	system	NOUN
dad-10691	262	13	global	global	ADJ
dad-10691	262	14	score	score	VERB
dad-10691	262	15	2.356	2.356	NUM
dad-10691	262	16	2.425∗	2.425∗	NUM
dad-10691	262	17	informativeness	informativeness	ADJ
dad-10691	262	18	2.528	2.528	NUM
dad-10691	262	19	2.509	2.509	NUM
dad-10691	262	20	syntax	syntax	NOUN
dad-10691	262	21	2.272	2.272	NUM
dad-10691	262	22	2.383∗	2.383∗	NUM
dad-10691	262	23	naturalness	naturalness	NOUN
dad-10691	262	24	2.267	2.267	NUM
dad-10691	262	25	2.383∗	2.383∗	NUM
dad-10691	262	26	∗	∗	NOUN
dad-10691	262	27	p	p	X
dad-10691	262	28	<	<	X
dad-10691	262	29	0.001	0.001	NUM
dad-10691	262	30	table	table	NOUN
dad-10691	262	31	3	3	NUM
dad-10691	262	32	:	:	PUNCT
dad-10691	262	33	average	average	ADJ
dad-10691	262	34	scores	score	NOUN
dad-10691	262	35	for	for	ADP
dad-10691	262	36	each	each	DET
dad-10691	262	37	system	system	NOUN
dad-10691	262	38	.	.	PUNCT
dad-10691	263	1	statistical	statistical	ADJ
dad-10691	263	2	significance	significance	NOUN
dad-10691	263	3	was	be	AUX
dad-10691	263	4	computed	compute	VERB
dad-10691	263	5	using	use	VERB
dad-10691	263	6	a	a	DET
dad-10691	263	7	two	two	NUM
dad-10691	263	8	-	-	PUNCT
dad-10691	263	9	tailed	tail	VERB
dad-10691	263	10	student	student	NOUN
dad-10691	263	11	’s	’s	PART
dad-10691	263	12	t	t	PROPN
dad-10691	263	13	-	-	PUNCT
dad-10691	263	14	test	test	NOUN
dad-10691	263	15	between	between	ADP
dad-10691	263	16	the	the	DET
dad-10691	263	17	two	two	NUM
dad-10691	263	18	systems	system	NOUN
dad-10691	263	19	.	.	PUNCT
dad-10691	264	1	act	act	NOUN
dad-10691	264	2	type	type	NOUN
dad-10691	264	3	system	system	NOUN
dad-10691	264	4	all	all	DET
dad-10691	264	5	informativeness	informativeness	ADJ
dad-10691	264	6	naturalness	naturalness	NOUN
dad-10691	264	7	syntax	syntax	NOUN
dad-10691	264	8	inform	inform	NOUN
dad-10691	264	9	initial	initial	ADJ
dad-10691	264	10	2.50	2.50	NUM
dad-10691	264	11	2.39	2.39	NUM
dad-10691	264	12	2.39	2.39	NUM
dad-10691	264	13	2.42	2.42	NUM
dad-10691	264	14	adapted	adapt	VERB
dad-10691	264	15	2.42	2.42	NUM
dad-10691	264	16	2.52	2.52	NUM
dad-10691	264	17	2.37	2.37	NUM
dad-10691	264	18	2.39	2.39	NUM
dad-10691	264	19	inform_only_match	inform_only_match	NOUN
dad-10691	264	20	initial	initial	ADJ
dad-10691	264	21	2.33	2.33	NUM
dad-10691	264	22	2.50	2.50	NUM
dad-10691	264	23	2.50	2.50	NUM
dad-10691	264	24	2.00	2.00	NUM
dad-10691	264	25	adapted	adapt	VERB
dad-10691	264	26	1.94	1.94	NUM
dad-10691	264	27	2.00	2.00	NUM
dad-10691	264	28	2.00	2.00	NUM
dad-10691	264	29	1.83	1.83	NUM
dad-10691	264	30	?	?	PUNCT
dad-10691	264	31	inform_no_match	inform_no_match	NOUN
dad-10691	264	32	initial	initial	ADJ
dad-10691	264	33	2.48	2.48	NUM
dad-10691	264	34	2.78	2.78	NUM
dad-10691	264	35	2.33	2.33	NUM
dad-10691	264	36	2.34	2.34	NUM
dad-10691	264	37	adapted	adapt	VERB
dad-10691	264	38	2.19	2.19	NUM
dad-10691	264	39	2.23	2.23	NUM
dad-10691	264	40	2.07	2.07	NUM
dad-10691	264	41	2.05	2.05	NUM
dad-10691	264	42	?	?	PUNCT
dad-10691	264	43	select	select	ADJ
dad-10691	264	44	initial	initial	ADJ
dad-10691	264	45	2.16	2.16	NUM
dad-10691	264	46	2.52	2.52	NUM
dad-10691	264	47	2.01	2.01	NUM
dad-10691	264	48	1.89	1.89	NUM
dad-10691	264	49	adapted	adapt	VERB
dad-10691	264	50	2.05	2.05	NUM
dad-10691	264	51	2.52	2.52	NUM
dad-10691	264	52	2.37	2.37	NUM
dad-10691	264	53	2.33	2.33	NUM
dad-10691	264	54	?	?	PUNCT
dad-10691	264	55	request	request	NOUN
dad-10691	264	56	initial	initial	ADJ
dad-10691	264	57	2.65	2.65	NUM
dad-10691	264	58	2.82	2.82	NUM
dad-10691	264	59	2.65	2.65	NUM
dad-10691	264	60	2.47	2.47	NUM
dad-10691	264	61	adapted	adapt	VERB
dad-10691	264	62	2.63	2.63	NUM
dad-10691	264	63	2.77	2.77	NUM
dad-10691	264	64	2.57	2.57	NUM
dad-10691	264	65	2.55	2.55	NUM
dad-10691	264	66	?	?	PUNCT
dad-10691	264	67	reqmore	reqmore	NOUN
dad-10691	264	68	initial	initial	ADJ
dad-10691	264	69	2.27	2.27	NUM
dad-10691	264	70	2.67	2.67	NUM
dad-10691	264	71	2.07	2.07	NUM
dad-10691	264	72	2.07	2.07	NUM
dad-10691	264	73	adapted	adapt	VERB
dad-10691	264	74	2.62	2.62	NUM
dad-10691	264	75	2.47	2.47	NUM
dad-10691	264	76	2.73	2.73	NUM
dad-10691	264	77	2.67	2.67	NUM
dad-10691	264	78	?	?	PUNCT
dad-10691	264	79	confirm	confirm	VERB
dad-10691	264	80	initial	initial	ADJ
dad-10691	264	81	2.02	2.02	NUM
dad-10691	264	82	2.27	2.27	NUM
dad-10691	264	83	1.91	1.91	NUM
dad-10691	264	84	1.88	1.88	NUM
dad-10691	264	85	adapted	adapt	VERB
dad-10691	264	86	2.05	2.05	NUM
dad-10691	264	87	2.33	2.33	NUM
dad-10691	264	88	1.94	1.94	NUM
dad-10691	264	89	1.88	1.88	NUM
dad-10691	264	90	goodbye	goodbye	NOUN
dad-10691	264	91	initial	initial	ADJ
dad-10691	264	92	1.71	1.71	NUM
dad-10691	264	93	1.70	1.70	NUM
dad-10691	264	94	1.70	1.70	NUM
dad-10691	264	95	1.72	1.72	NUM
dad-10691	264	96	adapted	adapt	VERB
dad-10691	264	97	2.59	2.59	NUM
dad-10691	264	98	2.60	2.60	NUM
dad-10691	264	99	2.59	2.59	NUM
dad-10691	264	100	2.57	2.57	NUM
dad-10691	264	101	table	table	NOUN
dad-10691	264	102	4	4	NUM
dad-10691	264	103	:	:	PUNCT
dad-10691	264	104	average	average	ADJ
dad-10691	264	105	scores	score	NOUN
dad-10691	264	106	for	for	ADP
dad-10691	264	107	each	each	DET
dad-10691	264	108	system	system	NOUN
dad-10691	264	109	w.r.t	w.r.t	VERB
dad-10691	264	110	.	.	PUNCT
dad-10691	265	1	the	the	DET
dad-10691	265	2	act	act	NOUN
dad-10691	265	3	type	type	NOUN
dad-10691	265	4	of	of	ADP
dad-10691	265	5	the	the	DET
dad-10691	265	6	dialogue	dialogue	NOUN
dad-10691	265	7	act	act	PROPN
dad-10691	265	8	.	.	PUNCT
dad-10691	266	1	as	as	SCONJ
dad-10691	266	2	shown	show	VERB
dad-10691	266	3	in	in	ADP
dad-10691	266	4	table	table	NOUN
dad-10691	266	5	3	3	NUM
dad-10691	266	6	,	,	PUNCT
dad-10691	266	7	the	the	DET
dad-10691	266	8	adapted	adapt	VERB
dad-10691	266	9	system	system	NOUN
dad-10691	266	10	obtains	obtain	VERB
dad-10691	266	11	a	a	DET
dad-10691	266	12	significantly	significantly	ADV
dad-10691	266	13	higher	high	ADJ
dad-10691	266	14	global	global	ADJ
dad-10691	266	15	average	average	ADJ
dad-10691	266	16	score	score	NOUN
dad-10691	266	17	than	than	ADP
dad-10691	266	18	the	the	DET
dad-10691	266	19	initial	initial	ADJ
dad-10691	266	20	system	system	NOUN
dad-10691	266	21	.	.	PUNCT
dad-10691	267	1	more	more	ADV
dad-10691	267	2	specifically	specifically	ADV
dad-10691	267	3	,	,	PUNCT
dad-10691	267	4	the	the	DET
dad-10691	267	5	adapted	adapt	VERB
dad-10691	267	6	system	system	NOUN
dad-10691	267	7	obtains	obtain	VERB
dad-10691	267	8	significantly	significantly	ADV
dad-10691	267	9	higher	high	ADJ
dad-10691	267	10	scores	score	NOUN
dad-10691	267	11	for	for	ADP
dad-10691	267	12	naturalness	naturalness	NOUN
dad-10691	267	13	and	and	CCONJ
dad-10691	267	14	syntax	syntax	NOUN
dad-10691	267	15	,	,	PUNCT
dad-10691	267	16	and	and	CCONJ
dad-10691	267	17	the	the	DET
dad-10691	267	18	slight	slight	ADJ
dad-10691	267	19	decrease	decrease	NOUN
dad-10691	267	20	in	in	ADP
dad-10691	267	21	informativeness	informativeness	NOUN
dad-10691	267	22	is	be	AUX
dad-10691	267	23	not	not	PART
dad-10691	267	24	significant	significant	ADJ
dad-10691	267	25	.	.	PUNCT
dad-10691	268	1	table	table	NOUN
dad-10691	268	2	4	4	NUM
dad-10691	268	3	indicates	indicate	VERB
dad-10691	268	4	the	the	DET
dad-10691	268	5	variation	variation	NOUN
dad-10691	268	6	of	of	ADP
dad-10691	268	7	scores	score	NOUN
dad-10691	268	8	w.r.t	w.r.t	VERB
dad-10691	268	9	.	.	PUNCT
dad-10691	269	1	act	act	PROPN
dad-10691	269	2	type	type	NOUN
dad-10691	269	3	.	.	PUNCT
dad-10691	270	1	contrary	contrary	ADJ
dad-10691	270	2	to	to	ADP
dad-10691	270	3	what	what	PRON
dad-10691	270	4	one	one	PRON
dad-10691	270	5	might	might	AUX
dad-10691	270	6	think	think	VERB
dad-10691	270	7	,	,	PUNCT
dad-10691	270	8	it	it	PRON
dad-10691	270	9	can	can	AUX
dad-10691	270	10	be	be	AUX
dad-10691	270	11	observed	observe	VERB
dad-10691	270	12	that	that	SCONJ
dad-10691	270	13	the	the	DET
dad-10691	270	14	scores	score	NOUN
dad-10691	270	15	are	be	AUX
dad-10691	270	16	quite	quite	ADV
dad-10691	270	17	regular	regular	ADJ
dad-10691	270	18	over	over	ADP
dad-10691	270	19	all	all	DET
dad-10691	270	20	act	act	NOUN
dad-10691	270	21	types	type	NOUN
dad-10691	270	22	,	,	PUNCT
dad-10691	270	23	event	event	NOUN
dad-10691	270	24	though	though	SCONJ
dad-10691	270	25	they	they	PRON
dad-10691	270	26	each	each	PRON
dad-10691	270	27	represent	represent	VERB
dad-10691	270	28	very	very	ADV
dad-10691	270	29	variable	variable	ADJ
dad-10691	270	30	levels	level	NOUN
dad-10691	270	31	of	of	ADP
dad-10691	270	32	complexity	complexity	NOUN
dad-10691	270	33	.	.	PUNCT
dad-10691	271	1	on	on	ADP
dad-10691	271	2	the	the	DET
dad-10691	271	3	contrary	contrary	NOUN
dad-10691	271	4	,	,	PUNCT
dad-10691	271	5	table	table	NOUN
dad-10691	271	6	5	5	NUM
dad-10691	271	7	shows	show	VERB
dad-10691	271	8	that	that	SCONJ
dad-10691	271	9	both	both	DET
dad-10691	271	10	systems	system	NOUN
dad-10691	271	11	tend	tend	VERB
dad-10691	271	12	to	to	PART
dad-10691	271	13	have	have	VERB
dad-10691	271	14	higher	high	ADJ
dad-10691	271	15	overall	overall	ADJ
dad-10691	271	16	scores	score	NOUN
dad-10691	271	17	for	for	ADP
dad-10691	271	18	dialogue	dialogue	NOUN
dad-10691	271	19	acts	act	NOUN
dad-10691	271	20	of	of	ADP
dad-10691	271	21	low	low	ADJ
dad-10691	271	22	or	or	CCONJ
dad-10691	271	23	medium	medium	ADJ
dad-10691	271	24	length	length	NOUN
dad-10691	271	25	(	(	PUNCT
dad-10691	271	26	2	2	NUM
dad-10691	271	27	or	or	CCONJ
dad-10691	271	28	3	3	NUM
dad-10691	271	29	slots	slot	NOUN
dad-10691	271	30	)	)	PUNCT
dad-10691	271	31	.	.	PUNCT
dad-10691	272	1	with	with	ADP
dad-10691	272	2	more	more	ADJ
dad-10691	272	3	slots	slot	NOUN
dad-10691	272	4	,	,	PUNCT
dad-10691	272	5	the	the	DET
dad-10691	272	6	scores	score	NOUN
dad-10691	272	7	tend	tend	VERB
dad-10691	272	8	to	to	PART
dad-10691	272	9	decrease	decrease	VERB
dad-10691	272	10	as	as	SCONJ
dad-10691	272	11	the	the	DET
dad-10691	272	12	utterances	utterance	NOUN
dad-10691	272	13	become	become	VERB
dad-10691	272	14	more	more	ADV
dad-10691	272	15	complicated	complicated	ADJ
dad-10691	272	16	and	and	CCONJ
dad-10691	272	17	more	more	ADV
dad-10691	272	18	conducive	conducive	ADJ
dad-10691	272	19	to	to	ADP
dad-10691	272	20	errors	error	NOUN
dad-10691	272	21	with	with	ADP
dad-10691	272	22	automatic	automatic	ADJ
dad-10691	272	23	generation	generation	NOUN
dad-10691	272	24	.	.	PUNCT
dad-10691	273	1	when	when	SCONJ
dad-10691	273	2	the	the	DET
dad-10691	273	3	annotators	annotator	NOUN
dad-10691	273	4	were	be	AUX
dad-10691	273	5	asked	ask	VERB
dad-10691	273	6	to	to	PART
dad-10691	273	7	vote	vote	VERB
dad-10691	273	8	for	for	ADP
dad-10691	273	9	their	their	PRON
dad-10691	273	10	favourite	favourite	ADJ
dad-10691	273	11	utterance	utterance	NOUN
dad-10691	273	12	,	,	PUNCT
dad-10691	273	13	they	they	PRON
dad-10691	273	14	mainly	mainly	ADV
dad-10691	273	15	voted	vote	VERB
dad-10691	273	16	for	for	ADP
dad-10691	273	17	the	the	DET
dad-10691	273	18	best	good	ADJ
dad-10691	273	19	utterance	utterance	NOUN
dad-10691	273	20	of	of	ADP
dad-10691	273	21	each	each	DET
dad-10691	273	22	system	system	NOUN
dad-10691	273	23	,	,	PUNCT
dad-10691	273	24	with	with	ADP
dad-10691	273	25	a	a	DET
dad-10691	273	26	significant	significant	ADJ
dad-10691	273	27	preference	preference	NOUN
dad-10691	273	28	for	for	ADP
dad-10691	273	29	the	the	DET
dad-10691	273	30	adapted	adapt	VERB
dad-10691	273	31	system	system	NOUN
dad-10691	273	32	(	(	PUNCT
dad-10691	273	33	table	table	NOUN
dad-10691	273	34	6	6	NUM
dad-10691	273	35	)	)	PUNCT
dad-10691	273	36	.	.	PUNCT
dad-10691	274	1	but	but	CCONJ
dad-10691	274	2	mostly	mostly	ADV
dad-10691	274	3	the	the	DET
dad-10691	274	4	second	second	ADJ
dad-10691	274	5	and	and	CCONJ
dad-10691	274	6	third	third	ADJ
dad-10691	274	7	best	good	ADJ
dad-10691	274	8	propositions	proposition	NOUN
dad-10691	274	9	of	of	ADP
dad-10691	274	10	the	the	DET
dad-10691	274	11	adapted	adapt	VERB
dad-10691	274	12	systems	system	NOUN
dad-10691	274	13	were	be	AUX
dad-10691	274	14	also	also	ADV
dad-10691	274	15	selected	select	VERB
dad-10691	274	16	quite	quite	ADV
dad-10691	274	17	often	often	ADV
dad-10691	274	18	,	,	PUNCT
dad-10691	274	19	unlike	unlike	ADP
dad-10691	274	20	the	the	DET
dad-10691	274	21	second	second	ADJ
dad-10691	274	22	and	and	CCONJ
dad-10691	274	23	third	third	ADJ
dad-10691	274	24	best	good	ADJ
dad-10691	274	25	propositions	proposition	NOUN
dad-10691	274	26	of	of	ADP
dad-10691	274	27	the	the	DET
dad-10691	274	28	initial	initial	ADJ
dad-10691	274	29	system	system	NOUN
dad-10691	274	30	.	.	PUNCT
dad-10691	275	1	this	this	PRON
dad-10691	275	2	tends	tend	VERB
dad-10691	275	3	to	to	PART
dad-10691	275	4	confirm	confirm	VERB
dad-10691	275	5	that	that	SCONJ
dad-10691	275	6	the	the	DET
dad-10691	275	7	adapted	adapt	VERB
dad-10691	275	8	system	system	NOUN
dad-10691	275	9	can	can	AUX
dad-10691	275	10	generate	generate	VERB
dad-10691	275	11	more	more	ADV
dad-10691	275	12	satisfying	satisfying	ADJ
dad-10691	275	13	sentences	sentence	NOUN
dad-10691	275	14	with	with	ADP
dad-10691	275	15	a	a	DET
dad-10691	275	16	variability	variability	NOUN
dad-10691	275	17	greater	great	ADJ
dad-10691	275	18	than	than	ADP
dad-10691	275	19	the	the	DET
dad-10691	275	20	initial	initial	ADJ
dad-10691	275	21	system	system	NOUN
dad-10691	275	22	.	.	PUNCT
dad-10691	276	1	14	14	NUM
dad-10691	276	2	reinforcement	reinforcement	NOUN
dad-10691	276	3	adaptation	adaptation	NOUN
dad-10691	276	4	of	of	ADP
dad-10691	276	5	an	an	DET
dad-10691	276	6	attention	attention	NOUN
dad-10691	276	7	-	-	PUNCT
dad-10691	276	8	based	base	VERB
dad-10691	276	9	neural	neural	ADJ
dad-10691	276	10	natural	natural	ADJ
dad-10691	276	11	language	language	NOUN
dad-10691	276	12	generator	generator	NOUN
dad-10691	276	13	#	#	NOUN
dad-10691	276	14	slots	slot	NOUN
dad-10691	276	15	system	system	NOUN
dad-10691	276	16	all	all	DET
dad-10691	276	17	informativeness	informativeness	ADJ
dad-10691	276	18	naturalness	naturalness	NOUN
dad-10691	276	19	syntax	syntax	NOUN
dad-10691	276	20	0	0	NUM
dad-10691	276	21	slot	slot	NOUN
dad-10691	276	22	initial	initial	NOUN
dad-10691	276	23	1.74	1.74	NUM
dad-10691	276	24	1.76	1.76	NUM
dad-10691	276	25	1.72	1.72	NUM
dad-10691	276	26	1.74	1.74	NUM
dad-10691	276	27	adapted	adapt	VERB
dad-10691	276	28	2.59	2.59	NUM
dad-10691	276	29	2.60	2.60	NUM
dad-10691	276	30	2.60	2.60	NUM
dad-10691	276	31	2.58	2.58	NUM
dad-10691	276	32	1	1	NUM
dad-10691	276	33	slot	slot	NOUN
dad-10691	276	34	initial	initial	NOUN
dad-10691	276	35	2.38	2.38	NUM
dad-10691	276	36	2.59	2.59	NUM
dad-10691	276	37	2.34	2.34	NUM
dad-10691	276	38	2.21	2.21	NUM
dad-10691	276	39	adapted	adapt	VERB
dad-10691	276	40	2.38	2.38	NUM
dad-10691	276	41	2.55	2.55	NUM
dad-10691	276	42	2.31	2.31	NUM
dad-10691	276	43	2.27	2.27	NUM
dad-10691	276	44	2	2	NUM
dad-10691	276	45	slots	slot	NOUN
dad-10691	276	46	initial	initial	ADJ
dad-10691	276	47	2.58	2.58	NUM
dad-10691	276	48	2.80	2.80	NUM
dad-10691	276	49	2.50	2.50	NUM
dad-10691	276	50	2.46	2.46	NUM
dad-10691	276	51	adapted	adapt	VERB
dad-10691	276	52	2.64	2.64	NUM
dad-10691	276	53	2.75	2.75	NUM
dad-10691	276	54	2.58	2.58	NUM
dad-10691	276	55	2.58	2.58	NUM
dad-10691	276	56	3	3	NUM
dad-10691	276	57	slots	slot	NOUN
dad-10691	276	58	initial	initial	ADJ
dad-10691	276	59	2.47	2.47	NUM
dad-10691	276	60	2.72	2.72	NUM
dad-10691	276	61	2.30	2.30	NUM
dad-10691	276	62	2.39	2.39	NUM
dad-10691	276	63	adapted	adapt	VERB
dad-10691	276	64	2.32	2.32	NUM
dad-10691	276	65	2.48	2.48	NUM
dad-10691	276	66	2.26	2.26	NUM
dad-10691	276	67	2.29	2.29	NUM
dad-10691	276	68	4	4	NUM
dad-10691	276	69	slots	slot	NOUN
dad-10691	276	70	initial	initial	ADJ
dad-10691	276	71	2.28	2.28	NUM
dad-10691	276	72	2.35	2.35	NUM
dad-10691	276	73	2.24	2.24	NUM
dad-10691	276	74	2.27	2.27	NUM
dad-10691	276	75	adapted	adapt	VERB
dad-10691	276	76	1.71	1.71	NUM
dad-10691	276	77	1.74	1.74	NUM
dad-10691	276	78	1.69	1.69	NUM
dad-10691	276	79	1.70	1.70	NUM
dad-10691	276	80	5	5	NUM
dad-10691	276	81	slots	slot	NOUN
dad-10691	276	82	initial	initial	ADJ
dad-10691	276	83	1.75	1.75	NUM
dad-10691	276	84	2.00	2.00	NUM
dad-10691	276	85	1.67	1.67	NUM
dad-10691	276	86	1.58	1.58	NUM
dad-10691	276	87	adapted	adapt	VERB
dad-10691	276	88	1.66	1.66	NUM
dad-10691	276	89	1.50	1.50	NUM
dad-10691	276	90	1.75	1.75	NUM
dad-10691	276	91	1.58	1.58	NUM
dad-10691	276	92	table	table	NOUN
dad-10691	276	93	5	5	NUM
dad-10691	276	94	:	:	PUNCT
dad-10691	276	95	average	average	ADJ
dad-10691	276	96	scores	score	NOUN
dad-10691	276	97	for	for	ADP
dad-10691	276	98	each	each	DET
dad-10691	276	99	system	system	NOUN
dad-10691	276	100	w.r.t	w.r.t	VERB
dad-10691	276	101	.	.	PUNCT
dad-10691	277	1	the	the	DET
dad-10691	277	2	number	number	NOUN
dad-10691	277	3	of	of	ADP
dad-10691	277	4	slots	slot	NOUN
dad-10691	277	5	in	in	ADP
dad-10691	277	6	the	the	DET
dad-10691	277	7	dialogue	dialogue	NOUN
dad-10691	277	8	act	act	PROPN
dad-10691	277	9	.	.	PUNCT
dad-10691	278	1	rank	rank	PROPN
dad-10691	278	2	initial	initial	ADJ
dad-10691	278	3	system	system	NOUN
dad-10691	278	4	adapted	adapt	VERB
dad-10691	278	5	system	system	NOUN
dad-10691	278	6	1	1	NUM
dad-10691	278	7	111	111	NUM
dad-10691	278	8	(	(	PUNCT
dad-10691	278	9	22.0	22.0	NUM
dad-10691	278	10	%	%	NOUN
dad-10691	278	11	)	)	PUNCT
dad-10691	278	12	143	143	NUM
dad-10691	278	13	(	(	PUNCT
dad-10691	278	14	28.5	28.5	NUM
dad-10691	278	15	%	%	NOUN
dad-10691	278	16	)	)	PUNCT
dad-10691	278	17	2	2	NUM
dad-10691	278	18	51	51	NUM
dad-10691	278	19	(	(	PUNCT
dad-10691	278	20	10.2	10.2	NUM
dad-10691	278	21	%	%	NOUN
dad-10691	278	22	)	)	PUNCT
dad-10691	278	23	103	103	NUM
dad-10691	278	24	(	(	PUNCT
dad-10691	278	25	20.6	20.6	NUM
dad-10691	278	26	%	%	NOUN
dad-10691	278	27	)	)	PUNCT
dad-10691	278	28	3	3	NUM
dad-10691	278	29	18	18	NUM
dad-10691	278	30	(	(	PUNCT
dad-10691	278	31	3.6	3.6	NUM
dad-10691	278	32	%	%	NOUN
dad-10691	278	33	)	)	PUNCT
dad-10691	278	34	75	75	NUM
dad-10691	278	35	(	(	PUNCT
dad-10691	278	36	15.0	15.0	NUM
dad-10691	278	37	%	%	NOUN
dad-10691	278	38	)	)	PUNCT
dad-10691	278	39	total	total	NOUN
dad-10691	278	40	180	180	NUM
dad-10691	278	41	(	(	PUNCT
dad-10691	278	42	35.9	35.9	NUM
dad-10691	278	43	%	%	NOUN
dad-10691	278	44	)	)	PUNCT
dad-10691	278	45	321	321	NUM
dad-10691	278	46	(	(	PUNCT
dad-10691	278	47	64.1%)∗	64.1%)∗	NUM
dad-10691	278	48	∗	∗	VERB
dad-10691	278	49	p	p	NOUN
dad-10691	278	50	<	<	X
dad-10691	278	51	0.001	0.001	NUM
dad-10691	278	52	table	table	NOUN
dad-10691	278	53	6	6	NUM
dad-10691	278	54	:	:	PUNCT
dad-10691	278	55	number	number	NOUN
dad-10691	278	56	of	of	ADP
dad-10691	278	57	selected	select	VERB
dad-10691	278	58	sentences	sentence	NOUN
dad-10691	278	59	by	by	ADP
dad-10691	278	60	annotators	annotator	NOUN
dad-10691	278	61	w.r.t	w.r.t	VERB
dad-10691	278	62	.	.	PUNCT
dad-10691	279	1	their	their	PRON
dad-10691	279	2	rank	rank	NOUN
dad-10691	279	3	.	.	PUNCT
dad-10691	280	1	statistical	statistical	ADJ
dad-10691	280	2	significance	significance	NOUN
dad-10691	280	3	was	be	AUX
dad-10691	280	4	computed	compute	VERB
dad-10691	280	5	by	by	ADP
dad-10691	280	6	means	mean	NOUN
dad-10691	280	7	of	of	ADP
dad-10691	280	8	a	a	DET
dad-10691	280	9	two	two	NUM
dad-10691	280	10	-	-	PUNCT
dad-10691	280	11	tailed	tail	VERB
dad-10691	280	12	binomial	binomial	ADJ
dad-10691	280	13	test	test	NOUN
dad-10691	280	14	.	.	PUNCT
dad-10691	281	1	5.4	5.4	NUM
dad-10691	281	2	on	on	ADP
dad-10691	281	3	-	-	PUNCT
dad-10691	281	4	line	line	NOUN
dad-10691	281	5	adaptation	adaptation	NOUN
dad-10691	281	6	using	use	VERB
dad-10691	281	7	real	real	ADJ
dad-10691	281	8	asr	asr	NOUN
dad-10691	281	9	data	datum	NOUN
dad-10691	281	10	evaluation	evaluation	NOUN
dad-10691	281	11	to	to	PART
dad-10691	281	12	evaluate	evaluate	VERB
dad-10691	281	13	in	in	ADP
dad-10691	281	14	practice	practice	NOUN
dad-10691	281	15	the	the	DET
dad-10691	281	16	on	on	ADP
dad-10691	281	17	-	-	PUNCT
dad-10691	281	18	line	line	NOUN
dad-10691	281	19	framework	framework	NOUN
dad-10691	281	20	,	,	PUNCT
dad-10691	281	21	and	and	CCONJ
dad-10691	281	22	in	in	ADP
dad-10691	281	23	particular	particular	ADJ
dad-10691	281	24	the	the	DET
dad-10691	281	25	impact	impact	NOUN
dad-10691	281	26	of	of	ADP
dad-10691	281	27	the	the	DET
dad-10691	281	28	wer	wer	NOUN
dad-10691	281	29	during	during	ADP
dad-10691	281	30	the	the	DET
dad-10691	281	31	interactions	interaction	NOUN
dad-10691	281	32	,	,	PUNCT
dad-10691	281	33	a	a	DET
dad-10691	281	34	data	data	NOUN
dad-10691	281	35	collection	collection	NOUN
dad-10691	281	36	has	have	AUX
dad-10691	281	37	been	be	AUX
dad-10691	281	38	carried	carry	VERB
dad-10691	281	39	out	out	ADP
dad-10691	281	40	with	with	ADP
dad-10691	281	41	true	true	ADJ
dad-10691	281	42	users	user	NOUN
dad-10691	281	43	.	.	PUNCT
dad-10691	282	1	to	to	PART
dad-10691	282	2	collect	collect	VERB
dad-10691	282	3	the	the	DET
dad-10691	282	4	data	datum	NOUN
dad-10691	282	5	,	,	PUNCT
dad-10691	282	6	a	a	DET
dad-10691	282	7	dialogue	dialogue	NOUN
dad-10691	282	8	act	act	VERB
dad-10691	282	9	with	with	ADP
dad-10691	282	10	some	some	DET
dad-10691	282	11	possible	possible	ADJ
dad-10691	282	12	references	reference	NOUN
dad-10691	282	13	was	be	AUX
dad-10691	282	14	presented	present	VERB
dad-10691	282	15	to	to	ADP
dad-10691	282	16	the	the	DET
dad-10691	282	17	user	user	NOUN
dad-10691	282	18	for	for	ADP
dad-10691	282	19	each	each	DET
dad-10691	282	20	example	example	NOUN
dad-10691	282	21	.	.	PUNCT
dad-10691	283	1	then	then	ADV
dad-10691	283	2	,	,	PUNCT
dad-10691	283	3	the	the	DET
dad-10691	283	4	user	user	NOUN
dad-10691	283	5	has	have	AUX
dad-10691	283	6	been	be	AUX
dad-10691	283	7	asked	ask	VERB
dad-10691	283	8	to	to	PART
dad-10691	283	9	dictate	dictate	VERB
dad-10691	283	10	an	an	DET
dad-10691	283	11	alternative	alternative	ADJ
dad-10691	283	12	sentence	sentence	NOUN
dad-10691	283	13	corresponding	correspond	VERB
dad-10691	283	14	to	to	ADP
dad-10691	283	15	the	the	DET
dad-10691	283	16	dialogue	dialogue	NOUN
dad-10691	283	17	act	act	PROPN
dad-10691	283	18	.	.	PUNCT
dad-10691	284	1	to	to	PART
dad-10691	284	2	facilitate	facilitate	VERB
dad-10691	284	3	the	the	DET
dad-10691	284	4	experiment	experiment	NOUN
dad-10691	284	5	deployment	deployment	NOUN
dad-10691	284	6	,	,	PUNCT
dad-10691	284	7	the	the	DET
dad-10691	284	8	capabilities	capability	NOUN
dad-10691	284	9	of	of	ADP
dad-10691	284	10	speech	speech	NOUN
dad-10691	284	11	recognition	recognition	NOUN
dad-10691	284	12	available	available	ADJ
dad-10691	284	13	in	in	ADP
dad-10691	284	14	the	the	DET
dad-10691	284	15	browser	browser	NOUN
dad-10691	284	16	chrome	chrome	NOUN
dad-10691	284	17	,	,	PUNCT
dad-10691	284	18	with	with	ADP
dad-10691	284	19	the	the	DET
dad-10691	284	20	google	google	PROPN
dad-10691	284	21	asr	asr	PROPN
dad-10691	284	22	api	api	PROPN
dad-10691	284	23	,	,	PUNCT
dad-10691	284	24	were	be	AUX
dad-10691	284	25	used	use	VERB
dad-10691	284	26	.	.	PUNCT
dad-10691	285	1	with	with	ADP
dad-10691	285	2	the	the	DET
dad-10691	285	3	sentence	sentence	NOUN
dad-10691	285	4	transcribed	transcribe	VERB
dad-10691	285	5	,	,	PUNCT
dad-10691	285	6	the	the	DET
dad-10691	285	7	user	user	NOUN
dad-10691	285	8	had	have	VERB
dad-10691	285	9	the	the	DET
dad-10691	285	10	possibility	possibility	NOUN
dad-10691	285	11	to	to	PART
dad-10691	285	12	manually	manually	ADV
dad-10691	285	13	correct	correct	VERB
dad-10691	285	14	the	the	DET
dad-10691	285	15	automatic	automatic	ADJ
dad-10691	285	16	output	output	NOUN
dad-10691	285	17	if	if	SCONJ
dad-10691	285	18	needed	need	VERB
dad-10691	285	19	.	.	PUNCT
dad-10691	286	1	both	both	CCONJ
dad-10691	286	2	the	the	DET
dad-10691	286	3	transcribed	transcribe	VERB
dad-10691	286	4	and	and	CCONJ
dad-10691	286	5	corrected	correct	VERB
dad-10691	286	6	utterances	utterance	NOUN
dad-10691	286	7	were	be	AUX
dad-10691	286	8	collected	collect	VERB
dad-10691	286	9	,	,	PUNCT
dad-10691	286	10	as	as	ADV
dad-10691	286	11	well	well	ADV
dad-10691	286	12	as	as	ADP
dad-10691	286	13	the	the	DET
dad-10691	286	14	confidence	confidence	NOUN
dad-10691	286	15	score	score	NOUN
dad-10691	286	16	of	of	ADP
dad-10691	286	17	the	the	DET
dad-10691	286	18	automatically	automatically	ADV
dad-10691	286	19	transcribed	transcribe	VERB
dad-10691	286	20	sentences	sentence	NOUN
dad-10691	286	21	.	.	PUNCT
dad-10691	287	1	426	426	NUM
dad-10691	287	2	pairs	pair	NOUN
dad-10691	287	3	of	of	ADP
dad-10691	287	4	transcriptions	transcription	NOUN
dad-10691	287	5	(	(	PUNCT
dad-10691	287	6	automatic	automatic	ADJ
dad-10691	287	7	,	,	PUNCT
dad-10691	287	8	manual	manual	NOUN
dad-10691	287	9	)	)	PUNCT
dad-10691	287	10	have	have	AUX
dad-10691	287	11	been	be	AUX
dad-10691	287	12	collected	collect	VERB
dad-10691	287	13	this	this	PRON
dad-10691	287	14	way.6	way.6	PROPN
dad-10691	287	15	the	the	DET
dad-10691	287	16	transcribed	transcribe	VERB
dad-10691	287	17	utterances	utterance	NOUN
dad-10691	287	18	present	present	VERB
dad-10691	287	19	a	a	DET
dad-10691	287	20	mean	mean	ADJ
dad-10691	287	21	confidence	confidence	NOUN
dad-10691	287	22	score	score	NOUN
dad-10691	287	23	of	of	ADP
dad-10691	287	24	0.86	0.86	NUM
dad-10691	287	25	and	and	CCONJ
dad-10691	287	26	a	a	DET
dad-10691	287	27	mean	mean	NOUN
dad-10691	287	28	wer	wer	NOUN
dad-10691	287	29	(	(	PUNCT
dad-10691	287	30	between	between	ADP
dad-10691	287	31	transcribed	transcribe	VERB
dad-10691	287	32	and	and	CCONJ
dad-10691	287	33	corrected	correct	VERB
dad-10691	287	34	utterances	utterance	NOUN
dad-10691	287	35	)	)	PUNCT
dad-10691	287	36	of	of	ADP
dad-10691	287	37	only	only	ADV
dad-10691	287	38	2.42	2.42	NUM
dad-10691	287	39	%	%	NOUN
dad-10691	287	40	.	.	PUNCT
dad-10691	288	1	a	a	DET
dad-10691	288	2	new	new	ADJ
dad-10691	288	3	model	model	NOUN
dad-10691	288	4	was	be	AUX
dad-10691	288	5	adapted	adapt	VERB
dad-10691	288	6	,	,	PUNCT
dad-10691	288	7	through	through	ADP
dad-10691	288	8	the	the	DET
dad-10691	288	9	on	on	ADP
dad-10691	288	10	-	-	PUNCT
dad-10691	288	11	line	line	NOUN
dad-10691	288	12	adaptation	adaptation	NOUN
dad-10691	288	13	experimentation	experimentation	NOUN
dad-10691	288	14	described	describe	VERB
dad-10691	288	15	in	in	ADP
dad-10691	288	16	section	section	NOUN
dad-10691	288	17	5.2	5.2	NUM
dad-10691	288	18	using	use	VERB
dad-10691	288	19	the	the	DET
dad-10691	288	20	new	new	ADJ
dad-10691	288	21	collected	collect	VERB
dad-10691	288	22	data	datum	NOUN
dad-10691	288	23	instead	instead	ADV
dad-10691	288	24	of	of	ADP
dad-10691	288	25	the	the	DET
dad-10691	288	26	former	former	ADJ
dad-10691	288	27	human	human	NOUN
dad-10691	288	28	-	-	PUNCT
dad-10691	288	29	proposed	propose	VERB
dad-10691	288	30	references	reference	NOUN
dad-10691	288	31	.	.	PUNCT
dad-10691	289	1	the	the	DET
dad-10691	289	2	new	new	ADJ
dad-10691	289	3	corpus	corpus	NOUN
dad-10691	289	4	was	be	AUX
dad-10691	289	5	divided	divide	VERB
dad-10691	289	6	in	in	ADP
dad-10691	289	7	300	300	NUM
dad-10691	289	8	examples	example	NOUN
dad-10691	289	9	for	for	ADP
dad-10691	289	10	training	training	NOUN
dad-10691	289	11	and	and	CCONJ
dad-10691	289	12	126	126	NUM
dad-10691	289	13	for	for	ADP
dad-10691	289	14	testing	testing	NOUN
dad-10691	289	15	.	.	PUNCT
dad-10691	290	1	the	the	DET
dad-10691	290	2	same	same	ADJ
dad-10691	290	3	initial	initial	ADJ
dad-10691	290	4	bootstrap	bootstrap	NOUN
dad-10691	290	5	model	model	NOUN
dad-10691	290	6	was	be	AUX
dad-10691	290	7	used	use	VERB
dad-10691	290	8	,	,	PUNCT
dad-10691	290	9	but	but	CCONJ
dad-10691	290	10	this	this	DET
dad-10691	290	11	time	time	NOUN
dad-10691	290	12	it	it	PRON
dad-10691	290	13	was	be	AUX
dad-10691	290	14	updated	update	VERB
dad-10691	290	15	,	,	PUNCT
dad-10691	290	16	as	as	ADV
dad-10691	290	17	well	well	ADV
dad-10691	290	18	as	as	ADP
dad-10691	290	19	the	the	DET
dad-10691	290	20	bandit	bandit	NOUN
dad-10691	290	21	,	,	PUNCT
dad-10691	290	22	every	every	DET
dad-10691	290	23	50	50	NUM
dad-10691	290	24	utterances	utterance	NOUN
dad-10691	290	25	due	due	ADP
dad-10691	290	26	to	to	ADP
dad-10691	290	27	the	the	DET
dad-10691	290	28	6	6	NUM
dad-10691	290	29	.	.	PUNCT
dad-10691	291	1	all	all	DET
dad-10691	291	2	data	datum	NOUN
dad-10691	291	3	used	use	VERB
dad-10691	291	4	in	in	ADP
dad-10691	291	5	this	this	DET
dad-10691	291	6	study	study	NOUN
dad-10691	291	7	are	be	AUX
dad-10691	291	8	available	available	ADJ
dad-10691	291	9	upon	upon	SCONJ
dad-10691	291	10	request	request	NOUN
dad-10691	291	11	to	to	ADP
dad-10691	291	12	the	the	DET
dad-10691	291	13	authors	author	NOUN
dad-10691	291	14	.	.	PUNCT
dad-10691	292	1	15	15	NUM
dad-10691	292	2	riou	riou	NOUN
dad-10691	292	3	,	,	PUNCT
dad-10691	292	4	jabaian	jabaian	PROPN
dad-10691	292	5	,	,	PUNCT
dad-10691	292	6	huet	huet	PROPN
dad-10691	292	7	and	and	CCONJ
dad-10691	292	8	lefèvre	lefèvre	NOUN
dad-10691	292	9	smaller	small	ADJ
dad-10691	292	10	size	size	NOUN
dad-10691	292	11	of	of	ADP
dad-10691	292	12	the	the	DET
dad-10691	292	13	corpus	corpus	NOUN
dad-10691	292	14	.	.	PUNCT
dad-10691	293	1	to	to	PART
dad-10691	293	2	enhance	enhance	VERB
dad-10691	293	3	the	the	DET
dad-10691	293	4	gain	gain	NOUN
dad-10691	293	5	estimation	estimation	NOUN
dad-10691	293	6	,	,	PUNCT
dad-10691	293	7	the	the	DET
dad-10691	293	8	estimated	estimate	VERB
dad-10691	293	9	wer	wer	NOUN
dad-10691	293	10	was	be	AUX
dad-10691	293	11	replaced	replace	VERB
dad-10691	293	12	by	by	ADP
dad-10691	293	13	the	the	DET
dad-10691	293	14	confidence	confidence	NOUN
dad-10691	293	15	score	score	NOUN
dad-10691	293	16	of	of	ADP
dad-10691	293	17	the	the	DET
dad-10691	293	18	transcription	transcription	NOUN
dad-10691	293	19	:	:	PUNCT
dad-10691	293	20	g(askdictation	g(askdictation	NOUN
dad-10691	293	21	)	)	PUNCT
dad-10691	293	22	=	=	PUNCT
dad-10691	294	1	(	(	PUNCT
dad-10691	294	2	1−	1−	NUM
dad-10691	294	3	bleugen	bleugen	NOUN
dad-10691	294	4	/	/	SYM
dad-10691	294	5	prop)×	prop)×	NOUN
dad-10691	294	6	confidence	confidence	NOUN
dad-10691	294	7	score×	score×	PROPN
dad-10691	294	8	(	(	PUNCT
dad-10691	294	9	1−	1−	NUM
dad-10691	294	10	err	err	NOUN
dad-10691	294	11	)	)	PUNCT
dad-10691	294	12	.	.	PUNCT
dad-10691	295	1	this	this	DET
dad-10691	295	2	new	new	ADJ
dad-10691	295	3	adapted	adapt	VERB
dad-10691	295	4	model	model	NOUN
dad-10691	295	5	has	have	AUX
dad-10691	295	6	been	be	AUX
dad-10691	295	7	tested	test	VERB
dad-10691	295	8	on	on	ADP
dad-10691	295	9	the	the	DET
dad-10691	295	10	same	same	ADJ
dad-10691	295	11	corpus	corpus	NOUN
dad-10691	295	12	as	as	ADP
dad-10691	295	13	for	for	ADP
dad-10691	295	14	the	the	DET
dad-10691	295	15	first	first	ADJ
dad-10691	295	16	experiment	experiment	NOUN
dad-10691	295	17	,	,	PUNCT
dad-10691	295	18	by	by	ADP
dad-10691	295	19	comparing	compare	VERB
dad-10691	295	20	the	the	DET
dad-10691	295	21	generated	generate	VERB
dad-10691	295	22	utterances	utterance	NOUN
dad-10691	295	23	to	to	ADP
dad-10691	295	24	the	the	DET
dad-10691	295	25	references	reference	NOUN
dad-10691	295	26	generated	generate	VERB
dad-10691	295	27	by	by	ADP
dad-10691	295	28	patterns	pattern	NOUN
dad-10691	295	29	,	,	PUNCT
dad-10691	295	30	and	and	CCONJ
dad-10691	295	31	to	to	ADP
dad-10691	295	32	the	the	DET
dad-10691	295	33	references	reference	NOUN
dad-10691	295	34	proposed	propose	VERB
dad-10691	295	35	by	by	ADP
dad-10691	295	36	human	human	ADJ
dad-10691	295	37	annotators	annotator	NOUN
dad-10691	295	38	including	include	VERB
dad-10691	295	39	the	the	DET
dad-10691	295	40	corrected	correct	VERB
dad-10691	295	41	references	reference	NOUN
dad-10691	295	42	of	of	ADP
dad-10691	295	43	the	the	DET
dad-10691	295	44	new	new	ADJ
dad-10691	295	45	collected	collect	VERB
dad-10691	295	46	oral	oral	ADJ
dad-10691	295	47	data	datum	NOUN
dad-10691	295	48	.	.	PUNCT
dad-10691	296	1	results	result	NOUN
dad-10691	296	2	are	be	AUX
dad-10691	296	3	similar	similar	ADJ
dad-10691	296	4	to	to	ADP
dad-10691	296	5	the	the	DET
dad-10691	296	6	experiments	experiment	NOUN
dad-10691	296	7	done	do	VERB
dad-10691	296	8	with	with	ADP
dad-10691	296	9	the	the	DET
dad-10691	296	10	simulated	simulated	ADJ
dad-10691	296	11	wer	wer	NOUN
dad-10691	296	12	.	.	PUNCT
dad-10691	297	1	when	when	SCONJ
dad-10691	297	2	using	use	VERB
dad-10691	297	3	patterns	pattern	NOUN
dad-10691	297	4	as	as	ADP
dad-10691	297	5	references	reference	NOUN
dad-10691	297	6	,	,	PUNCT
dad-10691	297	7	bleu-4	bleu-4	PRON
dad-10691	297	8	is	be	AUX
dad-10691	297	9	reduced	reduce	VERB
dad-10691	297	10	by	by	ADP
dad-10691	297	11	0.10	0.10	NUM
dad-10691	297	12	(	(	PUNCT
dad-10691	297	13	from	from	ADP
dad-10691	297	14	0.829	0.829	NUM
dad-10691	297	15	to	to	ADP
dad-10691	297	16	0.727	0.727	NUM
dad-10691	297	17	)	)	PUNCT
dad-10691	297	18	,	,	PUNCT
dad-10691	297	19	while	while	SCONJ
dad-10691	297	20	it	it	PRON
dad-10691	297	21	slightly	slightly	ADV
dad-10691	297	22	decreases	decrease	VERB
dad-10691	297	23	by	by	ADP
dad-10691	297	24	0.03	0.03	NUM
dad-10691	297	25	(	(	PUNCT
dad-10691	297	26	from	from	ADP
dad-10691	297	27	0.482	0.482	NUM
dad-10691	297	28	to	to	ADP
dad-10691	297	29	0.451	0.451	NUM
dad-10691	297	30	)	)	PUNCT
dad-10691	297	31	when	when	SCONJ
dad-10691	297	32	compared	compare	VERB
dad-10691	297	33	to	to	ADP
dad-10691	297	34	human	human	ADJ
dad-10691	297	35	references	reference	NOUN
dad-10691	297	36	.	.	PUNCT
dad-10691	298	1	the	the	DET
dad-10691	298	2	lowest	low	ADJ
dad-10691	298	3	scores	score	NOUN
dad-10691	298	4	observed	observe	VERB
dad-10691	298	5	with	with	ADP
dad-10691	298	6	this	this	DET
dad-10691	298	7	last	last	ADJ
dad-10691	298	8	setup	setup	NOUN
dad-10691	298	9	with	with	ADP
dad-10691	298	10	human	human	ADJ
dad-10691	298	11	references	reference	NOUN
dad-10691	298	12	can	can	AUX
dad-10691	298	13	be	be	AUX
dad-10691	298	14	explained	explain	VERB
dad-10691	298	15	by	by	ADP
dad-10691	298	16	the	the	DET
dad-10691	298	17	large	large	ADJ
dad-10691	298	18	number	number	NOUN
dad-10691	298	19	of	of	ADP
dad-10691	298	20	human	human	ADJ
dad-10691	298	21	utterances	utterance	NOUN
dad-10691	298	22	from	from	ADP
dad-10691	298	23	the	the	DET
dad-10691	298	24	initial	initial	ADJ
dad-10691	298	25	corpus	corpus	NOUN
dad-10691	298	26	that	that	PRON
dad-10691	298	27	have	have	AUX
dad-10691	298	28	not	not	PART
dad-10691	298	29	been	be	AUX
dad-10691	298	30	learned	learn	VERB
dad-10691	298	31	in	in	ADP
dad-10691	298	32	this	this	DET
dad-10691	298	33	experiment	experiment	NOUN
dad-10691	298	34	.	.	PUNCT
dad-10691	299	1	the	the	DET
dad-10691	299	2	bandit	bandit	NOUN
dad-10691	299	3	algorithm	algorithm	NOUN
dad-10691	299	4	avoids	avoid	VERB
dad-10691	299	5	having	have	VERB
dad-10691	299	6	the	the	DET
dad-10691	299	7	system	system	NOUN
dad-10691	299	8	interfere	interfere	VERB
dad-10691	299	9	too	too	ADV
dad-10691	299	10	often	often	ADV
dad-10691	299	11	with	with	ADP
dad-10691	299	12	the	the	DET
dad-10691	299	13	user	user	NOUN
dad-10691	299	14	.	.	PUNCT
dad-10691	300	1	during	during	ADP
dad-10691	300	2	the	the	DET
dad-10691	300	3	entire	entire	ADJ
dad-10691	300	4	learning	learning	NOUN
dad-10691	300	5	,	,	PUNCT
dad-10691	300	6	it	it	PRON
dad-10691	300	7	asked	ask	VERB
dad-10691	300	8	for	for	ADP
dad-10691	300	9	transcriptions	transcription	NOUN
dad-10691	300	10	53	53	NUM
dad-10691	300	11	%	%	NOUN
dad-10691	300	12	of	of	ADP
dad-10691	300	13	the	the	DET
dad-10691	300	14	time	time	NOUN
dad-10691	300	15	,	,	PUNCT
dad-10691	300	16	compared	compare	VERB
dad-10691	300	17	to	to	ADP
dad-10691	300	18	only	only	ADV
dad-10691	300	19	23	23	NUM
dad-10691	300	20	%	%	NOUN
dad-10691	300	21	for	for	ADP
dad-10691	300	22	dictation	dictation	NOUN
dad-10691	300	23	,	,	PUNCT
dad-10691	300	24	and	and	CCONJ
dad-10691	300	25	it	it	PRON
dad-10691	300	26	did	do	AUX
dad-10691	300	27	not	not	PART
dad-10691	300	28	ask	ask	VERB
dad-10691	300	29	anything	anything	PRON
dad-10691	300	30	(	(	PUNCT
dad-10691	300	31	skipped	skip	VERB
dad-10691	300	32	)	)	PUNCT
dad-10691	300	33	23	23	NUM
dad-10691	300	34	%	%	NOUN
dad-10691	300	35	of	of	ADP
dad-10691	300	36	the	the	DET
dad-10691	300	37	time	time	NOUN
dad-10691	300	38	.	.	PUNCT
dad-10691	301	1	in	in	ADP
dad-10691	301	2	this	this	DET
dad-10691	301	3	way	way	NOUN
dad-10691	301	4	,	,	PUNCT
dad-10691	301	5	the	the	DET
dad-10691	301	6	cumulated	cumulated	ADJ
dad-10691	301	7	cost	cost	NOUN
dad-10691	301	8	of	of	ADP
dad-10691	301	9	the	the	DET
dad-10691	301	10	learning	learning	NOUN
dad-10691	301	11	has	have	AUX
dad-10691	301	12	been	be	AUX
dad-10691	301	13	divided	divide	VERB
dad-10691	301	14	by	by	ADP
dad-10691	301	15	two	two	NUM
dad-10691	301	16	w.r.t	w.r.t	NOUN
dad-10691	301	17	.	.	PUNCT
dad-10691	302	1	a	a	DET
dad-10691	302	2	system	system	NOUN
dad-10691	302	3	that	that	PRON
dad-10691	302	4	would	would	AUX
dad-10691	302	5	always	always	ADV
dad-10691	302	6	ask	ask	VERB
dad-10691	302	7	for	for	ADP
dad-10691	302	8	transcription	transcription	NOUN
dad-10691	302	9	(	(	PUNCT
dad-10691	302	10	from	from	ADP
dad-10691	302	11	4	4	NUM
dad-10691	302	12	243	243	NUM
dad-10691	302	13	to	to	PART
dad-10691	302	14	2	2	NUM
dad-10691	302	15	430	430	NUM
dad-10691	302	16	)	)	PUNCT
dad-10691	302	17	without	without	ADP
dad-10691	302	18	decreasing	decrease	VERB
dad-10691	302	19	too	too	ADV
dad-10691	302	20	much	much	ADJ
dad-10691	302	21	learning	learn	VERB
dad-10691	302	22	performance	performance	NOUN
dad-10691	302	23	(	(	PUNCT
dad-10691	302	24	bleu-4	bleu-4	PRON
dad-10691	302	25	score	score	NOUN
dad-10691	302	26	is	be	AUX
dad-10691	302	27	0.458	0.458	NUM
dad-10691	302	28	for	for	ADP
dad-10691	302	29	the	the	DET
dad-10691	302	30	forced	force	VERB
dad-10691	302	31	transcription	transcription	NOUN
dad-10691	302	32	system	system	NOUN
dad-10691	302	33	against	against	ADP
dad-10691	302	34	0.444	0.444	NUM
dad-10691	302	35	with	with	ADP
dad-10691	302	36	the	the	DET
dad-10691	302	37	bandit	bandit	NOUN
dad-10691	302	38	)	)	PUNCT
dad-10691	302	39	.	.	PUNCT
dad-10691	303	1	however	however	ADV
dad-10691	303	2	,	,	PUNCT
dad-10691	303	3	it	it	PRON
dad-10691	303	4	has	have	VERB
dad-10691	303	5	a	a	DET
dad-10691	303	6	lower	low	ADJ
dad-10691	303	7	performance	performance	NOUN
dad-10691	303	8	than	than	ADP
dad-10691	303	9	a	a	DET
dad-10691	303	10	system	system	NOUN
dad-10691	303	11	that	that	PRON
dad-10691	303	12	would	would	AUX
dad-10691	303	13	always	always	ADV
dad-10691	303	14	ask	ask	VERB
dad-10691	303	15	for	for	ADP
dad-10691	303	16	dictation	dictation	NOUN
dad-10691	303	17	,	,	PUNCT
dad-10691	303	18	which	which	PRON
dad-10691	303	19	obtains	obtain	VERB
dad-10691	303	20	a	a	DET
dad-10691	303	21	bleu-4	bleu-4	NUM
dad-10691	303	22	score	score	NOUN
dad-10691	303	23	of	of	ADP
dad-10691	303	24	0.451	0.451	NUM
dad-10691	303	25	for	for	ADP
dad-10691	303	26	a	a	DET
dad-10691	303	27	cumulated	cumulated	ADJ
dad-10691	303	28	cost	cost	NOUN
dad-10691	303	29	of	of	ADP
dad-10691	303	30	300	300	NUM
dad-10691	303	31	.	.	PUNCT
dad-10691	304	1	to	to	PART
dad-10691	304	2	allow	allow	VERB
dad-10691	304	3	the	the	DET
dad-10691	304	4	system	system	NOUN
dad-10691	304	5	to	to	PART
dad-10691	304	6	better	well	ADV
dad-10691	304	7	estimate	estimate	VERB
dad-10691	304	8	whether	whether	SCONJ
dad-10691	304	9	it	it	PRON
dad-10691	304	10	has	have	VERB
dad-10691	304	11	to	to	PART
dad-10691	304	12	ask	ask	VERB
dad-10691	304	13	or	or	CCONJ
dad-10691	304	14	not	not	PART
dad-10691	304	15	for	for	ADP
dad-10691	304	16	an	an	DET
dad-10691	304	17	oral	oral	ADJ
dad-10691	304	18	alternative	alternative	NOUN
dad-10691	304	19	,	,	PUNCT
dad-10691	304	20	and	and	CCONJ
dad-10691	304	21	whether	whether	SCONJ
dad-10691	304	22	or	or	CCONJ
dad-10691	304	23	not	not	PART
dad-10691	304	24	a	a	DET
dad-10691	304	25	transcription	transcription	NOUN
dad-10691	304	26	is	be	AUX
dad-10691	304	27	needed	need	VERB
dad-10691	304	28	,	,	PUNCT
dad-10691	304	29	the	the	DET
dad-10691	304	30	context	context	NOUN
dad-10691	304	31	has	have	VERB
dad-10691	304	32	to	to	PART
dad-10691	304	33	be	be	AUX
dad-10691	304	34	taking	take	VERB
dad-10691	304	35	into	into	ADP
dad-10691	304	36	account	account	NOUN
dad-10691	304	37	by	by	ADP
dad-10691	304	38	the	the	DET
dad-10691	304	39	bandit	bandit	NOUN
dad-10691	304	40	(	(	PUNCT
dad-10691	304	41	the	the	DET
dad-10691	304	42	nature	nature	NOUN
dad-10691	304	43	of	of	ADP
dad-10691	304	44	the	the	DET
dad-10691	304	45	dialogue	dialogue	NOUN
dad-10691	304	46	act	act	PROPN
dad-10691	304	47	,	,	PUNCT
dad-10691	304	48	complexity	complexity	NOUN
dad-10691	304	49	...	...	PUNCT
dad-10691	304	50	)	)	PUNCT
dad-10691	304	51	.	.	PUNCT
dad-10691	305	1	this	this	PRON
dad-10691	305	2	could	could	AUX
dad-10691	305	3	be	be	AUX
dad-10691	305	4	done	do	VERB
dad-10691	305	5	with	with	ADP
dad-10691	305	6	the	the	DET
dad-10691	305	7	same	same	ADJ
dad-10691	305	8	protocol	protocol	NOUN
dad-10691	305	9	by	by	ADP
dad-10691	305	10	using	use	VERB
dad-10691	305	11	a	a	DET
dad-10691	305	12	contextual	contextual	ADJ
dad-10691	305	13	bandit	bandit	NOUN
dad-10691	305	14	(	(	PUNCT
dad-10691	305	15	auer	auer	NOUN
dad-10691	305	16	et	et	NOUN
dad-10691	305	17	al	al	PROPN
dad-10691	305	18	.	.	PROPN
dad-10691	305	19	,	,	PUNCT
dad-10691	305	20	2002	2002	NUM
dad-10691	305	21	)	)	PUNCT
dad-10691	305	22	instead	instead	ADV
dad-10691	305	23	of	of	ADP
dad-10691	305	24	the	the	DET
dad-10691	305	25	adversarial	adversarial	ADJ
dad-10691	305	26	bandit	bandit	NOUN
dad-10691	305	27	.	.	PUNCT
dad-10691	306	1	however	however	ADV
dad-10691	306	2	,	,	PUNCT
dad-10691	306	3	such	such	DET
dad-10691	306	4	a	a	DET
dad-10691	306	5	setup	setup	NOUN
dad-10691	306	6	is	be	AUX
dad-10691	306	7	very	very	ADV
dad-10691	306	8	likely	likely	ADJ
dad-10691	306	9	to	to	PART
dad-10691	306	10	converge	converge	VERB
dad-10691	306	11	faster	fast	ADV
dad-10691	306	12	than	than	ADP
dad-10691	306	13	the	the	DET
dad-10691	306	14	non	non	ADJ
dad-10691	306	15	-	-	ADJ
dad-10691	306	16	contextual	contextual	ADJ
dad-10691	306	17	version	version	NOUN
dad-10691	306	18	and	and	CCONJ
dad-10691	306	19	thus	thus	ADV
dad-10691	306	20	limit	limit	VERB
dad-10691	306	21	the	the	DET
dad-10691	306	22	exploration	exploration	NOUN
dad-10691	306	23	steps	step	NOUN
dad-10691	306	24	,	,	PUNCT
dad-10691	306	25	which	which	PRON
dad-10691	306	26	the	the	DET
dad-10691	306	27	adversarial	adversarial	ADJ
dad-10691	306	28	bandit	bandit	NOUN
dad-10691	306	29	maintains	maintain	VERB
dad-10691	306	30	steadily	steadily	ADV
dad-10691	306	31	.	.	PUNCT
dad-10691	307	1	in	in	ADP
dad-10691	307	2	any	any	DET
dad-10691	307	3	case	case	NOUN
dad-10691	307	4	,	,	PUNCT
dad-10691	307	5	a	a	DET
dad-10691	307	6	comparison	comparison	NOUN
dad-10691	307	7	of	of	ADP
dad-10691	307	8	the	the	DET
dad-10691	307	9	variants	variant	NOUN
dad-10691	307	10	is	be	AUX
dad-10691	307	11	planned	plan	VERB
dad-10691	307	12	to	to	PART
dad-10691	307	13	obtain	obtain	VERB
dad-10691	307	14	more	more	ADJ
dad-10691	307	15	insights	insight	NOUN
dad-10691	307	16	on	on	ADP
dad-10691	307	17	their	their	PRON
dad-10691	307	18	true	true	ADJ
dad-10691	307	19	performance	performance	NOUN
dad-10691	307	20	.	.	PUNCT
dad-10691	308	1	6	6	X
dad-10691	308	2	.	.	X
dad-10691	308	3	conclusion	conclusion	NOUN
dad-10691	308	4	in	in	ADP
dad-10691	308	5	this	this	DET
dad-10691	308	6	paper	paper	NOUN
dad-10691	308	7	we	we	PRON
dad-10691	308	8	have	have	AUX
dad-10691	308	9	investigated	investigate	VERB
dad-10691	308	10	an	an	DET
dad-10691	308	11	attention	attention	NOUN
dad-10691	308	12	-	-	PUNCT
dad-10691	308	13	based	base	VERB
dad-10691	308	14	neural	neural	ADJ
dad-10691	308	15	network	network	NOUN
dad-10691	308	16	for	for	ADP
dad-10691	308	17	natural	natural	ADJ
dad-10691	308	18	language	language	NOUN
dad-10691	308	19	generation	generation	NOUN
dad-10691	308	20	,	,	PUNCT
dad-10691	308	21	combining	combine	VERB
dad-10691	308	22	two	two	NUM
dad-10691	308	23	systems	system	NOUN
dad-10691	308	24	proposed	propose	VERB
dad-10691	308	25	by	by	ADP
dad-10691	308	26	wen	wen	PROPN
dad-10691	308	27	et	et	PROPN
dad-10691	308	28	al	al	PROPN
dad-10691	308	29	.	.	PROPN
dad-10691	308	30	:	:	PUNCT
dad-10691	309	1	the	the	DET
dad-10691	309	2	semantically	semantically	ADV
dad-10691	309	3	conditioned	condition	VERB
dad-10691	309	4	lstm	lstm	NOUN
dad-10691	309	5	-	-	PUNCT
dad-10691	309	6	based	base	VERB
dad-10691	309	7	model	model	NOUN
dad-10691	309	8	(	(	PUNCT
dad-10691	309	9	sclstm	sclstm	NOUN
dad-10691	309	10	)	)	PUNCT
dad-10691	309	11	and	and	CCONJ
dad-10691	309	12	the	the	DET
dad-10691	309	13	rnn	rnn	NOUN
dad-10691	309	14	encoder	encoder	NOUN
dad-10691	309	15	-	-	PUNCT
dad-10691	309	16	decoder	decoder	NOUN
dad-10691	309	17	architecture	architecture	NOUN
dad-10691	309	18	with	with	ADP
dad-10691	309	19	an	an	DET
dad-10691	309	20	attention	attention	NOUN
dad-10691	309	21	mechanism	mechanism	NOUN
dad-10691	309	22	.	.	PUNCT
dad-10691	310	1	while	while	SCONJ
dad-10691	310	2	not	not	PART
dad-10691	310	3	improving	improve	VERB
dad-10691	310	4	the	the	DET
dad-10691	310	5	bleu	bleu	NOUN
dad-10691	310	6	score	score	NOUN
dad-10691	310	7	globally	globally	ADV
dad-10691	310	8	,	,	PUNCT
dad-10691	310	9	this	this	DET
dad-10691	310	10	model	model	NOUN
dad-10691	310	11	outperforms	outperform	VERB
dad-10691	310	12	them	they	PRON
dad-10691	310	13	on	on	ADP
dad-10691	310	14	the	the	DET
dad-10691	310	15	slot	slot	NOUN
dad-10691	310	16	error	error	NOUN
dad-10691	310	17	rate	rate	NOUN
dad-10691	310	18	,	,	PUNCT
dad-10691	310	19	preventing	prevent	VERB
dad-10691	310	20	the	the	DET
dad-10691	310	21	semantic	semantic	ADJ
dad-10691	310	22	repetitions	repetition	NOUN
dad-10691	310	23	or	or	CCONJ
dad-10691	310	24	omissions	omission	NOUN
dad-10691	310	25	in	in	ADP
dad-10691	310	26	the	the	DET
dad-10691	310	27	generated	generate	VERB
dad-10691	310	28	utterances	utterance	NOUN
dad-10691	310	29	.	.	PUNCT
dad-10691	311	1	we	we	PRON
dad-10691	311	2	then	then	ADV
dad-10691	311	3	proposed	propose	VERB
dad-10691	311	4	a	a	DET
dad-10691	311	5	protocol	protocol	NOUN
dad-10691	311	6	to	to	PART
dad-10691	311	7	adapt	adapt	VERB
dad-10691	311	8	a	a	DET
dad-10691	311	9	bootstrapped	bootstrappe	VERB
dad-10691	311	10	model	model	NOUN
dad-10691	311	11	using	use	VERB
dad-10691	311	12	on	on	ADP
dad-10691	311	13	-	-	PUNCT
dad-10691	311	14	line	line	NOUN
dad-10691	311	15	learning	learning	NOUN
dad-10691	311	16	.	.	PUNCT
dad-10691	312	1	results	result	NOUN
dad-10691	312	2	obtained	obtain	VERB
dad-10691	312	3	on	on	ADP
dad-10691	312	4	a	a	DET
dad-10691	312	5	simulated	simulate	VERB
dad-10691	312	6	experiment	experiment	NOUN
dad-10691	312	7	have	have	AUX
dad-10691	312	8	been	be	AUX
dad-10691	312	9	confirmed	confirm	VERB
dad-10691	312	10	and	and	CCONJ
dad-10691	312	11	completed	complete	VERB
dad-10691	312	12	with	with	ADP
dad-10691	312	13	real	real	ADJ
dad-10691	312	14	users	user	NOUN
dad-10691	312	15	,	,	PUNCT
dad-10691	312	16	providing	provide	VERB
dad-10691	312	17	new	new	ADJ
dad-10691	312	18	proposals	proposal	NOUN
dad-10691	312	19	to	to	ADP
dad-10691	312	20	the	the	DET
dad-10691	312	21	system	system	NOUN
dad-10691	312	22	and	and	CCONJ
dad-10691	312	23	assessing	assess	VERB
dad-10691	312	24	the	the	DET
dad-10691	312	25	qualities	quality	NOUN
dad-10691	312	26	of	of	ADP
dad-10691	312	27	the	the	DET
dad-10691	312	28	adapted	adapt	VERB
dad-10691	312	29	system	system	NOUN
dad-10691	312	30	’s	’s	PART
dad-10691	312	31	hypotheses	hypothesis	NOUN
dad-10691	312	32	.	.	PUNCT
dad-10691	313	1	the	the	DET
dad-10691	313	2	bandit	bandit	NOUN
dad-10691	313	3	algorithm	algorithm	NOUN
dad-10691	313	4	has	have	AUX
dad-10691	313	5	been	be	AUX
dad-10691	313	6	shown	show	VERB
dad-10691	313	7	to	to	PART
dad-10691	313	8	allow	allow	VERB
dad-10691	313	9	the	the	DET
dad-10691	313	10	system	system	NOUN
dad-10691	313	11	to	to	PART
dad-10691	313	12	balance	balance	VERB
dad-10691	313	13	between	between	ADP
dad-10691	313	14	improving	improve	VERB
dad-10691	313	15	the	the	DET
dad-10691	313	16	system	system	NOUN
dad-10691	313	17	’s	’s	PART
dad-10691	313	18	performance	performance	NOUN
dad-10691	313	19	and	and	CCONJ
dad-10691	313	20	the	the	DET
dad-10691	313	21	additional	additional	ADJ
dad-10691	313	22	workload	workload	NOUN
dad-10691	313	23	it	it	PRON
dad-10691	313	24	implies	imply	VERB
dad-10691	313	25	for	for	ADP
dad-10691	313	26	the	the	DET
dad-10691	313	27	user	user	NOUN
dad-10691	313	28	.	.	PUNCT
dad-10691	314	1	it	it	PRON
dad-10691	314	2	also	also	ADV
dad-10691	314	3	leads	lead	VERB
dad-10691	314	4	to	to	ADP
dad-10691	314	5	a	a	DET
dad-10691	314	6	system	system	NOUN
dad-10691	314	7	considered	consider	VERB
dad-10691	314	8	more	more	ADV
dad-10691	314	9	varied	varied	ADJ
dad-10691	314	10	by	by	ADP
dad-10691	314	11	the	the	DET
dad-10691	314	12	users	user	NOUN
dad-10691	314	13	.	.	PUNCT
dad-10691	315	1	in	in	ADP
dad-10691	315	2	future	future	ADJ
dad-10691	315	3	work	work	NOUN
dad-10691	315	4	,	,	PUNCT
dad-10691	315	5	we	we	PRON
dad-10691	315	6	will	will	AUX
dad-10691	315	7	study	study	VERB
dad-10691	315	8	how	how	SCONJ
dad-10691	315	9	to	to	PART
dad-10691	315	10	improve	improve	VERB
dad-10691	315	11	the	the	DET
dad-10691	315	12	system	system	NOUN
dad-10691	315	13	’s	’s	PART
dad-10691	315	14	learning	learn	VERB
dad-10691	315	15	ability	ability	NOUN
dad-10691	315	16	by	by	ADP
dad-10691	315	17	taking	take	VERB
dad-10691	315	18	the	the	DET
dad-10691	315	19	context	context	NOUN
dad-10691	315	20	into	into	ADP
dad-10691	315	21	account	account	NOUN
dad-10691	315	22	before	before	ADP
dad-10691	315	23	making	make	VERB
dad-10691	315	24	a	a	DET
dad-10691	315	25	choice	choice	NOUN
dad-10691	315	26	,	,	PUNCT
dad-10691	315	27	with	with	ADP
dad-10691	315	28	recourse	recourse	NOUN
dad-10691	315	29	to	to	ADP
dad-10691	315	30	a	a	DET
dad-10691	315	31	contextual	contextual	ADJ
dad-10691	315	32	bandit	bandit	NOUN
dad-10691	315	33	.	.	PUNCT
dad-10691	316	1	more	more	ADV
dad-10691	316	2	importantly	importantly	ADV
dad-10691	316	3	,	,	PUNCT
dad-10691	316	4	the	the	DET
dad-10691	316	5	natural	natural	ADJ
dad-10691	316	6	language	language	NOUN
dad-10691	316	7	generator	generator	NOUN
dad-10691	316	8	has	have	VERB
dad-10691	316	9	to	to	PART
dad-10691	316	10	be	be	AUX
dad-10691	316	11	evaluated	evaluate	VERB
dad-10691	316	12	within	within	ADP
dad-10691	316	13	an	an	DET
dad-10691	316	14	entire	entire	ADJ
dad-10691	316	15	dialogue	dialogue	NOUN
dad-10691	316	16	system	system	NOUN
dad-10691	316	17	to	to	PART
dad-10691	316	18	definitely	definitely	ADV
dad-10691	316	19	confirm	confirm	VERB
dad-10691	316	20	the	the	DET
dad-10691	316	21	practical	practical	ADJ
dad-10691	316	22	interest	interest	NOUN
dad-10691	316	23	of	of	ADP
dad-10691	316	24	the	the	DET
dad-10691	316	25	overall	overall	ADJ
dad-10691	316	26	approach	approach	NOUN
dad-10691	316	27	.	.	PUNCT
dad-10691	317	1	16	16	NUM
dad-10691	317	2	reinforcement	reinforcement	NOUN
dad-10691	317	3	adaptation	adaptation	NOUN
dad-10691	317	4	of	of	ADP
dad-10691	317	5	an	an	DET
dad-10691	317	6	attention	attention	NOUN
dad-10691	317	7	-	-	PUNCT
dad-10691	317	8	based	base	VERB
dad-10691	317	9	neural	neural	ADJ
dad-10691	317	10	natural	natural	ADJ
dad-10691	317	11	language	language	NOUN
dad-10691	317	12	generator	generator	NOUN
dad-10691	317	13	7	7	NUM
dad-10691	317	14	.	.	PUNCT
dad-10691	317	15	acknowledgements	acknowledgement	NOUN
dad-10691	317	16	this	this	DET
dad-10691	317	17	work	work	NOUN
dad-10691	317	18	has	have	AUX
dad-10691	317	19	been	be	AUX
dad-10691	317	20	partially	partially	ADV
dad-10691	317	21	carried	carry	VERB
dad-10691	317	22	out	out	ADP
dad-10691	317	23	within	within	ADP
dad-10691	317	24	the	the	DET
dad-10691	317	25	labex	labex	ADJ
dad-10691	317	26	blri	blri	NOUN
dad-10691	317	27	(	(	PUNCT
dad-10691	317	28	anr-11	anr-11	NOUN
dad-10691	317	29	-	-	NOUN
dad-10691	317	30	labx-0036	labx-0036	NOUN
dad-10691	317	31	)	)	PUNCT
dad-10691	317	32	.	.	PUNCT
dad-10691	318	1	references	reference	NOUN
dad-10691	318	2	peter	peter	PROPN
dad-10691	318	3	auer	auer	PROPN
dad-10691	318	4	,	,	PUNCT
dad-10691	318	5	nicolò	nicolò	PROPN
dad-10691	318	6	cesa	cesa	PROPN
dad-10691	318	7	-	-	PUNCT
dad-10691	318	8	bianchi	bianchi	PROPN
dad-10691	318	9	,	,	PUNCT
dad-10691	318	10	yoav	yoav	PROPN
dad-10691	318	11	freund	freund	PROPN
dad-10691	318	12	,	,	PUNCT
dad-10691	318	13	and	and	CCONJ
dad-10691	318	14	robert	robert	PROPN
dad-10691	318	15	e.	e.	PROPN
dad-10691	318	16	schapire	schapire	PROPN
dad-10691	318	17	.	.	PUNCT
dad-10691	319	1	the	the	DET
dad-10691	319	2	nonstochastic	nonstochastic	ADJ
dad-10691	319	3	multiarmed	multiarmed	ADJ
dad-10691	319	4	bandit	bandit	NOUN
dad-10691	319	5	problem	problem	NOUN
dad-10691	319	6	.	.	PUNCT
dad-10691	320	1	siam	siam	PROPN
dad-10691	320	2	journal	journal	PROPN
dad-10691	320	3	on	on	ADP
dad-10691	320	4	computing	computing	PROPN
dad-10691	320	5	,	,	PUNCT
dad-10691	320	6	32(1):48–77	32(1):48–77	NUM
dad-10691	320	7	,	,	PUNCT
dad-10691	320	8	2002	2002	NUM
dad-10691	320	9	.	.	PUNCT
dad-10691	321	1	dzmitry	dzmitry	PROPN
dad-10691	321	2	bahdanau	bahdanau	PROPN
dad-10691	321	3	,	,	PUNCT
dad-10691	321	4	kyunghyun	kyunghyun	PROPN
dad-10691	321	5	cho	cho	PROPN
dad-10691	321	6	,	,	PUNCT
dad-10691	321	7	and	and	CCONJ
dad-10691	321	8	yoshua	yoshua	PROPN
dad-10691	321	9	bengio	bengio	PROPN
dad-10691	321	10	.	.	PUNCT
dad-10691	322	1	neural	neural	ADJ
dad-10691	322	2	machine	machine	NOUN
dad-10691	322	3	translation	translation	NOUN
dad-10691	322	4	by	by	ADP
dad-10691	322	5	jointly	jointly	ADV
dad-10691	322	6	learning	learn	VERB
dad-10691	322	7	to	to	PART
dad-10691	322	8	align	align	VERB
dad-10691	322	9	and	and	CCONJ
dad-10691	322	10	translate	translate	VERB
dad-10691	322	11	.	.	PUNCT
dad-10691	323	1	sep	sep	PROPN
dad-10691	323	2	2014	2014	NUM
dad-10691	323	3	.	.	PUNCT
dad-10691	324	1	url	url	PROPN
dad-10691	324	2	http://arxiv.org/abs/1409.0473	http://arxiv.org/abs/1409.0473	PROPN
dad-10691	324	3	.	.	PUNCT
dad-10691	325	1	chris	chris	PROPN
dad-10691	325	2	callison	callison	PROPN
dad-10691	325	3	-	-	PUNCT
dad-10691	325	4	burch	burch	PROPN
dad-10691	325	5	,	,	PUNCT
dad-10691	325	6	miles	mile	NOUN
dad-10691	325	7	osborne	osborne	PROPN
dad-10691	325	8	,	,	PUNCT
dad-10691	325	9	and	and	CCONJ
dad-10691	325	10	philipp	philipp	PROPN
dad-10691	325	11	koehn	koehn	PROPN
dad-10691	325	12	.	.	PUNCT
dad-10691	326	1	re	re	VERB
dad-10691	326	2	-	-	VERB
dad-10691	326	3	evaluating	evaluate	VERB
dad-10691	326	4	the	the	DET
dad-10691	326	5	role	role	NOUN
dad-10691	326	6	of	of	ADP
dad-10691	326	7	bleu	bleu	NOUN
dad-10691	326	8	in	in	ADP
dad-10691	326	9	machine	machine	NOUN
dad-10691	326	10	translation	translation	NOUN
dad-10691	326	11	research	research	NOUN
dad-10691	326	12	.	.	PUNCT
dad-10691	327	1	in	in	ADP
dad-10691	327	2	eacl	eacl	PROPN
dad-10691	327	3	,	,	PUNCT
dad-10691	327	4	pages	page	NOUN
dad-10691	327	5	249–256	249–256	NUM
dad-10691	327	6	,	,	PUNCT
dad-10691	327	7	2006	2006	NUM
dad-10691	327	8	.	.	PUNCT
dad-10691	328	1	amanda	amanda	PROPN
dad-10691	328	2	cercas	cercas	PROPN
dad-10691	328	3	curry	curry	PROPN
dad-10691	328	4	,	,	PUNCT
dad-10691	328	5	helen	helen	PROPN
dad-10691	328	6	hastie	hastie	PROPN
dad-10691	328	7	,	,	PUNCT
dad-10691	328	8	and	and	CCONJ
dad-10691	328	9	verena	verena	PROPN
dad-10691	328	10	rieser	rieser	NOUN
dad-10691	328	11	.	.	PUNCT
dad-10691	329	1	a	a	DET
dad-10691	329	2	review	review	NOUN
dad-10691	329	3	of	of	ADP
dad-10691	329	4	evaluation	evaluation	NOUN
dad-10691	329	5	techniques	technique	NOUN
dad-10691	329	6	for	for	ADP
dad-10691	329	7	social	social	ADJ
dad-10691	329	8	dialogue	dialogue	NOUN
dad-10691	329	9	systems	system	NOUN
dad-10691	329	10	.	.	PUNCT
dad-10691	330	1	in	in	ADP
dad-10691	330	2	proceedings	proceeding	NOUN
dad-10691	330	3	of	of	ADP
dad-10691	330	4	the	the	DET
dad-10691	330	5	1st	1st	PROPN
dad-10691	330	6	acm	acm	PROPN
dad-10691	330	7	sigchi	sigchi	PROPN
dad-10691	330	8	international	international	ADJ
dad-10691	330	9	workshop	workshop	NOUN
dad-10691	330	10	on	on	ADP
dad-10691	330	11	investigating	investigate	VERB
dad-10691	330	12	social	social	ADJ
dad-10691	330	13	interactions	interaction	NOUN
dad-10691	330	14	with	with	ADP
dad-10691	330	15	artificial	artificial	ADJ
dad-10691	330	16	agents	agent	NOUN
dad-10691	330	17	,	,	PUNCT
dad-10691	330	18	isiaa	isiaa	NOUN
dad-10691	330	19	2017	2017	NUM
dad-10691	330	20	,	,	PUNCT
dad-10691	330	21	pages	page	NOUN
dad-10691	330	22	25–26	25–26	NUM
dad-10691	330	23	,	,	PUNCT
dad-10691	330	24	2017	2017	NUM
dad-10691	330	25	.	.	PUNCT
dad-10691	331	1	ondřej	ondřej	PROPN
dad-10691	331	2	dušek	dušek	NOUN
dad-10691	331	3	and	and	CCONJ
dad-10691	331	4	filip	filip	PROPN
dad-10691	331	5	jurčíček	jurčíček	PROPN
dad-10691	331	6	.	.	PUNCT
dad-10691	332	1	sequence	sequence	NOUN
dad-10691	332	2	-	-	PUNCT
dad-10691	332	3	to	to	ADP
dad-10691	332	4	-	-	PUNCT
dad-10691	332	5	sequence	sequence	NOUN
dad-10691	332	6	generation	generation	NOUN
dad-10691	332	7	for	for	ADP
dad-10691	332	8	spoken	spoken	ADJ
dad-10691	332	9	dialogue	dialogue	NOUN
dad-10691	332	10	via	via	ADP
dad-10691	332	11	deep	deep	ADJ
dad-10691	332	12	syntax	syntax	NOUN
dad-10691	332	13	trees	tree	NOUN
dad-10691	332	14	and	and	CCONJ
dad-10691	332	15	strings	string	NOUN
dad-10691	332	16	.	.	PUNCT
dad-10691	333	1	in	in	ADP
dad-10691	333	2	proceedings	proceeding	NOUN
dad-10691	333	3	of	of	ADP
dad-10691	333	4	the	the	DET
dad-10691	333	5	54th	54th	ADJ
dad-10691	333	6	annual	annual	ADJ
dad-10691	333	7	meeting	meeting	NOUN
dad-10691	333	8	of	of	ADP
dad-10691	333	9	the	the	DET
dad-10691	333	10	association	association	NOUN
dad-10691	333	11	for	for	ADP
dad-10691	333	12	computational	computational	ADJ
dad-10691	333	13	linguistics	linguistic	NOUN
dad-10691	333	14	(	(	PUNCT
dad-10691	333	15	volume	volume	NOUN
dad-10691	333	16	2	2	NUM
dad-10691	333	17	:	:	PUNCT
dad-10691	333	18	short	short	ADJ
dad-10691	333	19	papers	paper	NOUN
dad-10691	333	20	)	)	PUNCT
dad-10691	333	21	,	,	PUNCT
dad-10691	333	22	pages	page	NOUN
dad-10691	333	23	45–51	45–51	NUM
dad-10691	333	24	,	,	PUNCT
dad-10691	333	25	berlin	berlin	PROPN
dad-10691	333	26	,	,	PUNCT
dad-10691	333	27	germany	germany	PROPN
dad-10691	333	28	,	,	PUNCT
dad-10691	333	29	2016	2016	NUM
dad-10691	333	30	.	.	PUNCT
dad-10691	334	1	meng	meng	PROPN
dad-10691	334	2	fang	fang	PROPN
dad-10691	334	3	,	,	PUNCT
dad-10691	334	4	yuan	yuan	PROPN
dad-10691	334	5	li	li	PROPN
dad-10691	334	6	,	,	PUNCT
dad-10691	334	7	and	and	CCONJ
dad-10691	334	8	trevor	trevor	PROPN
dad-10691	334	9	cohn	cohn	PROPN
dad-10691	334	10	.	.	PUNCT
dad-10691	335	1	learning	learn	VERB
dad-10691	335	2	how	how	SCONJ
dad-10691	335	3	to	to	ADP
dad-10691	335	4	active	active	ADJ
dad-10691	335	5	learn	learn	NOUN
dad-10691	335	6	:	:	PUNCT
dad-10691	335	7	a	a	DET
dad-10691	335	8	deep	deep	ADJ
dad-10691	335	9	reinforcement	reinforcement	NOUN
dad-10691	335	10	learning	learning	NOUN
dad-10691	335	11	approach	approach	NOUN
dad-10691	335	12	.	.	PUNCT
dad-10691	336	1	in	in	ADP
dad-10691	336	2	proceedings	proceeding	NOUN
dad-10691	336	3	of	of	ADP
dad-10691	336	4	the	the	DET
dad-10691	336	5	2017	2017	NUM
dad-10691	336	6	conference	conference	NOUN
dad-10691	336	7	on	on	ADP
dad-10691	336	8	empirical	empirical	ADJ
dad-10691	336	9	methods	method	NOUN
dad-10691	336	10	in	in	ADP
dad-10691	336	11	natural	natural	ADJ
dad-10691	336	12	language	language	NOUN
dad-10691	336	13	processing	processing	NOUN
dad-10691	336	14	,	,	PUNCT
dad-10691	336	15	pages	page	NOUN
dad-10691	336	16	595–605	595–605	NUM
dad-10691	336	17	,	,	PUNCT
dad-10691	336	18	2017	2017	NUM
dad-10691	336	19	.	.	PUNCT
dad-10691	337	1	emmanuel	emmanuel	PROPN
dad-10691	337	2	ferreira	ferreira	PROPN
dad-10691	337	3	,	,	PUNCT
dad-10691	337	4	bassam	bassam	PROPN
dad-10691	337	5	jabaian	jabaian	PROPN
dad-10691	337	6	,	,	PUNCT
dad-10691	337	7	and	and	CCONJ
dad-10691	337	8	fabrice	fabrice	PROPN
dad-10691	337	9	lefèvre	lefèvre	NOUN
dad-10691	337	10	.	.	PUNCT
dad-10691	338	1	zero	zero	NUM
dad-10691	338	2	-	-	PUNCT
dad-10691	338	3	shot	shoot	VERB
dad-10691	338	4	semantic	semantic	ADJ
dad-10691	338	5	parser	parser	NOUN
dad-10691	338	6	for	for	ADP
dad-10691	338	7	spoken	spoken	ADJ
dad-10691	338	8	language	language	NOUN
dad-10691	338	9	understanding	understanding	NOUN
dad-10691	338	10	.	.	PUNCT
dad-10691	339	1	in	in	ADP
dad-10691	339	2	proceedings	proceeding	NOUN
dad-10691	339	3	of	of	ADP
dad-10691	339	4	interspeech	interspeech	NOUN
dad-10691	339	5	,	,	PUNCT
dad-10691	339	6	2015	2015	NUM
dad-10691	339	7	.	.	PUNCT
dad-10691	340	1	emmanuel	emmanuel	PROPN
dad-10691	340	2	ferreira	ferreira	PROPN
dad-10691	340	3	,	,	PUNCT
dad-10691	340	4	alexandre	alexandre	PROPN
dad-10691	340	5	reiffers	reiffers	PROPN
dad-10691	340	6	-	-	PUNCT
dad-10691	340	7	masson	masson	PROPN
dad-10691	340	8	,	,	PUNCT
dad-10691	340	9	bassam	bassam	PROPN
dad-10691	340	10	jabaian	jabaian	PROPN
dad-10691	340	11	,	,	PUNCT
dad-10691	340	12	and	and	CCONJ
dad-10691	340	13	fabrice	fabrice	PROPN
dad-10691	340	14	lefèvre	lefèvre	NOUN
dad-10691	340	15	.	.	PUNCT
dad-10691	341	1	adversarial	adversarial	ADJ
dad-10691	341	2	bandit	bandit	NOUN
dad-10691	341	3	for	for	ADP
dad-10691	341	4	online	online	ADJ
dad-10691	341	5	interactive	interactive	ADJ
dad-10691	341	6	active	active	ADJ
dad-10691	341	7	learning	learning	NOUN
dad-10691	341	8	of	of	ADP
dad-10691	341	9	zero	zero	NUM
dad-10691	341	10	-	-	PUNCT
dad-10691	341	11	shot	shot	NOUN
dad-10691	341	12	spoken	spoken	ADJ
dad-10691	341	13	language	language	NOUN
dad-10691	341	14	understanding	understanding	NOUN
dad-10691	341	15	.	.	PUNCT
dad-10691	342	1	in	in	ADP
dad-10691	342	2	proceedings	proceeding	NOUN
dad-10691	342	3	of	of	ADP
dad-10691	342	4	icassp	icassp	NOUN
dad-10691	342	5	,	,	PUNCT
dad-10691	342	6	2016	2016	NUM
dad-10691	342	7	.	.	PUNCT
dad-10691	343	1	albert	albert	PROPN
dad-10691	343	2	gatt	gatt	PROPN
dad-10691	343	3	and	and	CCONJ
dad-10691	343	4	emiel	emiel	PROPN
dad-10691	343	5	krahmer	krahmer	NOUN
dad-10691	343	6	.	.	PUNCT
dad-10691	344	1	survey	survey	NOUN
dad-10691	344	2	of	of	ADP
dad-10691	344	3	the	the	DET
dad-10691	344	4	state	state	NOUN
dad-10691	344	5	of	of	ADP
dad-10691	344	6	the	the	DET
dad-10691	344	7	art	art	NOUN
dad-10691	344	8	in	in	ADP
dad-10691	344	9	natural	natural	ADJ
dad-10691	344	10	language	language	NOUN
dad-10691	344	11	generation	generation	NOUN
dad-10691	344	12	:	:	PUNCT
dad-10691	344	13	core	core	NOUN
dad-10691	344	14	tasks	task	NOUN
dad-10691	344	15	,	,	PUNCT
dad-10691	344	16	applications	application	NOUN
dad-10691	344	17	and	and	CCONJ
dad-10691	344	18	evaluation	evaluation	NOUN
dad-10691	344	19	.	.	PUNCT
dad-10691	345	1	journal	journal	NOUN
dad-10691	345	2	of	of	ADP
dad-10691	345	3	artificial	artificial	ADJ
dad-10691	345	4	intelligence	intelligence	NOUN
dad-10691	345	5	research	research	NOUN
dad-10691	345	6	,	,	PUNCT
dad-10691	345	7	61:65–170	61:65–170	NUM
dad-10691	345	8	,	,	PUNCT
dad-10691	345	9	2018	2018	NUM
dad-10691	345	10	.	.	PUNCT
dad-10691	346	1	pierre	pierre	PROPN
dad-10691	346	2	gotab	gotab	PROPN
dad-10691	346	3	,	,	PUNCT
dad-10691	346	4	frédéric	frédéric	ADJ
dad-10691	346	5	béchet	béchet	PROPN
dad-10691	346	6	,	,	PUNCT
dad-10691	346	7	and	and	CCONJ
dad-10691	346	8	géraldine	géraldine	ADJ
dad-10691	346	9	damnati	damnati	NOUN
dad-10691	346	10	.	.	PUNCT
dad-10691	347	1	active	active	ADJ
dad-10691	347	2	learning	learning	NOUN
dad-10691	347	3	for	for	ADP
dad-10691	347	4	rule	rule	NOUN
dad-10691	347	5	-	-	PUNCT
dad-10691	347	6	based	base	VERB
dad-10691	347	7	and	and	CCONJ
dad-10691	347	8	corpusbased	corpusbase	VERB
dad-10691	347	9	spoken	spoken	ADJ
dad-10691	347	10	language	language	NOUN
dad-10691	347	11	understanding	understanding	NOUN
dad-10691	347	12	models	model	NOUN
dad-10691	347	13	.	.	PUNCT
dad-10691	348	1	in	in	ADP
dad-10691	348	2	ieee	ieee	NOUN
dad-10691	348	3	workshop	workshop	NOUN
dad-10691	348	4	on	on	ADP
dad-10691	348	5	automatic	automatic	ADJ
dad-10691	348	6	speech	speech	NOUN
dad-10691	348	7	recognition	recognition	NOUN
dad-10691	348	8	&	&	CCONJ
dad-10691	348	9	understanding	understanding	NOUN
dad-10691	348	10	,	,	PUNCT
dad-10691	348	11	2009	2009	NUM
dad-10691	348	12	,	,	PUNCT
dad-10691	348	13	asru	asru	NOUN
dad-10691	348	14	2009	2009	NUM
dad-10691	348	15	,	,	PUNCT
dad-10691	348	16	pages	page	NOUN
dad-10691	348	17	444–449	444–449	NUM
dad-10691	348	18	.	.	PUNCT
dad-10691	348	19	ieee	ieee	PROPN
dad-10691	348	20	,	,	PUNCT
dad-10691	348	21	2009	2009	NUM
dad-10691	348	22	.	.	PUNCT
dad-10691	349	1	bassam	bassam	PROPN
dad-10691	349	2	jabaian	jabaian	PROPN
dad-10691	349	3	,	,	PUNCT
dad-10691	349	4	fabrice	fabrice	PROPN
dad-10691	349	5	lefèvre	lefèvre	NOUN
dad-10691	349	6	,	,	PUNCT
dad-10691	349	7	and	and	CCONJ
dad-10691	349	8	laurent	laurent	PROPN
dad-10691	349	9	besacier	besacier	NOUN
dad-10691	349	10	.	.	PUNCT
dad-10691	350	1	a	a	DET
dad-10691	350	2	unified	unify	VERB
dad-10691	350	3	framework	framework	NOUN
dad-10691	350	4	for	for	ADP
dad-10691	350	5	translation	translation	NOUN
dad-10691	350	6	and	and	CCONJ
dad-10691	350	7	understanding	understanding	NOUN
dad-10691	350	8	allowing	allow	VERB
dad-10691	350	9	discriminative	discriminative	NOUN
dad-10691	350	10	joint	joint	ADJ
dad-10691	350	11	decoding	decode	VERB
dad-10691	350	12	for	for	ADP
dad-10691	350	13	multilingual	multilingual	ADJ
dad-10691	350	14	speech	speech	NOUN
dad-10691	350	15	semantic	semantic	ADJ
dad-10691	350	16	interpretation	interpretation	NOUN
dad-10691	350	17	.	.	PUNCT
dad-10691	351	1	computer	computer	NOUN
dad-10691	351	2	speech	speech	NOUN
dad-10691	351	3	&	&	CCONJ
dad-10691	351	4	language	language	PROPN
dad-10691	351	5	,	,	PUNCT
dad-10691	351	6	35:185–199	35:185–199	PROPN
dad-10691	351	7	,	,	PUNCT
dad-10691	351	8	2016	2016	NUM
dad-10691	351	9	.	.	PUNCT
dad-10691	352	1	ioanis	ioanis	NOUN
dad-10691	352	2	konstas	konsta	NOUN
dad-10691	352	3	and	and	CCONJ
dad-10691	352	4	mirella	mirella	PROPN
dad-10691	352	5	lapata	lapata	PROPN
dad-10691	352	6	.	.	PUNCT
dad-10691	353	1	a	a	DET
dad-10691	353	2	global	global	ADJ
dad-10691	353	3	model	model	NOUN
dad-10691	353	4	for	for	ADP
dad-10691	353	5	concept	concept	NOUN
dad-10691	353	6	-	-	PUNCT
dad-10691	353	7	to	to	ADP
dad-10691	353	8	-	-	PUNCT
dad-10691	353	9	text	text	NOUN
dad-10691	353	10	generation	generation	NOUN
dad-10691	353	11	.	.	PUNCT
dad-10691	354	1	journal	journal	NOUN
dad-10691	354	2	of	of	ADP
dad-10691	354	3	artificial	artificial	ADJ
dad-10691	354	4	intelligence	intelligence	NOUN
dad-10691	354	5	research	research	NOUN
dad-10691	354	6	,	,	PUNCT
dad-10691	354	7	48:305–346	48:305–346	PROPN
dad-10691	354	8	,	,	PUNCT
dad-10691	354	9	2013	2013	NUM
dad-10691	354	10	.	.	PUNCT
dad-10691	355	1	lihong	lihong	PROPN
dad-10691	355	2	li	li	PROPN
dad-10691	355	3	,	,	PUNCT
dad-10691	355	4	wei	wei	PROPN
dad-10691	355	5	chu	chu	PROPN
dad-10691	355	6	,	,	PUNCT
dad-10691	355	7	john	john	PROPN
dad-10691	355	8	langford	langford	PROPN
dad-10691	355	9	,	,	PUNCT
dad-10691	355	10	and	and	CCONJ
dad-10691	355	11	robert	robert	PROPN
dad-10691	355	12	e.	e.	PROPN
dad-10691	355	13	schapire	schapire	PROPN
dad-10691	355	14	.	.	PUNCT
dad-10691	356	1	a	a	DET
dad-10691	356	2	contextual	contextual	ADJ
dad-10691	356	3	-	-	PUNCT
dad-10691	356	4	bandit	bandit	NOUN
dad-10691	356	5	approach	approach	NOUN
dad-10691	356	6	to	to	ADP
dad-10691	356	7	personalized	personalized	ADJ
dad-10691	356	8	news	news	NOUN
dad-10691	356	9	article	article	NOUN
dad-10691	356	10	recommendation	recommendation	NOUN
dad-10691	356	11	.	.	PUNCT
dad-10691	357	1	in	in	ADP
dad-10691	357	2	proceedings	proceeding	NOUN
dad-10691	357	3	of	of	ADP
dad-10691	357	4	the	the	DET
dad-10691	357	5	19th	19th	ADJ
dad-10691	357	6	international	international	ADJ
dad-10691	357	7	conference	conference	NOUN
dad-10691	357	8	17	17	NUM
dad-10691	357	9	http://arxiv.org/abs/1409.0473	http://arxiv.org/abs/1409.0473	NOUN
dad-10691	357	10	riou	riou	NOUN
dad-10691	357	11	,	,	PUNCT
dad-10691	357	12	jabaian	jabaian	PROPN
dad-10691	357	13	,	,	PUNCT
dad-10691	357	14	huet	huet	PROPN
dad-10691	357	15	and	and	CCONJ
dad-10691	357	16	lefèvre	lefèvre	NOUN
dad-10691	357	17	on	on	ADP
dad-10691	357	18	world	world	NOUN
dad-10691	357	19	wide	wide	ADJ
dad-10691	357	20	web	web	NOUN
dad-10691	357	21	,	,	PUNCT
dad-10691	357	22	www	www	NOUN
dad-10691	357	23	’	'	PUNCT
dad-10691	357	24	10	10	NUM
dad-10691	357	25	,	,	PUNCT
dad-10691	357	26	pages	page	NOUN
dad-10691	357	27	661–670	661–670	NUM
dad-10691	357	28	,	,	PUNCT
dad-10691	357	29	new	new	PROPN
dad-10691	357	30	york	york	PROPN
dad-10691	357	31	,	,	PUNCT
dad-10691	357	32	ny	ny	PROPN
dad-10691	357	33	,	,	PUNCT
dad-10691	357	34	usa	usa	PROPN
dad-10691	357	35	,	,	PUNCT
dad-10691	357	36	2010	2010	NUM
dad-10691	357	37	.	.	PUNCT
dad-10691	357	38	acm	acm	PROPN
dad-10691	357	39	.	.	PUNCT
dad-10691	358	1	isbn	isbn	PROPN
dad-10691	358	2	9781	9781	NUM
dad-10691	358	3	-	-	SYM
dad-10691	358	4	60558	60558	NUM
dad-10691	358	5	-	-	PUNCT
dad-10691	358	6	799	799	NUM
dad-10691	358	7	-	-	SYM
dad-10691	358	8	8	8	NUM
dad-10691	358	9	.	.	PUNCT
dad-10691	358	10	doi	doi	NOUN
dad-10691	358	11	:	:	PUNCT
dad-10691	358	12	10.1145/1772690.1772758	10.1145/1772690.1772758	NUM
dad-10691	358	13	.	.	PUNCT
dad-10691	358	14	url	url	VERB
dad-10691	358	15	http://doi.acm.org/10.1145/	http://doi.acm.org/10.1145/	PROPN
dad-10691	358	16	1772690.1772758	1772690.1772758	NUM
dad-10691	358	17	.	.	PUNCT
dad-10691	359	1	françois	françois	PROPN
dad-10691	359	2	mairesse	mairesse	PROPN
dad-10691	359	3	and	and	CCONJ
dad-10691	359	4	marilyn	marilyn	PROPN
dad-10691	359	5	a.	a.	PROPN
dad-10691	359	6	walker	walker	PROPN
dad-10691	359	7	.	.	PROPN
dad-10691	360	1	towards	towards	ADP
dad-10691	360	2	personality	personality	NOUN
dad-10691	360	3	-	-	PUNCT
dad-10691	360	4	based	base	VERB
dad-10691	360	5	user	user	NOUN
dad-10691	360	6	adaptation	adaptation	NOUN
dad-10691	360	7	:	:	PUNCT
dad-10691	360	8	psychologically	psychologically	ADV
dad-10691	360	9	informed	informed	ADJ
dad-10691	360	10	stylistic	stylistic	ADJ
dad-10691	360	11	language	language	NOUN
dad-10691	360	12	generation	generation	NOUN
dad-10691	360	13	.	.	PUNCT
dad-10691	361	1	user	user	NOUN
dad-10691	361	2	modeling	modeling	NOUN
dad-10691	361	3	and	and	CCONJ
dad-10691	361	4	user	user	NOUN
dad-10691	361	5	-	-	PUNCT
dad-10691	361	6	adapted	adapt	VERB
dad-10691	361	7	interaction	interaction	NOUN
dad-10691	361	8	,	,	PUNCT
dad-10691	361	9	20	20	NUM
dad-10691	361	10	(	(	PUNCT
dad-10691	361	11	3):227–278	3):227–278	NUM
dad-10691	361	12	,	,	PUNCT
dad-10691	361	13	august	august	PROPN
dad-10691	361	14	2010	2010	NUM
dad-10691	361	15	.	.	PUNCT
dad-10691	362	1	françois	françois	PROPN
dad-10691	362	2	mairesse	mairesse	PROPN
dad-10691	362	3	,	,	PUNCT
dad-10691	362	4	milica	milica	PROPN
dad-10691	362	5	gašić	gašić	PROPN
dad-10691	362	6	,	,	PUNCT
dad-10691	362	7	filip	filip	PROPN
dad-10691	362	8	jurčíček	jurčíček	PROPN
dad-10691	362	9	,	,	PUNCT
dad-10691	362	10	simon	simon	PROPN
dad-10691	362	11	keizer	keizer	PROPN
dad-10691	362	12	,	,	PUNCT
dad-10691	362	13	blaise	blaise	PROPN
dad-10691	362	14	thomson	thomson	PROPN
dad-10691	362	15	,	,	PUNCT
dad-10691	362	16	kai	kai	PROPN
dad-10691	362	17	yu	yu	PROPN
dad-10691	362	18	,	,	PUNCT
dad-10691	362	19	and	and	CCONJ
dad-10691	362	20	steve	steve	PROPN
dad-10691	362	21	young	young	PROPN
dad-10691	362	22	.	.	PUNCT
dad-10691	363	1	phrase	phrase	NOUN
dad-10691	363	2	-	-	PUNCT
dad-10691	363	3	based	base	VERB
dad-10691	363	4	statistical	statistical	ADJ
dad-10691	363	5	language	language	NOUN
dad-10691	363	6	generation	generation	NOUN
dad-10691	363	7	using	use	VERB
dad-10691	363	8	graphical	graphical	ADJ
dad-10691	363	9	models	model	NOUN
dad-10691	363	10	and	and	CCONJ
dad-10691	363	11	active	active	ADJ
dad-10691	363	12	learning	learning	NOUN
dad-10691	363	13	.	.	PUNCT
dad-10691	364	1	in	in	ADP
dad-10691	364	2	proceedings	proceeding	NOUN
dad-10691	364	3	of	of	ADP
dad-10691	364	4	the	the	DET
dad-10691	364	5	48th	48th	ADJ
dad-10691	364	6	annual	annual	ADJ
dad-10691	364	7	meeting	meeting	NOUN
dad-10691	364	8	of	of	ADP
dad-10691	364	9	the	the	DET
dad-10691	364	10	association	association	NOUN
dad-10691	364	11	for	for	ADP
dad-10691	364	12	computational	computational	ADJ
dad-10691	364	13	linguistics	linguistic	NOUN
dad-10691	364	14	,	,	PUNCT
dad-10691	364	15	acl	acl	PROPN
dad-10691	364	16	’	'	PUNCT
dad-10691	364	17	10	10	NUM
dad-10691	364	18	,	,	PUNCT
dad-10691	364	19	pages	page	NOUN
dad-10691	364	20	1552–1561	1552–1561	NUM
dad-10691	364	21	,	,	PUNCT
dad-10691	364	22	stroudsburg	stroudsburg	PROPN
dad-10691	364	23	,	,	PUNCT
dad-10691	364	24	pa	pa	PROPN
dad-10691	364	25	,	,	PUNCT
dad-10691	364	26	usa	usa	PROPN
dad-10691	364	27	,	,	PUNCT
dad-10691	364	28	2010	2010	NUM
dad-10691	364	29	.	.	PUNCT
dad-10691	365	1	association	association	NOUN
dad-10691	365	2	for	for	ADP
dad-10691	365	3	computational	computational	ADJ
dad-10691	365	4	linguistics	linguistic	NOUN
dad-10691	365	5	.	.	PUNCT
dad-10691	366	1	url	url	PROPN
dad-10691	366	2	http://dl.acm.org/citation.cfm?id=1858681.1858838	http://dl.acm.org/citation.cfm?id=1858681.1858838	NOUN
dad-10691	366	3	.	.	PUNCT
dad-10691	367	1	françois	françois	PROPN
dad-10691	367	2	mairesse	mairesse	PROPN
dad-10691	367	3	and	and	CCONJ
dad-10691	367	4	steve	steve	PROPN
dad-10691	367	5	young	young	PROPN
dad-10691	367	6	.	.	PUNCT
dad-10691	368	1	stochastic	stochastic	ADJ
dad-10691	368	2	language	language	NOUN
dad-10691	368	3	generation	generation	NOUN
dad-10691	368	4	in	in	ADP
dad-10691	368	5	dialogue	dialogue	NOUN
dad-10691	368	6	using	use	VERB
dad-10691	368	7	factored	factor	VERB
dad-10691	368	8	language	language	NOUN
dad-10691	368	9	models	model	NOUN
dad-10691	368	10	.	.	PUNCT
dad-10691	369	1	computational	computational	ADJ
dad-10691	369	2	linguistics	linguistic	NOUN
dad-10691	369	3	,	,	PUNCT
dad-10691	369	4	40(4):763–799	40(4):763–799	PROPN
dad-10691	369	5	,	,	PUNCT
dad-10691	369	6	2014	2014	NUM
dad-10691	369	7	.	.	PUNCT
dad-10691	370	1	elena	elena	PROPN
dad-10691	370	2	manishina	manishina	PROPN
dad-10691	370	3	,	,	PUNCT
dad-10691	370	4	bassam	bassam	PROPN
dad-10691	370	5	jabaian	jabaian	PROPN
dad-10691	370	6	,	,	PUNCT
dad-10691	370	7	stéphane	stéphane	PROPN
dad-10691	370	8	huet	huet	PROPN
dad-10691	370	9	,	,	PUNCT
dad-10691	370	10	and	and	CCONJ
dad-10691	370	11	fabrice	fabrice	PROPN
dad-10691	370	12	lefèvre	lefèvre	NOUN
dad-10691	370	13	.	.	PUNCT
dad-10691	371	1	automatic	automatic	ADJ
dad-10691	371	2	corpus	corpus	NOUN
dad-10691	371	3	extension	extension	NOUN
dad-10691	371	4	for	for	ADP
dad-10691	371	5	data	data	NOUN
dad-10691	371	6	-	-	PUNCT
dad-10691	371	7	driven	drive	VERB
dad-10691	371	8	natural	natural	ADJ
dad-10691	371	9	language	language	NOUN
dad-10691	371	10	generation	generation	NOUN
dad-10691	371	11	.	.	PUNCT
dad-10691	372	1	in	in	ADP
dad-10691	372	2	proceedings	proceeding	NOUN
dad-10691	372	3	of	of	ADP
dad-10691	372	4	lrec	lrec	PROPN
dad-10691	372	5	,	,	PUNCT
dad-10691	372	6	may	may	PROPN
dad-10691	372	7	2016	2016	NUM
dad-10691	372	8	.	.	PUNCT
dad-10691	373	1	hongyuan	hongyuan	PROPN
dad-10691	373	2	mei	mei	PROPN
dad-10691	373	3	,	,	PUNCT
dad-10691	373	4	mohit	mohit	PROPN
dad-10691	373	5	bansal	bansal	NOUN
dad-10691	373	6	,	,	PUNCT
dad-10691	373	7	and	and	CCONJ
dad-10691	373	8	matthew	matthew	PROPN
dad-10691	373	9	r.	r.	PROPN
dad-10691	373	10	walter	walter	PROPN
dad-10691	373	11	.	.	PUNCT
dad-10691	374	1	what	what	PRON
dad-10691	374	2	to	to	PART
dad-10691	374	3	talk	talk	VERB
dad-10691	374	4	about	about	ADP
dad-10691	374	5	and	and	CCONJ
dad-10691	374	6	how	how	SCONJ
dad-10691	374	7	?	?	PUNCT
dad-10691	375	1	selective	selective	ADJ
dad-10691	375	2	generation	generation	NOUN
dad-10691	375	3	using	use	VERB
dad-10691	375	4	lstms	lstms	NOUN
dad-10691	375	5	with	with	ADP
dad-10691	375	6	coarse	coarse	NOUN
dad-10691	375	7	-	-	PUNCT
dad-10691	375	8	to	to	ADP
dad-10691	375	9	-	-	PUNCT
dad-10691	375	10	fine	fine	ADJ
dad-10691	375	11	alignment	alignment	NOUN
dad-10691	375	12	.	.	PUNCT
dad-10691	376	1	in	in	ADP
dad-10691	376	2	proceedings	proceeding	NOUN
dad-10691	376	3	of	of	ADP
dad-10691	376	4	naacl	naacl	PROPN
dad-10691	376	5	-	-	PUNCT
dad-10691	376	6	hlt	hlt	NOUN
dad-10691	376	7	,	,	PUNCT
dad-10691	376	8	2016	2016	NUM
dad-10691	376	9	.	.	PUNCT
dad-10691	377	1	jekaterina	jekaterina	PROPN
dad-10691	377	2	novikova	novikova	PROPN
dad-10691	377	3	,	,	PUNCT
dad-10691	377	4	oliver	oliver	PROPN
dad-10691	377	5	lemon	lemon	PROPN
dad-10691	377	6	,	,	PUNCT
dad-10691	377	7	and	and	CCONJ
dad-10691	377	8	verena	verena	PROPN
dad-10691	377	9	rieser	rieser	PROPN
dad-10691	377	10	.	.	PUNCT
dad-10691	378	1	crowd	crowd	NOUN
dad-10691	378	2	-	-	PUNCT
dad-10691	378	3	sourcing	source	VERB
dad-10691	378	4	nlg	nlg	PROPN
dad-10691	378	5	data	datum	NOUN
dad-10691	378	6	:	:	PUNCT
dad-10691	378	7	pictures	picture	NOUN
dad-10691	378	8	elicit	elicit	VERB
dad-10691	378	9	better	well	ADJ
dad-10691	378	10	data	datum	NOUN
dad-10691	378	11	.	.	PUNCT
dad-10691	379	1	in	in	ADP
dad-10691	379	2	proceedings	proceeding	NOUN
dad-10691	379	3	of	of	ADP
dad-10691	379	4	the	the	DET
dad-10691	379	5	9th	9th	ADJ
dad-10691	379	6	international	international	ADJ
dad-10691	379	7	natural	natural	ADJ
dad-10691	379	8	language	language	NOUN
dad-10691	379	9	generation	generation	NOUN
dad-10691	379	10	conference	conference	NOUN
dad-10691	379	11	,	,	PUNCT
dad-10691	379	12	pages	page	NOUN
dad-10691	379	13	265–273	265–273	NUM
dad-10691	379	14	.	.	PUNCT
dad-10691	380	1	association	association	NOUN
dad-10691	380	2	for	for	ADP
dad-10691	380	3	computational	computational	ADJ
dad-10691	380	4	linguistics	linguistic	NOUN
dad-10691	380	5	,	,	PUNCT
dad-10691	380	6	2016	2016	NUM
dad-10691	380	7	.	.	PUNCT
dad-10691	381	1	alice	alice	PROPN
dad-10691	381	2	h.	h.	PROPN
dad-10691	382	1	oh	oh	INTJ
dad-10691	382	2	and	and	CCONJ
dad-10691	382	3	alexander	alexander	NOUN
dad-10691	382	4	i	i	PRON
dad-10691	382	5	rudnicky	rudnicky	PROPN
dad-10691	382	6	.	.	PUNCT
dad-10691	383	1	stochastic	stochastic	ADJ
dad-10691	383	2	natural	natural	ADJ
dad-10691	383	3	language	language	NOUN
dad-10691	383	4	generation	generation	NOUN
dad-10691	383	5	for	for	ADP
dad-10691	383	6	spoken	spoken	ADJ
dad-10691	383	7	dialog	dialog	NOUN
dad-10691	383	8	systems	system	NOUN
dad-10691	383	9	.	.	PUNCT
dad-10691	384	1	computer	computer	NOUN
dad-10691	384	2	speech	speech	NOUN
dad-10691	384	3	&	&	CCONJ
dad-10691	384	4	language	language	NOUN
dad-10691	384	5	,	,	PUNCT
dad-10691	384	6	16(3–4):387–407	16(3–4):387–407	NUM
dad-10691	384	7	,	,	PUNCT
dad-10691	384	8	2002	2002	NUM
dad-10691	384	9	.	.	PUNCT
dad-10691	385	1	kishore	kishore	PROPN
dad-10691	385	2	papineni	papineni	PROPN
dad-10691	385	3	,	,	PUNCT
dad-10691	385	4	salim	salim	PROPN
dad-10691	385	5	roukos	roukos	PROPN
dad-10691	385	6	,	,	PUNCT
dad-10691	385	7	todd	todd	PROPN
dad-10691	385	8	ward	ward	PROPN
dad-10691	385	9	,	,	PUNCT
dad-10691	385	10	and	and	CCONJ
dad-10691	385	11	wei	wei	PROPN
dad-10691	385	12	-	-	PROPN
dad-10691	385	13	jing	jing	ADJ
dad-10691	385	14	zhu	zhu	PROPN
dad-10691	385	15	.	.	PUNCT
dad-10691	386	1	bleu	bleu	PROPN
dad-10691	386	2	:	:	PUNCT
dad-10691	386	3	a	a	DET
dad-10691	386	4	method	method	NOUN
dad-10691	386	5	for	for	ADP
dad-10691	386	6	automatic	automatic	ADJ
dad-10691	386	7	evaluation	evaluation	NOUN
dad-10691	386	8	of	of	ADP
dad-10691	386	9	machine	machine	NOUN
dad-10691	386	10	translation	translation	NOUN
dad-10691	386	11	.	.	PUNCT
dad-10691	387	1	in	in	ADP
dad-10691	387	2	proceedings	proceeding	NOUN
dad-10691	387	3	of	of	ADP
dad-10691	387	4	the	the	DET
dad-10691	387	5	40th	40th	ADJ
dad-10691	387	6	annual	annual	ADJ
dad-10691	387	7	meeting	meeting	NOUN
dad-10691	387	8	on	on	ADP
dad-10691	387	9	association	association	NOUN
dad-10691	387	10	for	for	ADP
dad-10691	387	11	computational	computational	ADJ
dad-10691	387	12	linguistics	linguistic	NOUN
dad-10691	387	13	,	,	PUNCT
dad-10691	387	14	2002	2002	NUM
dad-10691	387	15	.	.	PUNCT
dad-10691	388	1	laura	laura	PROPN
dad-10691	388	2	perez	perez	PROPN
dad-10691	388	3	-	-	PUNCT
dad-10691	388	4	beltrachini	beltrachini	PROPN
dad-10691	388	5	and	and	CCONJ
dad-10691	388	6	claire	claire	PROPN
dad-10691	388	7	gardent	gardent	NOUN
dad-10691	388	8	.	.	PUNCT
dad-10691	389	1	analysing	analyse	VERB
dad-10691	389	2	data	datum	NOUN
dad-10691	389	3	-	-	PUNCT
dad-10691	389	4	to	to	ADP
dad-10691	389	5	-	-	PUNCT
dad-10691	389	6	text	text	NOUN
dad-10691	389	7	generation	generation	NOUN
dad-10691	389	8	benchmarks	benchmark	NOUN
dad-10691	389	9	.	.	PUNCT
dad-10691	390	1	in	in	ADP
dad-10691	390	2	proceedings	proceeding	NOUN
dad-10691	390	3	of	of	ADP
dad-10691	390	4	the	the	DET
dad-10691	390	5	10th	10th	ADJ
dad-10691	390	6	international	international	ADJ
dad-10691	390	7	natural	natural	ADJ
dad-10691	390	8	language	language	NOUN
dad-10691	390	9	generation	generation	NOUN
dad-10691	390	10	conference	conference	NOUN
dad-10691	390	11	,	,	PUNCT
dad-10691	390	12	santiago	santiago	PROPN
dad-10691	390	13	de	de	X
dad-10691	390	14	compostelle	compostelle	PROPN
dad-10691	390	15	,	,	PUNCT
dad-10691	390	16	spain	spain	PROPN
dad-10691	390	17	,	,	PUNCT
dad-10691	390	18	september	september	PROPN
dad-10691	390	19	2017	2017	NUM
dad-10691	390	20	.	.	PUNCT
dad-10691	391	1	owen	owen	PROPN
dad-10691	391	2	rambow	rambow	PROPN
dad-10691	391	3	,	,	PUNCT
dad-10691	391	4	srinivas	srinivas	PROPN
dad-10691	391	5	bangalore	bangalore	PROPN
dad-10691	391	6	,	,	PUNCT
dad-10691	391	7	and	and	CCONJ
dad-10691	391	8	marilyn	marilyn	PROPN
dad-10691	391	9	walker	walker	PROPN
dad-10691	391	10	.	.	PUNCT
dad-10691	391	11	natural	natural	ADJ
dad-10691	391	12	language	language	NOUN
dad-10691	391	13	generation	generation	NOUN
dad-10691	391	14	in	in	ADP
dad-10691	391	15	dialog	dialog	NOUN
dad-10691	391	16	systems	system	NOUN
dad-10691	391	17	.	.	PUNCT
dad-10691	392	1	in	in	ADP
dad-10691	392	2	proceedings	proceeding	NOUN
dad-10691	392	3	of	of	ADP
dad-10691	392	4	hlt	hlt	PROPN
dad-10691	392	5	,	,	PUNCT
dad-10691	392	6	2001	2001	NUM
dad-10691	392	7	.	.	PUNCT
dad-10691	393	1	ehud	ehud	PROPN
dad-10691	393	2	reiter	reiter	PROPN
dad-10691	393	3	and	and	CCONJ
dad-10691	393	4	anja	anja	PROPN
dad-10691	393	5	belz	belz	PROPN
dad-10691	393	6	.	.	PUNCT
dad-10691	394	1	an	an	DET
dad-10691	394	2	investigation	investigation	NOUN
dad-10691	394	3	into	into	ADP
dad-10691	394	4	the	the	DET
dad-10691	394	5	validity	validity	NOUN
dad-10691	394	6	of	of	ADP
dad-10691	394	7	some	some	DET
dad-10691	394	8	metrics	metric	NOUN
dad-10691	394	9	for	for	ADP
dad-10691	394	10	automatically	automatically	ADV
dad-10691	394	11	evaluating	evaluate	VERB
dad-10691	394	12	natural	natural	ADJ
dad-10691	394	13	language	language	NOUN
dad-10691	394	14	generation	generation	NOUN
dad-10691	394	15	systems	system	NOUN
dad-10691	394	16	.	.	PUNCT
dad-10691	395	1	computational	computational	ADJ
dad-10691	395	2	linguistics	linguistic	NOUN
dad-10691	395	3	,	,	PUNCT
dad-10691	395	4	35(4):529–558	35(4):529–558	NUM
dad-10691	395	5	,	,	PUNCT
dad-10691	395	6	2009	2009	NUM
dad-10691	395	7	.	.	PUNCT
dad-10691	396	1	verena	verena	PROPN
dad-10691	396	2	rieser	rieser	PROPN
dad-10691	396	3	and	and	CCONJ
dad-10691	396	4	oliver	oliver	PROPN
dad-10691	396	5	lemon	lemon	PROPN
dad-10691	396	6	.	.	PUNCT
dad-10691	397	1	reinforcement	reinforcement	NOUN
dad-10691	397	2	learning	learning	NOUN
dad-10691	397	3	for	for	ADP
dad-10691	397	4	adaptive	adaptive	ADJ
dad-10691	397	5	dialogue	dialogue	NOUN
dad-10691	397	6	systems	system	NOUN
dad-10691	397	7	:	:	PUNCT
dad-10691	397	8	a	a	DET
dad-10691	397	9	datadriven	datadriven	ADJ
dad-10691	397	10	methodology	methodology	NOUN
dad-10691	397	11	for	for	ADP
dad-10691	397	12	dialogue	dialogue	NOUN
dad-10691	397	13	management	management	NOUN
dad-10691	397	14	and	and	CCONJ
dad-10691	397	15	natural	natural	ADJ
dad-10691	397	16	language	language	NOUN
dad-10691	397	17	generation	generation	NOUN
dad-10691	397	18	.	.	PUNCT
dad-10691	398	1	theory	theory	NOUN
dad-10691	398	2	and	and	CCONJ
dad-10691	398	3	applications	application	NOUN
dad-10691	398	4	of	of	ADP
dad-10691	398	5	natural	natural	ADJ
dad-10691	398	6	language	language	NOUN
dad-10691	398	7	processing	processing	NOUN
dad-10691	398	8	.	.	PUNCT
dad-10691	399	1	springer	springer	NOUN
dad-10691	399	2	-	-	PUNCT
dad-10691	399	3	verlag	verlag	PROPN
dad-10691	399	4	new	new	PROPN
dad-10691	399	5	york	york	PROPN
dad-10691	399	6	inc	inc	PROPN
dad-10691	399	7	,	,	PUNCT
dad-10691	399	8	2011	2011	NUM
dad-10691	399	9	.	.	PUNCT
dad-10691	400	1	iulian	iulian	PROPN
dad-10691	400	2	v.	v.	PROPN
dad-10691	400	3	serban	serban	PROPN
dad-10691	400	4	,	,	PUNCT
dad-10691	400	5	alessandro	alessandro	PROPN
dad-10691	400	6	sordoni	sordoni	PROPN
dad-10691	400	7	,	,	PUNCT
dad-10691	400	8	yoshua	yoshua	PROPN
dad-10691	400	9	bengio	bengio	PROPN
dad-10691	400	10	,	,	PUNCT
dad-10691	400	11	aaron	aaron	PROPN
dad-10691	400	12	courville	courville	PROPN
dad-10691	400	13	,	,	PUNCT
dad-10691	400	14	and	and	CCONJ
dad-10691	400	15	joelle	joelle	PROPN
dad-10691	400	16	pineau	pineau	PROPN
dad-10691	400	17	.	.	PUNCT
dad-10691	401	1	building	build	VERB
dad-10691	401	2	end	end	NOUN
dad-10691	401	3	-	-	PUNCT
dad-10691	401	4	to	to	ADP
dad-10691	401	5	-	-	PUNCT
dad-10691	401	6	end	end	NOUN
dad-10691	401	7	dialogue	dialogue	NOUN
dad-10691	401	8	systems	system	NOUN
dad-10691	401	9	using	use	VERB
dad-10691	401	10	generative	generative	ADJ
dad-10691	401	11	hierarchical	hierarchical	ADJ
dad-10691	401	12	neural	neural	ADJ
dad-10691	401	13	network	network	NOUN
dad-10691	401	14	models	model	NOUN
dad-10691	401	15	.	.	PUNCT
dad-10691	402	1	in	in	ADP
dad-10691	402	2	proceedings	proceeding	NOUN
dad-10691	402	3	of	of	ADP
dad-10691	402	4	aaai	aaai	PROPN
dad-10691	402	5	conference	conference	NOUN
dad-10691	402	6	on	on	ADP
dad-10691	402	7	artificial	artificial	ADJ
dad-10691	402	8	intelligence	intelligence	NOUN
dad-10691	402	9	,	,	PUNCT
dad-10691	402	10	2016	2016	NUM
dad-10691	402	11	.	.	PUNCT
dad-10691	402	12	18	18	NUM
dad-10691	402	13	http://doi.acm.org/10.1145/1772690.1772758	http://doi.acm.org/10.1145/1772690.1772758	NOUN
dad-10691	402	14	http://doi.acm.org/10.1145/1772690.1772758	http://doi.acm.org/10.1145/1772690.1772758	NOUN
dad-10691	402	15	http://dl.acm.org/citation.cfm?id=1858681.1858838	http://dl.acm.org/citation.cfm?id=1858681.1858838	NOUN
dad-10691	402	16	reinforcement	reinforcement	NOUN
dad-10691	402	17	adaptation	adaptation	NOUN
dad-10691	402	18	of	of	ADP
dad-10691	402	19	an	an	DET
dad-10691	402	20	attention	attention	NOUN
dad-10691	402	21	-	-	PUNCT
dad-10691	402	22	based	base	VERB
dad-10691	402	23	neural	neural	ADJ
dad-10691	402	24	natural	natural	ADJ
dad-10691	402	25	language	language	NOUN
dad-10691	402	26	generator	generator	PROPN
dad-10691	402	27	marilyn	marilyn	PROPN
dad-10691	402	28	walker	walker	PROPN
dad-10691	402	29	,	,	PUNCT
dad-10691	402	30	amanda	amanda	PROPN
dad-10691	402	31	stent	stent	PROPN
dad-10691	402	32	,	,	PUNCT
dad-10691	402	33	françois	françois	PROPN
dad-10691	402	34	mairesse	mairesse	NOUN
dad-10691	402	35	,	,	PUNCT
dad-10691	402	36	and	and	CCONJ
dad-10691	402	37	rashmi	rashmi	PROPN
dad-10691	402	38	prasad	prasad	PROPN
dad-10691	402	39	.	.	PUNCT
dad-10691	403	1	individual	individual	ADJ
dad-10691	403	2	and	and	CCONJ
dad-10691	403	3	domain	domain	NOUN
dad-10691	403	4	adaptation	adaptation	NOUN
dad-10691	403	5	in	in	ADP
dad-10691	403	6	sentence	sentence	NOUN
dad-10691	403	7	planning	planning	NOUN
dad-10691	403	8	for	for	ADP
dad-10691	403	9	dialogue	dialogue	NOUN
dad-10691	403	10	.	.	PUNCT
dad-10691	404	1	journal	journal	PROPN
dad-10691	404	2	of	of	ADP
dad-10691	404	3	artificial	artificial	ADJ
dad-10691	404	4	intelligence	intelligence	NOUN
dad-10691	404	5	research	research	NOUN
dad-10691	404	6	,	,	PUNCT
dad-10691	404	7	30(1	30(1	NUM
dad-10691	404	8	):	):	PUNCT
dad-10691	404	9	413–456	413–456	NUM
dad-10691	404	10	,	,	PUNCT
dad-10691	404	11	november	november	PROPN
dad-10691	404	12	2007	2007	NUM
dad-10691	404	13	.	.	PUNCT
dad-10691	405	1	tsung	tsung	PROPN
dad-10691	405	2	-	-	PUNCT
dad-10691	405	3	hsien	hsien	PROPN
dad-10691	405	4	wen	wen	PROPN
dad-10691	405	5	,	,	PUNCT
dad-10691	405	6	milica	milica	PROPN
dad-10691	405	7	gašić	gašić	PROPN
dad-10691	405	8	,	,	PUNCT
dad-10691	405	9	dongho	dongho	PROPN
dad-10691	405	10	kim	kim	PROPN
dad-10691	405	11	,	,	PUNCT
dad-10691	405	12	nikola	nikola	PROPN
dad-10691	405	13	mrkšić	mrkšić	PROPN
dad-10691	405	14	,	,	PUNCT
dad-10691	405	15	pei	pei	PROPN
dad-10691	405	16	-	-	PUNCT
dad-10691	405	17	hao	hao	PROPN
dad-10691	405	18	su	su	PROPN
dad-10691	405	19	,	,	PUNCT
dad-10691	405	20	david	david	PROPN
dad-10691	405	21	vandyke	vandyke	PROPN
dad-10691	405	22	,	,	PUNCT
dad-10691	405	23	and	and	CCONJ
dad-10691	405	24	steve	steve	PROPN
dad-10691	405	25	young	young	PROPN
dad-10691	405	26	.	.	PUNCT
dad-10691	406	1	stochastic	stochastic	ADJ
dad-10691	406	2	language	language	NOUN
dad-10691	406	3	generation	generation	NOUN
dad-10691	406	4	in	in	ADP
dad-10691	406	5	dialogue	dialogue	NOUN
dad-10691	406	6	using	use	VERB
dad-10691	406	7	recurrent	recurrent	ADJ
dad-10691	406	8	neural	neural	ADJ
dad-10691	406	9	networks	network	NOUN
dad-10691	406	10	with	with	ADP
dad-10691	406	11	convolutional	convolutional	ADJ
dad-10691	406	12	sentence	sentence	NOUN
dad-10691	406	13	reranking	reranking	NOUN
dad-10691	406	14	.	.	PUNCT
dad-10691	407	1	in	in	ADP
dad-10691	407	2	proceedings	proceeding	NOUN
dad-10691	407	3	of	of	ADP
dad-10691	407	4	sigdial	sigdial	ADJ
dad-10691	407	5	,	,	PUNCT
dad-10691	407	6	2015a	2015a	NUM
dad-10691	407	7	.	.	PUNCT
dad-10691	408	1	tsung	tsung	PROPN
dad-10691	408	2	-	-	PUNCT
dad-10691	408	3	hsien	hsien	PROPN
dad-10691	408	4	wen	wen	PROPN
dad-10691	408	5	,	,	PUNCT
dad-10691	408	6	milica	milica	PROPN
dad-10691	408	7	gašić	gašić	PROPN
dad-10691	408	8	,	,	PUNCT
dad-10691	408	9	nikola	nikola	PROPN
dad-10691	408	10	mrkšić	mrkšić	PROPN
dad-10691	408	11	,	,	PUNCT
dad-10691	408	12	lina	lina	PROPN
dad-10691	408	13	m.	m.	PROPN
dad-10691	408	14	rojas	rojas	PROPN
dad-10691	408	15	-	-	PUNCT
dad-10691	408	16	barahona	barahona	PROPN
dad-10691	408	17	,	,	PUNCT
dad-10691	408	18	pei	pei	PROPN
dad-10691	408	19	-	-	PUNCT
dad-10691	408	20	hao	hao	PROPN
dad-10691	408	21	su	su	PROPN
dad-10691	408	22	,	,	PUNCT
dad-10691	408	23	david	david	PROPN
dad-10691	408	24	vandyke	vandyke	PROPN
dad-10691	408	25	,	,	PUNCT
dad-10691	408	26	and	and	CCONJ
dad-10691	408	27	steve	steve	PROPN
dad-10691	408	28	young	young	PROPN
dad-10691	408	29	.	.	PUNCT
dad-10691	409	1	toward	toward	ADP
dad-10691	409	2	multi	multi	ADJ
dad-10691	409	3	-	-	ADJ
dad-10691	409	4	domain	domain	ADJ
dad-10691	409	5	language	language	NOUN
dad-10691	409	6	generation	generation	NOUN
dad-10691	409	7	using	use	VERB
dad-10691	409	8	recurrent	recurrent	ADJ
dad-10691	409	9	neural	neural	ADJ
dad-10691	409	10	networks	network	NOUN
dad-10691	409	11	.	.	PUNCT
dad-10691	410	1	in	in	ADP
dad-10691	410	2	proceedings	proceeding	NOUN
dad-10691	410	3	of	of	ADP
dad-10691	410	4	nips	nip	NOUN
dad-10691	410	5	workshop	workshop	NOUN
dad-10691	410	6	on	on	ADP
dad-10691	410	7	machine	machine	NOUN
dad-10691	410	8	learning	learn	VERB
dad-10691	410	9	for	for	ADP
dad-10691	410	10	spoken	spoken	ADJ
dad-10691	410	11	language	language	NOUN
dad-10691	410	12	understanding	understanding	NOUN
dad-10691	410	13	and	and	CCONJ
dad-10691	410	14	interaction	interaction	NOUN
dad-10691	410	15	,	,	PUNCT
dad-10691	410	16	2015b	2015b	NUM
dad-10691	410	17	.	.	PUNCT
dad-10691	411	1	tsung	tsung	PROPN
dad-10691	411	2	-	-	PUNCT
dad-10691	411	3	hsien	hsien	PROPN
dad-10691	411	4	wen	wen	PROPN
dad-10691	411	5	,	,	PUNCT
dad-10691	411	6	milica	milica	PROPN
dad-10691	411	7	gašić	gašić	PROPN
dad-10691	411	8	,	,	PUNCT
dad-10691	411	9	nikola	nikola	PROPN
dad-10691	411	10	mrkšić	mrkšić	PROPN
dad-10691	411	11	,	,	PUNCT
dad-10691	411	12	pei	pei	PROPN
dad-10691	411	13	-	-	PUNCT
dad-10691	411	14	hao	hao	PROPN
dad-10691	411	15	su	su	PROPN
dad-10691	411	16	,	,	PUNCT
dad-10691	411	17	david	david	PROPN
dad-10691	411	18	vandyke	vandyke	PROPN
dad-10691	411	19	,	,	PUNCT
dad-10691	411	20	and	and	CCONJ
dad-10691	411	21	steve	steve	PROPN
dad-10691	411	22	young	young	PROPN
dad-10691	411	23	.	.	PUNCT
dad-10691	411	24	semantically	semantically	ADV
dad-10691	411	25	conditioned	condition	VERB
dad-10691	411	26	lstm	lstm	NOUN
dad-10691	411	27	-	-	PUNCT
dad-10691	411	28	based	base	VERB
dad-10691	411	29	natural	natural	ADJ
dad-10691	411	30	language	language	NOUN
dad-10691	411	31	generation	generation	NOUN
dad-10691	411	32	for	for	ADP
dad-10691	411	33	spoken	spoken	ADJ
dad-10691	411	34	dialogue	dialogue	NOUN
dad-10691	411	35	systems	system	NOUN
dad-10691	411	36	.	.	PUNCT
dad-10691	412	1	in	in	ADP
dad-10691	412	2	proceedings	proceeding	NOUN
dad-10691	412	3	of	of	ADP
dad-10691	412	4	emnlp	emnlp	NOUN
dad-10691	412	5	,	,	PUNCT
dad-10691	412	6	2015c	2015c	NUM
dad-10691	412	7	.	.	PUNCT
dad-10691	413	1	tsung	tsung	PROPN
dad-10691	413	2	-	-	PUNCT
dad-10691	413	3	hsien	hsien	PROPN
dad-10691	413	4	wen	wen	PROPN
dad-10691	413	5	,	,	PUNCT
dad-10691	413	6	milica	milica	PROPN
dad-10691	413	7	gašić	gašić	PROPN
dad-10691	413	8	,	,	PUNCT
dad-10691	413	9	nikola	nikola	PROPN
dad-10691	413	10	mrkšić	mrkšić	PROPN
dad-10691	413	11	,	,	PUNCT
dad-10691	413	12	lina	lina	PROPN
dad-10691	413	13	m.	m.	PROPN
dad-10691	413	14	rojas	rojas	PROPN
dad-10691	413	15	-	-	PUNCT
dad-10691	413	16	barahona	barahona	PROPN
dad-10691	413	17	,	,	PUNCT
dad-10691	413	18	pei	pei	PROPN
dad-10691	413	19	-	-	PUNCT
dad-10691	413	20	hao	hao	PROPN
dad-10691	413	21	su	su	PROPN
dad-10691	413	22	,	,	PUNCT
dad-10691	413	23	stefan	stefan	PROPN
dad-10691	413	24	ultes	ultes	PROPN
dad-10691	413	25	,	,	PUNCT
dad-10691	413	26	david	david	PROPN
dad-10691	413	27	vandyke	vandyke	PROPN
dad-10691	413	28	,	,	PUNCT
dad-10691	413	29	and	and	CCONJ
dad-10691	413	30	steve	steve	PROPN
dad-10691	413	31	young	young	PROPN
dad-10691	413	32	.	.	PUNCT
dad-10691	414	1	a	a	DET
dad-10691	414	2	network	network	NOUN
dad-10691	414	3	-	-	PUNCT
dad-10691	414	4	based	base	VERB
dad-10691	414	5	end	end	NOUN
dad-10691	414	6	-	-	PUNCT
dad-10691	414	7	to	to	ADP
dad-10691	414	8	-	-	PUNCT
dad-10691	414	9	end	end	NOUN
dad-10691	414	10	trainable	trainable	ADJ
dad-10691	414	11	task	task	NOUN
dad-10691	414	12	-	-	PUNCT
dad-10691	414	13	oriented	orient	VERB
dad-10691	414	14	dialogue	dialogue	NOUN
dad-10691	414	15	system	system	NOUN
dad-10691	414	16	.	.	PUNCT
dad-10691	415	1	technical	technical	ADJ
dad-10691	415	2	report	report	PROPN
dad-10691	415	3	,	,	PUNCT
dad-10691	415	4	university	university	PROPN
dad-10691	415	5	of	of	ADP
dad-10691	415	6	cambridge	cambridge	PROPN
dad-10691	415	7	,	,	PUNCT
dad-10691	415	8	2016a	2016a	NUM
dad-10691	415	9	.	.	PUNCT
dad-10691	416	1	url	url	PROPN
dad-10691	416	2	https://arxiv	https://arxiv	PROPN
dad-10691	416	3	.	.	PUNCT
dad-10691	416	4	org	org	ADJ
dad-10691	416	5	/	/	SYM
dad-10691	416	6	abs/1604.04562	abs/1604.04562	NOUN
dad-10691	416	7	.	.	PUNCT
dad-10691	417	1	tsung	tsung	PROPN
dad-10691	417	2	-	-	PUNCT
dad-10691	417	3	hsien	hsien	PROPN
dad-10691	417	4	wen	wen	PROPN
dad-10691	417	5	,	,	PUNCT
dad-10691	417	6	milica	milica	PROPN
dad-10691	417	7	gašić	gašić	PROPN
dad-10691	417	8	,	,	PUNCT
dad-10691	417	9	nikola	nikola	PROPN
dad-10691	417	10	mrkšić	mrkšić	PROPN
dad-10691	417	11	,	,	PUNCT
dad-10691	417	12	lina	lina	PROPN
dad-10691	417	13	m.	m.	PROPN
dad-10691	417	14	rojas	rojas	PROPN
dad-10691	417	15	-	-	PUNCT
dad-10691	417	16	barahona	barahona	PROPN
dad-10691	417	17	,	,	PUNCT
dad-10691	417	18	pei	pei	PROPN
dad-10691	417	19	-	-	PUNCT
dad-10691	417	20	hao	hao	PROPN
dad-10691	417	21	su	su	PROPN
dad-10691	417	22	,	,	PUNCT
dad-10691	417	23	david	david	PROPN
dad-10691	417	24	vandyke	vandyke	PROPN
dad-10691	417	25	,	,	PUNCT
dad-10691	417	26	and	and	CCONJ
dad-10691	417	27	steve	steve	PROPN
dad-10691	417	28	young	young	PROPN
dad-10691	417	29	.	.	PUNCT
dad-10691	418	1	multi	multi	ADJ
dad-10691	418	2	-	-	ADJ
dad-10691	418	3	domain	domain	ADJ
dad-10691	418	4	neural	neural	ADJ
dad-10691	418	5	network	network	NOUN
dad-10691	418	6	language	language	NOUN
dad-10691	418	7	generation	generation	NOUN
dad-10691	418	8	for	for	ADP
dad-10691	418	9	spoken	spoken	ADJ
dad-10691	418	10	dialogue	dialogue	NOUN
dad-10691	418	11	systems	system	NOUN
dad-10691	418	12	.	.	PUNCT
dad-10691	419	1	in	in	ADP
dad-10691	419	2	proceedings	proceeding	NOUN
dad-10691	419	3	of	of	ADP
dad-10691	419	4	naacl	naacl	PROPN
dad-10691	419	5	-	-	PUNCT
dad-10691	419	6	hlt	hlt	NOUN
dad-10691	419	7	,	,	PUNCT
dad-10691	419	8	2016b	2016b	NUM
dad-10691	419	9	.	.	PUNCT
dad-10691	419	10	19	19	NUM
dad-10691	419	11	https://arxiv.org/abs/1604.04562	https://arxiv.org/abs/1604.04562	PROPN
dad-10691	419	12	https://arxiv.org/abs/1604.04562	https://arxiv.org/abs/1604.04562	NOUN
dad-10691	419	13	introduction	introduction	NOUN
dad-10691	419	14	related	relate	VERB
dad-10691	419	15	work	work	NOUN
dad-10691	419	16	a	a	DET
dad-10691	419	17	combined	combine	VERB
dad-10691	419	18	-	-	PUNCT
dad-10691	419	19	context	context	NOUN
dad-10691	419	20	lstm	lstm	NOUN
dad-10691	419	21	for	for	ADP
dad-10691	419	22	language	language	NOUN
dad-10691	419	23	generation	generation	NOUN
dad-10691	419	24	model	model	NOUN
dad-10691	419	25	description	description	NOUN
dad-10691	419	26	comparison	comparison	NOUN
dad-10691	419	27	with	with	ADP
dad-10691	419	28	the	the	DET
dad-10691	419	29	reference	reference	NOUN
dad-10691	419	30	models	model	NOUN
dad-10691	419	31	training	train	VERB
dad-10691	419	32	and	and	CCONJ
dad-10691	419	33	decoding	decode	VERB
dad-10691	419	34	on	on	ADP
dad-10691	419	35	-	-	PUNCT
dad-10691	419	36	line	line	NOUN
dad-10691	419	37	interactive	interactive	ADJ
dad-10691	419	38	problem	problem	NOUN
dad-10691	419	39	static	static	NOUN
dad-10691	419	40	case	case	NOUN
dad-10691	419	41	adversarial	adversarial	ADJ
dad-10691	419	42	bandit	bandit	NOUN
dad-10691	419	43	case	case	NOUN
dad-10691	419	44	experimental	experimental	ADJ
dad-10691	419	45	study	study	NOUN
dad-10691	419	46	system	system	NOUN
dad-10691	419	47	comparison	comparison	NOUN
dad-10691	419	48	on	on	ADP
dad-10691	419	49	-	-	PUNCT
dad-10691	419	50	line	line	NOUN
dad-10691	419	51	adaptation	adaptation	NOUN
dad-10691	419	52	evaluation	evaluation	NOUN
dad-10691	419	53	human	human	ADJ
dad-10691	419	54	evaluation	evaluation	NOUN
dad-10691	419	55	on	on	ADP
dad-10691	419	56	-	-	PUNCT
dad-10691	419	57	line	line	NOUN
dad-10691	419	58	adaptation	adaptation	NOUN
dad-10691	419	59	using	use	VERB
dad-10691	419	60	real	real	ADJ
dad-10691	419	61	asr	asr	NOUN
dad-10691	419	62	data	datum	NOUN
dad-10691	419	63	evaluation	evaluation	NOUN
dad-10691	419	64	conclusion	conclusion	NOUN
dad-10691	419	65	acknowledgements	acknowledgement	NOUN