id	sid	tid	token	lemma	pos
bracis-19025	1	1	slot	slot	NOUN
bracis-19025	1	2	sharing	sharing	NOUN
bracis-19025	1	3	mechanism	mechanism	NOUN
bracis-19025	1	4	in	in	ADP
bracis-19025	1	5	multi	multi	ADJ
bracis-19025	1	6	-	-	ADJ
bracis-19025	1	7	domain	domain	ADJ
bracis-19025	1	8	dialogue	dialogue	NOUN
bracis-19025	1	9	systems	system	NOUN
bracis-19025	1	10	|	|	ADV
bracis-19025	1	11	springer	springer	NOUN
bracis-19025	1	12	nature	nature	PROPN
bracis-19025	1	13	link	link	PROPN
bracis-19025	1	14	(	(	PUNCT
bracis-19025	1	15	formerly	formerly	ADV
bracis-19025	1	16	springerlink	springerlink	NOUN
bracis-19025	1	17	)	)	PUNCT
bracis-19025	1	18	skip	skip	VERB
bracis-19025	1	19	to	to	ADP
bracis-19025	1	20	main	main	ADJ
bracis-19025	1	21	content	content	NOUN
bracis-19025	1	22	advertisement	advertisement	NOUN
bracis-19025	1	23	log	log	NOUN
bracis-19025	1	24	in	in	ADP
bracis-19025	1	25	menu	menu	NOUN
bracis-19025	1	26	find	find	VERB
bracis-19025	1	27	a	a	DET
bracis-19025	1	28	journal	journal	NOUN
bracis-19025	1	29	publish	publish	VERB
bracis-19025	1	30	with	with	ADP
bracis-19025	1	31	us	we	PRON
bracis-19025	1	32	track	track	VERB
bracis-19025	1	33	your	your	PRON
bracis-19025	1	34	research	research	NOUN
bracis-19025	1	35	search	search	NOUN
bracis-19025	1	36	cart	cart	NOUN
bracis-19025	1	37	home	home	NOUN
bracis-19025	1	38	intelligent	intelligent	ADJ
bracis-19025	1	39	systems	system	NOUN
bracis-19025	1	40	conference	conference	NOUN
bracis-19025	1	41	paper	paper	NOUN
bracis-19025	1	42	slot	slot	NOUN
bracis-19025	1	43	sharing	sharing	NOUN
bracis-19025	1	44	mechanism	mechanism	NOUN
bracis-19025	1	45	in	in	ADP
bracis-19025	1	46	multi	multi	ADJ
bracis-19025	1	47	-	-	ADJ
bracis-19025	1	48	domain	domain	ADJ
bracis-19025	1	49	dialogue	dialogue	NOUN
bracis-19025	1	50	systems	system	NOUN
bracis-19025	1	51	conference	conference	PROPN
bracis-19025	1	52	paper	paper	NOUN
bracis-19025	1	53	first	first	ADV
bracis-19025	1	54	online	online	ADV
bracis-19025	1	55	:	:	PUNCT
bracis-19025	1	56	28	28	NUM
bracis-19025	1	57	november	november	NOUN
bracis-19025	1	58	2021	2021	NUM
bracis-19025	1	59	pp	pp	ADP
bracis-19025	1	60	94–108	94–108	PROPN
bracis-19025	1	61	cite	cite	VERB
bracis-19025	1	62	this	this	DET
bracis-19025	1	63	conference	conference	NOUN
bracis-19025	1	64	paper	paper	NOUN
bracis-19025	1	65	access	access	NOUN
bracis-19025	1	66	provided	provide	VERB
bracis-19025	1	67	by	by	ADP
bracis-19025	1	68	university	university	PROPN
bracis-19025	1	69	of	of	ADP
bracis-19025	1	70	notre	notre	PROPN
bracis-19025	1	71	dame	dame	PROPN
bracis-19025	1	72	hesburgh	hesburgh	PROPN
bracis-19025	1	73	library	library	PROPN
bracis-19025	1	74	download	download	PROPN
bracis-19025	1	75	book	book	NOUN
bracis-19025	1	76	pdf	pdf	PROPN
bracis-19025	1	77	download	download	NOUN
bracis-19025	1	78	book	book	NOUN
bracis-19025	1	79	epub	epub	PROPN
bracis-19025	1	80	intelligent	intelligent	ADJ
bracis-19025	1	81	systems	system	NOUN
bracis-19025	1	82	(	(	PUNCT
bracis-19025	1	83	bracis	bracis	NOUN
bracis-19025	1	84	2021	2021	NUM
bracis-19025	1	85	)	)	PUNCT
bracis-19025	1	86	slot	slot	NOUN
bracis-19025	1	87	sharing	sharing	NOUN
bracis-19025	1	88	mechanism	mechanism	NOUN
bracis-19025	1	89	in	in	ADP
bracis-19025	1	90	multi	multi	ADJ
bracis-19025	1	91	-	-	ADJ
bracis-19025	1	92	domain	domain	ADJ
bracis-19025	1	93	dialogue	dialogue	NOUN
bracis-19025	1	94	systems	system	NOUN
bracis-19025	1	95	download	download	NOUN
bracis-19025	1	96	book	book	NOUN
bracis-19025	1	97	pdf	pdf	PROPN
bracis-19025	1	98	download	download	NOUN
bracis-19025	1	99	book	book	PROPN
bracis-19025	1	100	epub	epub	PROPN
bracis-19025	1	101	bruno	bruno	PROPN
bracis-19025	1	102	eidi	eidi	PROPN
bracis-19025	1	103	nishimoto	nishimoto	PROPN
bracis-19025	1	104	  	  	SPACE
bracis-19025	1	105	orcid	orcid	NOUN
bracis-19025	1	106	:	:	PUNCT
bracis-19025	1	107	orcid.org/0000-0002-8473-553510,11	orcid.org/0000-0002-8473-553510,11	NOUN
bracis-19025	1	108	&	&	CCONJ
bracis-19025	1	109	anna	anna	PROPN
bracis-19025	1	110	helena	helena	PROPN
bracis-19025	1	111	reali	reali	PROPN
bracis-19025	1	112	costa	costa	PROPN
bracis-19025	1	113	  	  	SPACE
bracis-19025	1	114	orcid	orcid	NOUN
bracis-19025	1	115	:	:	PUNCT
bracis-19025	1	116	orcid.org/0000-0001-7309-452810	orcid.org/0000-0001-7309-452810	NOUN
bracis-19025	1	117	  	  	SPACE
bracis-19025	1	118	part	part	NOUN
bracis-19025	1	119	of	of	ADP
bracis-19025	1	120	the	the	DET
bracis-19025	1	121	book	book	NOUN
bracis-19025	1	122	series	series	NOUN
bracis-19025	1	123	:	:	PUNCT
bracis-19025	1	124	lecture	lecture	NOUN
bracis-19025	1	125	notes	note	NOUN
bracis-19025	1	126	in	in	ADP
bracis-19025	1	127	computer	computer	NOUN
bracis-19025	1	128	science	science	NOUN
bracis-19025	1	129	(	(	PUNCT
bracis-19025	1	130	(	(	PUNCT
bracis-19025	1	131	lnai	lnai	ADJ
bracis-19025	1	132	,	,	PUNCT
bracis-19025	1	133	volume	volume	NOUN
bracis-19025	1	134	13073	13073	NUM
bracis-19025	1	135	)	)	PUNCT
bracis-19025	1	136	)	)	PUNCT
bracis-19025	1	137	included	include	VERB
bracis-19025	1	138	in	in	ADP
bracis-19025	1	139	the	the	DET
bracis-19025	1	140	following	follow	VERB
bracis-19025	1	141	conference	conference	NOUN
bracis-19025	1	142	series	series	NOUN
bracis-19025	1	143	:	:	PUNCT
bracis-19025	1	144	brazilian	brazilian	ADJ
bracis-19025	1	145	conference	conference	NOUN
bracis-19025	1	146	on	on	ADP
bracis-19025	1	147	intelligent	intelligent	ADJ
bracis-19025	1	148	systems	system	NOUN
bracis-19025	1	149	755	755	NUM
bracis-19025	1	150	accesses	access	VERB
bracis-19025	1	151	abstract	abstract	ADJ
bracis-19025	1	152	task	task	NOUN
bracis-19025	1	153	-	-	PUNCT
bracis-19025	1	154	oriented	orient	VERB
bracis-19025	1	155	dialogue	dialogue	NOUN
bracis-19025	1	156	systems	system	NOUN
bracis-19025	1	157	are	be	AUX
bracis-19025	1	158	very	very	ADV
bracis-19025	1	159	important	important	ADJ
bracis-19025	1	160	due	due	ADP
bracis-19025	1	161	to	to	ADP
bracis-19025	1	162	their	their	PRON
bracis-19025	1	163	wide	wide	ADJ
bracis-19025	1	164	range	range	NOUN
bracis-19025	1	165	of	of	ADP
bracis-19025	1	166	applications	application	NOUN
bracis-19025	1	167	.	.	PUNCT
bracis-19025	2	1	in	in	ADP
bracis-19025	2	2	particular	particular	ADJ
bracis-19025	2	3	,	,	PUNCT
bracis-19025	2	4	those	those	DET
bracis-19025	2	5	tasks	task	NOUN
bracis-19025	2	6	that	that	PRON
bracis-19025	2	7	involve	involve	VERB
bracis-19025	2	8	multiple	multiple	ADJ
bracis-19025	2	9	domains	domain	NOUN
bracis-19025	2	10	have	have	AUX
bracis-19025	2	11	gained	gain	VERB
bracis-19025	2	12	increasing	increase	VERB
bracis-19025	2	13	attention	attention	NOUN
bracis-19025	2	14	in	in	ADP
bracis-19025	2	15	recent	recent	ADJ
bracis-19025	2	16	years	year	NOUN
bracis-19025	2	17	,	,	PUNCT
bracis-19025	2	18	as	as	SCONJ
bracis-19025	2	19	the	the	DET
bracis-19025	2	20	actual	actual	ADJ
bracis-19025	2	21	tasks	task	NOUN
bracis-19025	2	22	performed	perform	VERB
bracis-19025	2	23	by	by	ADP
bracis-19025	2	24	virtual	virtual	ADJ
bracis-19025	2	25	assistants	assistant	NOUN
bracis-19025	2	26	often	often	ADV
bracis-19025	2	27	span	span	VERB
bracis-19025	2	28	multiple	multiple	ADJ
bracis-19025	2	29	domains	domain	NOUN
bracis-19025	2	30	.	.	PUNCT
bracis-19025	3	1	in	in	ADP
bracis-19025	3	2	this	this	DET
bracis-19025	3	3	work	work	NOUN
bracis-19025	3	4	,	,	PUNCT
bracis-19025	3	5	we	we	PRON
bracis-19025	3	6	propose	propose	VERB
bracis-19025	3	7	the	the	DET
bracis-19025	3	8	divide	divide	NOUN
bracis-19025	3	9	-	-	PUNCT
bracis-19025	3	10	and	and	CCONJ
bracis-19025	3	11	-	-	PUNCT
bracis-19025	3	12	conquer	conquer	NOUN
bracis-19025	3	13	distributed	distribute	VERB
bracis-19025	3	14	architecture	architecture	NOUN
bracis-19025	3	15	with	with	ADP
bracis-19025	3	16	slot	slot	NOUN
bracis-19025	3	17	sharing	sharing	NOUN
bracis-19025	3	18	mechanism	mechanism	NOUN
bracis-19025	3	19	(	(	PUNCT
bracis-19025	3	20	dcda	dcda	NOUN
bracis-19025	3	21	-	-	PUNCT
bracis-19025	3	22	s2	s2	PROPN
bracis-19025	3	23	m	m	NOUN
bracis-19025	3	24	)	)	PUNCT
bracis-19025	3	25	system	system	NOUN
bracis-19025	3	26	,	,	PUNCT
bracis-19025	3	27	which	which	PRON
bracis-19025	3	28	includes	include	VERB
bracis-19025	3	29	not	not	PART
bracis-19025	3	30	only	only	ADV
bracis-19025	3	31	a	a	DET
bracis-19025	3	32	distributed	distribute	VERB
bracis-19025	3	33	system	system	NOUN
bracis-19025	3	34	aimed	aim	VERB
bracis-19025	3	35	at	at	ADP
bracis-19025	3	36	managing	manage	VERB
bracis-19025	3	37	dialogues	dialogue	NOUN
bracis-19025	3	38	through	through	ADP
bracis-19025	3	39	the	the	DET
bracis-19025	3	40	pipeline	pipeline	NOUN
bracis-19025	3	41	architecture	architecture	NOUN
bracis-19025	3	42	,	,	PUNCT
bracis-19025	3	43	but	but	CCONJ
bracis-19025	3	44	also	also	ADV
bracis-19025	3	45	a	a	DET
bracis-19025	3	46	slot	slot	NOUN
bracis-19025	3	47	sharing	sharing	NOUN
bracis-19025	3	48	mechanism	mechanism	NOUN
bracis-19025	3	49	that	that	PRON
bracis-19025	3	50	allows	allow	VERB
bracis-19025	3	51	the	the	DET
bracis-19025	3	52	system	system	NOUN
bracis-19025	3	53	to	to	PART
bracis-19025	3	54	obtain	obtain	VERB
bracis-19025	3	55	information	information	NOUN
bracis-19025	3	56	during	during	ADP
bracis-19025	3	57	a	a	DET
bracis-19025	3	58	conversation	conversation	NOUN
bracis-19025	3	59	in	in	ADP
bracis-19025	3	60	one	one	NUM
bracis-19025	3	61	domain	domain	NOUN
bracis-19025	3	62	and	and	CCONJ
bracis-19025	3	63	reuse	reuse	VERB
bracis-19025	3	64	it	it	PRON
bracis-19025	3	65	in	in	ADP
bracis-19025	3	66	another	another	DET
bracis-19025	3	67	domain	domain	NOUN
bracis-19025	3	68	,	,	PUNCT
bracis-19025	3	69	in	in	ADP
bracis-19025	3	70	order	order	NOUN
bracis-19025	3	71	to	to	PART
bracis-19025	3	72	avoid	avoid	VERB
bracis-19025	3	73	redundant	redundant	ADJ
bracis-19025	3	74	interactions	interaction	NOUN
bracis-19025	3	75	and	and	CCONJ
bracis-19025	3	76	make	make	VERB
bracis-19025	3	77	the	the	DET
bracis-19025	3	78	dialogue	dialogue	NOUN
bracis-19025	3	79	more	more	ADV
bracis-19025	3	80	efficient	efficient	ADJ
bracis-19025	3	81	.	.	PUNCT
bracis-19025	4	1	results	result	NOUN
bracis-19025	4	2	show	show	VERB
bracis-19025	4	3	that	that	SCONJ
bracis-19025	4	4	the	the	DET
bracis-19025	4	5	distributed	distribute	VERB
bracis-19025	4	6	architecture	architecture	NOUN
bracis-19025	4	7	outperforms	outperform	VERB
bracis-19025	4	8	the	the	DET
bracis-19025	4	9	centralized	centralized	ADJ
bracis-19025	4	10	one	one	NUM
bracis-19025	4	11	by	by	ADP
bracis-19025	4	12	21.51	21.51	NUM
bracis-19025	4	13	%	%	NOUN
bracis-19025	4	14	and	and	CCONJ
bracis-19025	4	15	that	that	SCONJ
bracis-19025	4	16	the	the	DET
bracis-19025	4	17	slot	slot	NOUN
bracis-19025	4	18	sharing	sharing	NOUN
bracis-19025	4	19	mechanism	mechanism	NOUN
bracis-19025	4	20	improves	improve	VERB
bracis-19025	4	21	the	the	DET
bracis-19025	4	22	system	system	NOUN
bracis-19025	4	23	performance	performance	NOUN
bracis-19025	4	24	both	both	CCONJ
bracis-19025	4	25	in	in	ADP
bracis-19025	4	26	the	the	DET
bracis-19025	4	27	success	success	NOUN
bracis-19025	4	28	rate	rate	NOUN
bracis-19025	4	29	and	and	CCONJ
bracis-19025	4	30	in	in	ADP
bracis-19025	4	31	the	the	DET
bracis-19025	4	32	number	number	NOUN
bracis-19025	4	33	of	of	ADP
bracis-19025	4	34	turns	turn	NOUN
bracis-19025	4	35	during	during	ADP
bracis-19025	4	36	the	the	DET
bracis-19025	4	37	dialogue	dialogue	NOUN
bracis-19025	4	38	,	,	PUNCT
bracis-19025	4	39	demonstrating	demonstrate	VERB
bracis-19025	4	40	that	that	SCONJ
bracis-19025	4	41	it	it	PRON
bracis-19025	4	42	can	can	AUX
bracis-19025	4	43	prevent	prevent	VERB
bracis-19025	4	44	the	the	DET
bracis-19025	4	45	agent	agent	NOUN
bracis-19025	4	46	from	from	ADP
bracis-19025	4	47	requesting	request	VERB
bracis-19025	4	48	redundant	redundant	ADJ
bracis-19025	4	49	information	information	NOUN
bracis-19025	4	50	.	.	PUNCT
bracis-19025	5	1	access	access	NOUN
bracis-19025	5	2	provided	provide	VERB
bracis-19025	5	3	by	by	ADP
bracis-19025	5	4	university	university	PROPN
bracis-19025	5	5	of	of	ADP
bracis-19025	5	6	notre	notre	PROPN
bracis-19025	5	7	dame	dame	PROPN
bracis-19025	5	8	hesburgh	hesburgh	PROPN
bracis-19025	5	9	library	library	PROPN
bracis-19025	5	10	.	.	PUNCT
bracis-19025	6	1	download	download	PROPN
bracis-19025	6	2	conference	conference	NOUN
bracis-19025	6	3	paper	paper	NOUN
bracis-19025	6	4	pdf	pdf	NOUN
bracis-19025	6	5	similar	similar	ADJ
bracis-19025	6	6	content	content	NOUN
bracis-19025	6	7	being	be	AUX
bracis-19025	6	8	viewed	view	VERB
bracis-19025	6	9	by	by	ADP
bracis-19025	6	10	others	other	NOUN
bracis-19025	6	11	open	open	ADJ
bracis-19025	6	12	-	-	PUNCT
bracis-19025	6	13	domain	domain	NOUN
bracis-19025	6	14	dialogue	dialogue	NOUN
bracis-19025	6	15	management	management	NOUN
bracis-19025	6	16	framework	framework	NOUN
bracis-19025	6	17	across	across	ADP
bracis-19025	6	18	multiple	multiple	ADJ
bracis-19025	6	19	device	device	NOUN
bracis-19025	6	20	for	for	ADP
bracis-19025	6	21	 	 	SPACE
bracis-19025	6	22	long	long	ADJ
bracis-19025	6	23	-	-	PUNCT
bracis-19025	6	24	term	term	NOUN
bracis-19025	6	25	interaction	interaction	NOUN
bracis-19025	6	26	chapter	chapter	NOUN
bracis-19025	6	27	©	©	PROPN
bracis-19025	6	28	2023	2023	NUM
bracis-19025	6	29	a	a	DET
bracis-19025	6	30	multiagent	multiagent	NOUN
bracis-19025	6	31	-	-	PUNCT
bracis-19025	6	32	based	base	VERB
bracis-19025	6	33	technique	technique	NOUN
bracis-19025	6	34	for	for	ADP
bracis-19025	6	35	dialog	dialog	NOUN
bracis-19025	6	36	management	management	NOUN
bracis-19025	6	37	in	in	ADP
bracis-19025	6	38	conversational	conversational	ADJ
bracis-19025	6	39	interfaces	interface	NOUN
bracis-19025	6	40	chapter	chapter	NOUN
bracis-19025	6	41	©	©	PROPN
bracis-19025	6	42	2016	2016	NUM
bracis-19025	6	43	exploring	explore	VERB
bracis-19025	6	44	dialog	dialog	NOUN
bracis-19025	6	45	act	act	PROPN
bracis-19025	6	46	recognition	recognition	NOUN
bracis-19025	6	47	in	in	ADP
bracis-19025	6	48	 	 	SPACE
bracis-19025	6	49	open	open	ADJ
bracis-19025	6	50	domain	domain	NOUN
bracis-19025	6	51	conversational	conversational	ADJ
bracis-19025	6	52	agents	agent	NOUN
bracis-19025	6	53	chapter	chapter	NOUN
bracis-19025	6	54	©	©	PROPN
bracis-19025	6	55	2023	2023	NUM
bracis-19025	6	56	explore	explore	VERB
bracis-19025	6	57	related	relate	VERB
bracis-19025	6	58	subjects	subject	NOUN
bracis-19025	6	59	discover	discover	VERB
bracis-19025	6	60	the	the	DET
bracis-19025	6	61	latest	late	ADJ
bracis-19025	6	62	articles	article	NOUN
bracis-19025	6	63	,	,	PUNCT
bracis-19025	6	64	books	book	NOUN
bracis-19025	6	65	and	and	CCONJ
bracis-19025	6	66	news	news	NOUN
bracis-19025	6	67	in	in	ADP
bracis-19025	6	68	related	related	ADJ
bracis-19025	6	69	subjects	subject	NOUN
bracis-19025	6	70	,	,	PUNCT
bracis-19025	6	71	suggested	suggest	VERB
bracis-19025	6	72	using	use	VERB
bracis-19025	6	73	machine	machine	NOUN
bracis-19025	6	74	learning	learning	NOUN
bracis-19025	6	75	.	.	PUNCT
bracis-19025	7	1	adas	adas	PROPN
bracis-19025	7	2	,	,	PUNCT
bracis-19025	7	3	connectivity	connectivity	NOUN
bracis-19025	7	4	,	,	PUNCT
bracis-19025	7	5	e	e	NOUN
bracis-19025	7	6	/	/	SYM
bracis-19025	7	7	e	e	NOUN
bracis-19025	7	8	computational	computational	ADJ
bracis-19025	7	9	platforms	platform	NOUN
bracis-19025	7	10	and	and	CCONJ
bracis-19025	7	11	environments	environment	NOUN
bracis-19025	7	12	crispr	crispr	ADJ
bracis-19025	7	13	-	-	PUNCT
bracis-19025	7	14	cas	cas	NOUN
bracis-19025	7	15	systems	systems	PROPN
bracis-19025	7	16	multiagent	multiagent	NOUN
bracis-19025	7	17	systems	system	NOUN
bracis-19025	7	18	register	register	NOUN
bracis-19025	7	19	-	-	PUNCT
bracis-19025	7	20	transfer	transfer	NOUN
bracis-19025	7	21	-	-	PUNCT
bracis-19025	7	22	level	level	NOUN
bracis-19025	7	23	implementation	implementation	NOUN
bracis-19025	7	24	theory	theory	NOUN
bracis-19025	7	25	and	and	CCONJ
bracis-19025	7	26	algorithms	algorithm	NOUN
bracis-19025	7	27	for	for	ADP
bracis-19025	7	28	application	application	NOUN
bracis-19025	7	29	domains	domain	NOUN
bracis-19025	7	30	1	1	NUM
bracis-19025	7	31	introduction	introduction	NOUN
bracis-19025	7	32	dialogue	dialogue	NOUN
bracis-19025	7	33	systems	system	NOUN
bracis-19025	7	34	aim	aim	VERB
bracis-19025	7	35	to	to	PART
bracis-19025	7	36	interact	interact	VERB
bracis-19025	7	37	with	with	ADP
bracis-19025	7	38	humans	human	NOUN
bracis-19025	7	39	,	,	PUNCT
bracis-19025	7	40	employing	employ	VERB
bracis-19025	7	41	conversations	conversation	NOUN
bracis-19025	7	42	in	in	ADP
bracis-19025	7	43	natural	natural	ADJ
bracis-19025	7	44	language	language	NOUN
bracis-19025	7	45	.	.	PUNCT
bracis-19025	8	1	they	they	PRON
bracis-19025	8	2	can	can	AUX
bracis-19025	8	3	be	be	AUX
bracis-19025	8	4	broadly	broadly	ADV
bracis-19025	8	5	divided	divide	VERB
bracis-19025	8	6	into	into	ADP
bracis-19025	8	7	three	three	NUM
bracis-19025	8	8	categories	category	NOUN
bracis-19025	8	9	:	:	PUNCT
bracis-19025	8	10	socialbots	socialbot	NOUN
bracis-19025	8	11	,	,	PUNCT
bracis-19025	8	12	question	question	NOUN
bracis-19025	8	13	&	&	CCONJ
bracis-19025	8	14	answering	answering	NOUN
bracis-19025	8	15	,	,	PUNCT
bracis-19025	8	16	and	and	CCONJ
bracis-19025	8	17	task	task	NOUN
bracis-19025	8	18	-	-	PUNCT
bracis-19025	8	19	oriented	orient	VERB
bracis-19025	8	20	systems	system	NOUN
bracis-19025	8	21	.	.	PUNCT
bracis-19025	9	1	socialbots	socialbot	NOUN
bracis-19025	9	2	aim	aim	VERB
bracis-19025	9	3	to	to	PART
bracis-19025	9	4	have	have	VERB
bracis-19025	9	5	an	an	DET
bracis-19025	9	6	entertaining	entertaining	ADJ
bracis-19025	9	7	conversation	conversation	NOUN
bracis-19025	9	8	to	to	PART
bracis-19025	9	9	keep	keep	VERB
bracis-19025	9	10	the	the	DET
bracis-19025	9	11	user	user	NOUN
bracis-19025	9	12	engaged	engage	VERB
bracis-19025	9	13	,	,	PUNCT
bracis-19025	9	14	without	without	ADP
bracis-19025	9	15	having	have	VERB
bracis-19025	9	16	a	a	DET
bracis-19025	9	17	specific	specific	ADJ
bracis-19025	9	18	goal	goal	NOUN
bracis-19025	9	19	other	other	ADJ
bracis-19025	9	20	than	than	ADP
bracis-19025	9	21	being	be	AUX
bracis-19025	9	22	friendly	friendly	ADJ
bracis-19025	9	23	and	and	CCONJ
bracis-19025	9	24	keeping	keep	VERB
bracis-19025	9	25	company	company	NOUN
bracis-19025	9	26	.	.	PUNCT
bracis-19025	10	1	question	question	NOUN
bracis-19025	10	2	&	&	CCONJ
bracis-19025	10	3	answering	answer	VERB
bracis-19025	10	4	systems	system	NOUN
bracis-19025	10	5	aim	aim	VERB
bracis-19025	10	6	to	to	PART
bracis-19025	10	7	provide	provide	VERB
bracis-19025	10	8	a	a	DET
bracis-19025	10	9	concise	concise	ADJ
bracis-19025	10	10	and	and	CCONJ
bracis-19025	10	11	straightforward	straightforward	ADJ
bracis-19025	10	12	answer	answer	NOUN
bracis-19025	10	13	to	to	ADP
bracis-19025	10	14	the	the	DET
bracis-19025	10	15	user	user	NOUN
bracis-19025	10	16	’s	’s	PART
bracis-19025	10	17	question	question	NOUN
bracis-19025	10	18	,	,	PUNCT
bracis-19025	10	19	possibly	possibly	ADV
bracis-19025	10	20	using	use	VERB
bracis-19025	10	21	information	information	NOUN
bracis-19025	10	22	stored	store	VERB
bracis-19025	10	23	in	in	ADP
bracis-19025	10	24	knowledge	knowledge	NOUN
bracis-19025	10	25	bases	basis	NOUN
bracis-19025	10	26	.	.	PUNCT
bracis-19025	11	1	finally	finally	ADV
bracis-19025	11	2	,	,	PUNCT
bracis-19025	11	3	task	task	NOUN
bracis-19025	11	4	-	-	PUNCT
bracis-19025	11	5	oriented	orient	VERB
bracis-19025	11	6	systems	system	NOUN
bracis-19025	11	7	help	help	VERB
bracis-19025	11	8	users	user	NOUN
bracis-19025	11	9	to	to	PART
bracis-19025	11	10	complete	complete	VERB
bracis-19025	11	11	a	a	DET
bracis-19025	11	12	specific	specific	ADJ
bracis-19025	11	13	task	task	NOUN
bracis-19025	11	14	[	[	X
bracis-19025	11	15	6	6	NUM
bracis-19025	11	16	]	]	PUNCT
bracis-19025	11	17	.	.	PUNCT
bracis-19025	12	1	these	these	DET
bracis-19025	12	2	tasks	task	NOUN
bracis-19025	12	3	range	range	VERB
bracis-19025	12	4	from	from	ADP
bracis-19025	12	5	simple	simple	ADJ
bracis-19025	12	6	tasks	task	NOUN
bracis-19025	12	7	,	,	PUNCT
bracis-19025	12	8	such	such	ADJ
bracis-19025	12	9	as	as	ADP
bracis-19025	12	10	setting	set	VERB
bracis-19025	12	11	an	an	DET
bracis-19025	12	12	alarm	alarm	NOUN
bracis-19025	12	13	and	and	CCONJ
bracis-19025	12	14	making	make	VERB
bracis-19025	12	15	an	an	DET
bracis-19025	12	16	appointment	appointment	NOUN
bracis-19025	12	17	,	,	PUNCT
bracis-19025	12	18	to	to	ADP
bracis-19025	12	19	more	more	ADV
bracis-19025	12	20	complex	complex	ADJ
bracis-19025	12	21	tasks	task	NOUN
bracis-19025	12	22	,	,	PUNCT
bracis-19025	12	23	such	such	ADJ
bracis-19025	12	24	as	as	ADP
bracis-19025	12	25	finding	find	VERB
bracis-19025	12	26	a	a	DET
bracis-19025	12	27	tourist	tourist	NOUN
bracis-19025	12	28	attraction	attraction	NOUN
bracis-19025	12	29	,	,	PUNCT
bracis-19025	12	30	booking	book	VERB
bracis-19025	12	31	a	a	DET
bracis-19025	12	32	restaurant	restaurant	NOUN
bracis-19025	12	33	or	or	CCONJ
bracis-19025	12	34	taking	take	VERB
bracis-19025	12	35	a	a	DET
bracis-19025	12	36	taxi	taxi	NOUN
bracis-19025	12	37	.	.	PUNCT
bracis-19025	13	1	due	due	ADP
bracis-19025	13	2	to	to	ADP
bracis-19025	13	3	their	their	PRON
bracis-19025	13	4	wide	wide	ADJ
bracis-19025	13	5	range	range	NOUN
bracis-19025	13	6	of	of	ADP
bracis-19025	13	7	applications	application	NOUN
bracis-19025	13	8	,	,	PUNCT
bracis-19025	13	9	task	task	NOUN
bracis-19025	13	10	-	-	PUNCT
bracis-19025	13	11	oriented	orient	VERB
bracis-19025	13	12	systems	system	NOUN
bracis-19025	13	13	have	have	AUX
bracis-19025	13	14	been	be	AUX
bracis-19025	13	15	showing	show	VERB
bracis-19025	13	16	great	great	ADJ
bracis-19025	13	17	relevance	relevance	NOUN
bracis-19025	13	18	in	in	ADP
bracis-19025	13	19	recent	recent	ADJ
bracis-19025	13	20	years	year	NOUN
bracis-19025	13	21	,	,	PUNCT
bracis-19025	13	22	with	with	ADP
bracis-19025	13	23	both	both	CCONJ
bracis-19025	13	24	academia	academia	NOUN
bracis-19025	13	25	and	and	CCONJ
bracis-19025	13	26	industry	industry	NOUN
bracis-19025	13	27	drawing	draw	VERB
bracis-19025	13	28	their	their	PRON
bracis-19025	13	29	attention	attention	NOUN
bracis-19025	13	30	to	to	ADP
bracis-19025	13	31	them	they	PRON
bracis-19025	13	32	.	.	PUNCT
bracis-19025	14	1	there	there	PRON
bracis-19025	14	2	are	be	VERB
bracis-19025	14	3	roughly	roughly	ADV
bracis-19025	14	4	two	two	NUM
bracis-19025	14	5	types	type	NOUN
bracis-19025	14	6	of	of	ADP
bracis-19025	14	7	architectures	architecture	NOUN
bracis-19025	14	8	to	to	PART
bracis-19025	14	9	model	model	VERB
bracis-19025	14	10	a	a	DET
bracis-19025	14	11	task	task	NOUN
bracis-19025	14	12	-	-	PUNCT
bracis-19025	14	13	oriented	orient	VERB
bracis-19025	14	14	agent	agent	NOUN
bracis-19025	14	15	:	:	PUNCT
bracis-19025	14	16	end	end	NOUN
bracis-19025	14	17	-	-	PUNCT
bracis-19025	14	18	to	to	ADP
bracis-19025	14	19	-	-	PUNCT
bracis-19025	14	20	end	end	NOUN
bracis-19025	14	21	and	and	CCONJ
bracis-19025	14	22	pipeline	pipeline	NOUN
bracis-19025	14	23	(	(	PUNCT
bracis-19025	14	24	or	or	CCONJ
bracis-19025	14	25	modular	modular	ADJ
bracis-19025	14	26	)	)	PUNCT
bracis-19025	15	1	[	[	X
bracis-19025	15	2	24	24	NUM
bracis-19025	15	3	]	]	PUNCT
bracis-19025	15	4	.	.	PUNCT
bracis-19025	16	1	end	end	NOUN
bracis-19025	16	2	-	-	PUNCT
bracis-19025	16	3	to	to	ADP
bracis-19025	16	4	-	-	PUNCT
bracis-19025	16	5	end	end	NOUN
bracis-19025	16	6	approaches	approach	NOUN
bracis-19025	16	7	consider	consider	VERB
bracis-19025	16	8	the	the	DET
bracis-19025	16	9	system	system	NOUN
bracis-19025	16	10	composed	compose	VERB
bracis-19025	16	11	of	of	ADP
bracis-19025	16	12	a	a	DET
bracis-19025	16	13	single	single	ADJ
bracis-19025	16	14	component	component	NOUN
bracis-19025	16	15	that	that	PRON
bracis-19025	16	16	maps	map	VERB
bracis-19025	16	17	user	user	NOUN
bracis-19025	16	18	input	input	NOUN
bracis-19025	16	19	in	in	ADP
bracis-19025	16	20	natural	natural	ADJ
bracis-19025	16	21	language	language	NOUN
bracis-19025	16	22	directly	directly	ADV
bracis-19025	16	23	to	to	ADP
bracis-19025	16	24	the	the	DET
bracis-19025	16	25	system	system	NOUN
bracis-19025	16	26	output	output	NOUN
bracis-19025	16	27	also	also	ADV
bracis-19025	16	28	in	in	ADP
bracis-19025	16	29	natural	natural	ADJ
bracis-19025	16	30	language	language	NOUN
bracis-19025	16	31	(	(	PUNCT
bracis-19025	16	32	see	see	VERB
bracis-19025	16	33	fig	fig	NOUN
bracis-19025	16	34	.	.	PUNCT
bracis-19025	16	35	 	 	SPACE
bracis-19025	16	36	1	1	NUM
bracis-19025	16	37	)	)	PUNCT
bracis-19025	16	38	.	.	PUNCT
bracis-19025	17	1	on	on	ADP
bracis-19025	17	2	the	the	DET
bracis-19025	17	3	other	other	ADJ
bracis-19025	17	4	hand	hand	NOUN
bracis-19025	17	5	,	,	PUNCT
bracis-19025	17	6	pipeline	pipeline	NOUN
bracis-19025	17	7	architectures	architecture	NOUN
bracis-19025	17	8	comprise	comprise	VERB
bracis-19025	17	9	three	three	NUM
bracis-19025	17	10	components	component	NOUN
bracis-19025	17	11	:	:	PUNCT
bracis-19025	17	12	natural	natural	ADJ
bracis-19025	17	13	language	language	NOUN
bracis-19025	17	14	understanding	understanding	NOUN
bracis-19025	17	15	(	(	PUNCT
bracis-19025	17	16	nlu	nlu	NOUN
bracis-19025	17	17	)	)	PUNCT
bracis-19025	17	18	,	,	PUNCT
bracis-19025	17	19	dialogue	dialogue	NOUN
bracis-19025	17	20	management	management	NOUN
bracis-19025	17	21	(	(	PUNCT
bracis-19025	17	22	dm	dm	NOUN
bracis-19025	17	23	)	)	PUNCT
bracis-19025	17	24	and	and	CCONJ
bracis-19025	17	25	natural	natural	ADJ
bracis-19025	17	26	language	language	NOUN
bracis-19025	17	27	generation	generation	NOUN
bracis-19025	17	28	(	(	PUNCT
bracis-19025	17	29	nlg	nlg	PROPN
bracis-19025	17	30	)	)	PUNCT
bracis-19025	17	31	(	(	PUNCT
bracis-19025	17	32	see	see	VERB
bracis-19025	17	33	fig	fig	NOUN
bracis-19025	17	34	.	.	PUNCT
bracis-19025	17	35	 	 	SPACE
bracis-19025	17	36	2	2	NUM
bracis-19025	17	37	)	)	PUNCT
bracis-19025	17	38	.	.	PUNCT
bracis-19025	18	1	nlu	nlu	NOUN
bracis-19025	18	2	extracts	extract	VERB
bracis-19025	18	3	the	the	DET
bracis-19025	18	4	major	major	ADJ
bracis-19025	18	5	information	information	NOUN
bracis-19025	18	6	from	from	ADP
bracis-19025	18	7	the	the	DET
bracis-19025	18	8	user	user	NOUN
bracis-19025	18	9	utterance	utterance	NOUN
bracis-19025	18	10	and	and	CCONJ
bracis-19025	18	11	transforms	transform	VERB
bracis-19025	18	12	it	it	PRON
bracis-19025	18	13	in	in	ADP
bracis-19025	18	14	a	a	DET
bracis-19025	18	15	structured	structured	ADJ
bracis-19025	18	16	data	datum	NOUN
bracis-19025	18	17	known	know	VERB
bracis-19025	18	18	as	as	ADP
bracis-19025	18	19	dialogue	dialogue	PROPN
bracis-19025	18	20	act	act	PROPN
bracis-19025	18	21	.	.	PUNCT
bracis-19025	19	1	the	the	DET
bracis-19025	19	2	dialogue	dialogue	PROPN
bracis-19025	19	3	act	act	PROPN
bracis-19025	19	4	shows	show	VERB
bracis-19025	19	5	relevant	relevant	ADJ
bracis-19025	19	6	information	information	NOUN
bracis-19025	19	7	for	for	ADP
bracis-19025	19	8	the	the	DET
bracis-19025	19	9	dialogue	dialogue	NOUN
bracis-19025	19	10	comprehension	comprehension	NOUN
bracis-19025	19	11	and	and	CCONJ
bracis-19025	19	12	it	it	PRON
bracis-19025	19	13	is	be	AUX
bracis-19025	19	14	defined	define	VERB
bracis-19025	19	15	by	by	ADP
bracis-19025	19	16	the	the	DET
bracis-19025	19	17	tuple	tuple	NOUN
bracis-19025	20	1	[	[	X
bracis-19025	20	2	domain	domain	NOUN
bracis-19025	20	3	,	,	PUNCT
bracis-19025	20	4	intent	intent	NOUN
bracis-19025	20	5	,	,	PUNCT
bracis-19025	20	6	slot	slot	NOUN
bracis-19025	20	7	,	,	PUNCT
bracis-19025	20	8	value	value	NOUN
bracis-19025	20	9	]	]	PUNCT
bracis-19025	20	10	,	,	PUNCT
bracis-19025	20	11	encoding	encode	VERB
bracis-19025	20	12	the	the	DET
bracis-19025	20	13	domain	domain	NOUN
bracis-19025	20	14	of	of	ADP
bracis-19025	20	15	this	this	DET
bracis-19025	20	16	particular	particular	ADJ
bracis-19025	20	17	act	act	NOUN
bracis-19025	20	18	,	,	PUNCT
bracis-19025	20	19	the	the	DET
bracis-19025	20	20	intent	intent	NOUN
bracis-19025	20	21	,	,	PUNCT
bracis-19025	20	22	i.e.	i.e.	X
bracis-19025	20	23	,	,	PUNCT
bracis-19025	20	24	its	its	PRON
bracis-19025	20	25	broad	broad	ADJ
bracis-19025	20	26	objective	objective	NOUN
bracis-19025	20	27	(	(	PUNCT
bracis-19025	20	28	inform	inform	NOUN
bracis-19025	20	29	,	,	PUNCT
bracis-19025	20	30	request	request	NOUN
bracis-19025	20	31	,	,	PUNCT
bracis-19025	20	32	or	or	CCONJ
bracis-19025	20	33	thanks	thank	NOUN
bracis-19025	20	34	,	,	PUNCT
bracis-19025	20	35	for	for	ADP
bracis-19025	20	36	instance	instance	NOUN
bracis-19025	20	37	)	)	PUNCT
bracis-19025	20	38	,	,	PUNCT
bracis-19025	20	39	and	and	CCONJ
bracis-19025	20	40	the	the	DET
bracis-19025	20	41	slot	slot	NOUN
bracis-19025	20	42	and	and	CCONJ
bracis-19025	20	43	value	value	NOUN
bracis-19025	20	44	representing	represent	VERB
bracis-19025	20	45	specific	specific	ADJ
bracis-19025	20	46	pieces	piece	NOUN
bracis-19025	20	47	of	of	ADP
bracis-19025	20	48	information	information	NOUN
bracis-19025	20	49	in	in	ADP
bracis-19025	20	50	this	this	DET
bracis-19025	20	51	domain	domain	NOUN
bracis-19025	20	52	.	.	PUNCT
bracis-19025	21	1	the	the	DET
bracis-19025	21	2	example	example	NOUN
bracis-19025	21	3	illustrated	illustrate	VERB
bracis-19025	21	4	in	in	ADP
bracis-19025	21	5	fig	fig	NOUN
bracis-19025	21	6	.	.	PUNCT
bracis-19025	21	7	 	 	SPACE
bracis-19025	22	1	2	2	NUM
bracis-19025	22	2	shows	show	VERB
bracis-19025	22	3	that	that	SCONJ
bracis-19025	22	4	utterance	utterance	NOUN
bracis-19025	22	5	i	i	PRON
bracis-19025	22	6	want	want	VERB
bracis-19025	22	7	a	a	DET
bracis-19025	22	8	restaurant	restaurant	NOUN
bracis-19025	22	9	located	locate	VERB
bracis-19025	22	10	in	in	ADP
bracis-19025	22	11	the	the	DET
bracis-19025	22	12	centre	centre	NOUN
bracis-19025	22	13	of	of	ADP
bracis-19025	22	14	town	town	NOUN
bracis-19025	22	15	would	would	AUX
bracis-19025	22	16	have	have	VERB
bracis-19025	22	17	the	the	DET
bracis-19025	22	18	following	follow	VERB
bracis-19025	22	19	dialogue	dialogue	NOUN
bracis-19025	22	20	act	act	PROPN
bracis-19025	22	21	:	:	PUNCT
bracis-19025	23	1	[	[	X
bracis-19025	23	2	restaurant	restaurant	NOUN
bracis-19025	23	3	,	,	PUNCT
bracis-19025	23	4	inform	inform	NOUN
bracis-19025	23	5	,	,	PUNCT
bracis-19025	23	6	area	area	NOUN
bracis-19025	23	7	,	,	PUNCT
bracis-19025	23	8	centre	centre	NOUN
bracis-19025	23	9	]	]	PUNCT
bracis-19025	23	10	.	.	PUNCT
bracis-19025	24	1	dm	dm	PROPN
bracis-19025	24	2	contains	contain	VERB
bracis-19025	24	3	two	two	NUM
bracis-19025	24	4	sub	sub	NOUN
bracis-19025	24	5	-	-	NOUN
bracis-19025	24	6	modules	module	NOUN
bracis-19025	24	7	,	,	PUNCT
bracis-19025	24	8	the	the	DET
bracis-19025	24	9	dialogue	dialogue	NOUN
bracis-19025	24	10	state	state	NOUN
bracis-19025	24	11	tracking	tracking	NOUN
bracis-19025	24	12	(	(	PUNCT
bracis-19025	24	13	dst	dst	PROPN
bracis-19025	24	14	)	)	PUNCT
bracis-19025	24	15	which	which	PRON
bracis-19025	24	16	keeps	keep	VERB
bracis-19025	24	17	track	track	NOUN
bracis-19025	24	18	of	of	ADP
bracis-19025	24	19	the	the	DET
bracis-19025	24	20	dialogue	dialogue	NOUN
bracis-19025	24	21	state	state	NOUN
bracis-19025	24	22	and	and	CCONJ
bracis-19025	24	23	the	the	DET
bracis-19025	24	24	policy	policy	NOUN
bracis-19025	24	25	(	(	PUNCT
bracis-19025	24	26	pol	pol	NOUN
bracis-19025	24	27	)	)	PUNCT
bracis-19025	24	28	which	which	PRON
bracis-19025	24	29	decides	decide	VERB
bracis-19025	24	30	the	the	DET
bracis-19025	24	31	best	good	ADJ
bracis-19025	24	32	response	response	NOUN
bracis-19025	24	33	to	to	PART
bracis-19025	24	34	give	give	VERB
bracis-19025	24	35	to	to	ADP
bracis-19025	24	36	the	the	DET
bracis-19025	24	37	user	user	NOUN
bracis-19025	24	38	.	.	PUNCT
bracis-19025	25	1	finally	finally	ADV
bracis-19025	25	2	,	,	PUNCT
bracis-19025	25	3	the	the	DET
bracis-19025	25	4	nlg	nlg	NOUN
bracis-19025	25	5	component	component	NOUN
bracis-19025	25	6	transforms	transform	VERB
bracis-19025	25	7	the	the	DET
bracis-19025	25	8	dm	dm	PROPN
bracis-19025	25	9	output	output	NOUN
bracis-19025	25	10	,	,	PUNCT
bracis-19025	25	11	which	which	PRON
bracis-19025	25	12	is	be	AUX
bracis-19025	25	13	also	also	ADV
bracis-19025	25	14	a	a	DET
bracis-19025	25	15	dialogue	dialogue	NOUN
bracis-19025	25	16	act	act	NOUN
bracis-19025	25	17	,	,	PUNCT
bracis-19025	25	18	into	into	ADP
bracis-19025	25	19	natural	natural	ADJ
bracis-19025	25	20	language	language	NOUN
bracis-19025	25	21	to	to	PART
bracis-19025	25	22	present	present	VERB
bracis-19025	25	23	to	to	ADP
bracis-19025	25	24	the	the	DET
bracis-19025	25	25	user	user	NOUN
bracis-19025	25	26	.	.	PUNCT
bracis-19025	26	1	fig	fig	NOUN
bracis-19025	26	2	.	.	PUNCT
bracis-19025	27	1	1	1	X
bracis-19025	27	2	.	.	X
bracis-19025	27	3	illustration	illustration	NOUN
bracis-19025	27	4	of	of	ADP
bracis-19025	27	5	end	end	NOUN
bracis-19025	27	6	-	-	PUNCT
bracis-19025	27	7	to	to	ADP
bracis-19025	27	8	-	-	PUNCT
bracis-19025	27	9	end	end	NOUN
bracis-19025	27	10	architecture	architecture	NOUN
bracis-19025	27	11	.	.	PUNCT
bracis-19025	28	1	full	full	ADJ
bracis-19025	28	2	size	size	NOUN
bracis-19025	28	3	image	image	NOUN
bracis-19025	28	4	fig	fig	NOUN
bracis-19025	28	5	.	.	PUNCT
bracis-19025	29	1	2	2	X
bracis-19025	29	2	.	.	X
bracis-19025	29	3	illustration	illustration	NOUN
bracis-19025	29	4	of	of	ADP
bracis-19025	29	5	pipeline	pipeline	NOUN
bracis-19025	29	6	architecture	architecture	NOUN
bracis-19025	29	7	.	.	PUNCT
bracis-19025	30	1	full	full	ADJ
bracis-19025	30	2	size	size	NOUN
bracis-19025	30	3	image	image	NOUN
bracis-19025	30	4	early	early	ADV
bracis-19025	30	5	works	work	VERB
bracis-19025	30	6	on	on	ADP
bracis-19025	30	7	task	task	NOUN
bracis-19025	30	8	-	-	PUNCT
bracis-19025	30	9	oriented	orient	VERB
bracis-19025	30	10	dialogue	dialogue	NOUN
bracis-19025	30	11	systems	system	NOUN
bracis-19025	30	12	[	[	X
bracis-19025	30	13	9	9	NUM
bracis-19025	30	14	,	,	PUNCT
bracis-19025	30	15	12	12	NUM
bracis-19025	30	16	,	,	PUNCT
bracis-19025	30	17	13	13	NUM
bracis-19025	30	18	]	]	PUNCT
bracis-19025	30	19	focus	focus	NOUN
bracis-19025	30	20	on	on	ADP
bracis-19025	30	21	problems	problem	NOUN
bracis-19025	30	22	with	with	ADP
bracis-19025	30	23	a	a	DET
bracis-19025	30	24	single	single	ADJ
bracis-19025	30	25	domain	domain	NOUN
bracis-19025	30	26	.	.	PUNCT
bracis-19025	31	1	however	however	ADV
bracis-19025	31	2	,	,	PUNCT
bracis-19025	31	3	it	it	PRON
bracis-19025	31	4	is	be	AUX
bracis-19025	31	5	common	common	ADJ
bracis-19025	31	6	that	that	SCONJ
bracis-19025	31	7	real	real	ADJ
bracis-19025	31	8	systems	system	NOUN
bracis-19025	31	9	such	such	ADJ
bracis-19025	31	10	as	as	ADP
bracis-19025	31	11	the	the	DET
bracis-19025	31	12	popular	popular	ADJ
bracis-19025	31	13	virtual	virtual	ADJ
bracis-19025	31	14	assistants	assistant	NOUN
bracis-19025	31	15	span	span	VERB
bracis-19025	31	16	their	their	PRON
bracis-19025	31	17	applications	application	NOUN
bracis-19025	31	18	over	over	ADP
bracis-19025	31	19	multiple	multiple	ADJ
bracis-19025	31	20	domains	domain	NOUN
bracis-19025	31	21	.	.	PUNCT
bracis-19025	32	1	this	this	PRON
bracis-19025	32	2	means	mean	VERB
bracis-19025	32	3	that	that	SCONJ
bracis-19025	32	4	a	a	DET
bracis-19025	32	5	single	single	ADJ
bracis-19025	32	6	system	system	NOUN
bracis-19025	32	7	must	must	AUX
bracis-19025	32	8	be	be	AUX
bracis-19025	32	9	able	able	ADJ
bracis-19025	32	10	to	to	PART
bracis-19025	32	11	act	act	VERB
bracis-19025	32	12	and	and	CCONJ
bracis-19025	32	13	complete	complete	VERB
bracis-19025	32	14	the	the	DET
bracis-19025	32	15	user	user	NOUN
bracis-19025	32	16	task	task	NOUN
bracis-19025	32	17	in	in	ADP
bracis-19025	32	18	more	more	ADJ
bracis-19025	32	19	than	than	ADP
bracis-19025	32	20	one	one	NUM
bracis-19025	32	21	domain	domain	NOUN
bracis-19025	32	22	,	,	PUNCT
bracis-19025	32	23	for	for	ADP
bracis-19025	32	24	example	example	NOUN
bracis-19025	32	25	,	,	PUNCT
bracis-19025	32	26	the	the	DET
bracis-19025	32	27	user	user	NOUN
bracis-19025	32	28	first	first	ADV
bracis-19025	32	29	asks	ask	VERB
bracis-19025	32	30	to	to	PART
bracis-19025	32	31	find	find	VERB
bracis-19025	32	32	a	a	DET
bracis-19025	32	33	tourist	tourist	NOUN
bracis-19025	32	34	attraction	attraction	NOUN
bracis-19025	32	35	for	for	ADP
bracis-19025	32	36	sightseeing	sightseeing	NOUN
bracis-19025	32	37	and	and	CCONJ
bracis-19025	32	38	then	then	ADV
bracis-19025	32	39	,	,	PUNCT
bracis-19025	32	40	in	in	ADP
bracis-19025	32	41	the	the	DET
bracis-19025	32	42	same	same	ADJ
bracis-19025	32	43	conversation	conversation	NOUN
bracis-19025	32	44	,	,	PUNCT
bracis-19025	32	45	she	she	PRON
bracis-19025	32	46	requests	request	VERB
bracis-19025	32	47	a	a	DET
bracis-19025	32	48	restaurant	restaurant	NOUN
bracis-19025	32	49	to	to	PART
bracis-19025	32	50	have	have	VERB
bracis-19025	32	51	lunch	lunch	NOUN
bracis-19025	32	52	.	.	PUNCT
bracis-19025	33	1	dealing	deal	VERB
bracis-19025	33	2	with	with	ADP
bracis-19025	33	3	multi	multi	ADJ
bracis-19025	33	4	-	-	ADJ
bracis-19025	33	5	domain	domain	ADJ
bracis-19025	33	6	dialogue	dialogue	NOUN
bracis-19025	33	7	systems	system	NOUN
bracis-19025	33	8	is	be	AUX
bracis-19025	33	9	a	a	DET
bracis-19025	33	10	problem	problem	NOUN
bracis-19025	33	11	much	much	ADV
bracis-19025	33	12	harder	hard	ADV
bracis-19025	33	13	since	since	SCONJ
bracis-19025	33	14	the	the	DET
bracis-19025	33	15	complexity	complexity	NOUN
bracis-19025	33	16	of	of	ADP
bracis-19025	33	17	user	user	NOUN
bracis-19025	33	18	goals	goal	NOUN
bracis-19025	33	19	and	and	CCONJ
bracis-19025	33	20	conversations	conversation	NOUN
bracis-19025	33	21	increases	increase	VERB
bracis-19025	33	22	a	a	DET
bracis-19025	33	23	lot	lot	NOUN
bracis-19025	33	24	.	.	PUNCT
bracis-19025	34	1	besides	besides	SCONJ
bracis-19025	34	2	the	the	DET
bracis-19025	34	3	complexity	complexity	NOUN
bracis-19025	34	4	of	of	ADP
bracis-19025	34	5	the	the	DET
bracis-19025	34	6	problem	problem	NOUN
bracis-19025	34	7	,	,	PUNCT
bracis-19025	34	8	which	which	PRON
bracis-19025	34	9	is	be	AUX
bracis-19025	34	10	already	already	ADV
bracis-19025	34	11	challenging	challenge	VERB
bracis-19025	34	12	,	,	PUNCT
bracis-19025	34	13	another	another	DET
bracis-19025	34	14	issue	issue	NOUN
bracis-19025	34	15	faced	face	VERB
bracis-19025	34	16	by	by	ADP
bracis-19025	34	17	multi	multi	ADJ
bracis-19025	34	18	-	-	ADJ
bracis-19025	34	19	domain	domain	ADJ
bracis-19025	34	20	systems	system	NOUN
bracis-19025	34	21	is	be	AUX
bracis-19025	34	22	related	relate	VERB
bracis-19025	34	23	to	to	ADP
bracis-19025	34	24	the	the	DET
bracis-19025	34	25	redundancy	redundancy	NOUN
bracis-19025	34	26	of	of	ADP
bracis-19025	34	27	information	information	NOUN
bracis-19025	34	28	given	give	VERB
bracis-19025	34	29	by	by	ADP
bracis-19025	34	30	the	the	DET
bracis-19025	34	31	user	user	NOUN
bracis-19025	34	32	during	during	ADP
bracis-19025	34	33	a	a	DET
bracis-19025	34	34	conversation	conversation	NOUN
bracis-19025	34	35	[	[	X
bracis-19025	34	36	15	15	NUM
bracis-19025	34	37	]	]	PUNCT
bracis-19025	34	38	.	.	PUNCT
bracis-19025	35	1	for	for	ADP
bracis-19025	35	2	instance	instance	NOUN
bracis-19025	35	3	,	,	PUNCT
bracis-19025	35	4	suppose	suppose	VERB
bracis-19025	35	5	that	that	SCONJ
bracis-19025	35	6	the	the	DET
bracis-19025	35	7	user	user	NOUN
bracis-19025	35	8	first	first	ADJ
bracis-19025	35	9	reserves	reserve	VERB
bracis-19025	35	10	a	a	DET
bracis-19025	35	11	restaurant	restaurant	NOUN
bracis-19025	35	12	table	table	NOUN
bracis-19025	35	13	for	for	ADP
bracis-19025	35	14	two	two	NUM
bracis-19025	35	15	people	people	NOUN
bracis-19025	35	16	and	and	CCONJ
bracis-19025	35	17	then	then	ADV
bracis-19025	35	18	she	she	PRON
bracis-19025	35	19	requests	request	VERB
bracis-19025	35	20	to	to	PART
bracis-19025	35	21	reserve	reserve	VERB
bracis-19025	35	22	a	a	DET
bracis-19025	35	23	hotel	hotel	NOUN
bracis-19025	35	24	room	room	NOUN
bracis-19025	35	25	for	for	ADP
bracis-19025	35	26	that	that	DET
bracis-19025	35	27	night	night	NOUN
bracis-19025	35	28	.	.	PUNCT
bracis-19025	36	1	it	it	PRON
bracis-19025	36	2	is	be	AUX
bracis-19025	36	3	usual	usual	ADJ
bracis-19025	36	4	that	that	SCONJ
bracis-19025	36	5	a	a	DET
bracis-19025	36	6	single	single	ADJ
bracis-19025	36	7	-	-	PUNCT
bracis-19025	36	8	domain	domain	NOUN
bracis-19025	36	9	dialogue	dialogue	NOUN
bracis-19025	36	10	system	system	NOUN
bracis-19025	36	11	asks	ask	VERB
bracis-19025	36	12	again	again	ADV
bracis-19025	36	13	the	the	DET
bracis-19025	36	14	number	number	NOUN
bracis-19025	36	15	of	of	ADP
bracis-19025	36	16	people	people	NOUN
bracis-19025	36	17	although	although	SCONJ
bracis-19025	36	18	this	this	DET
bracis-19025	36	19	kind	kind	NOUN
bracis-19025	36	20	of	of	ADP
bracis-19025	36	21	information	information	NOUN
bracis-19025	36	22	—	—	PUNCT
bracis-19025	36	23	that	that	PRON
bracis-19025	36	24	can	can	AUX
bracis-19025	36	25	be	be	AUX
bracis-19025	36	26	shared	share	VERB
bracis-19025	36	27	among	among	ADP
bracis-19025	36	28	the	the	DET
bracis-19025	36	29	domains	domain	NOUN
bracis-19025	36	30	—	—	PUNCT
bracis-19025	36	31	was	be	AUX
bracis-19025	36	32	already	already	ADV
bracis-19025	36	33	given	give	VERB
bracis-19025	36	34	by	by	ADP
bracis-19025	36	35	the	the	DET
bracis-19025	36	36	user	user	NOUN
bracis-19025	36	37	.	.	PUNCT
bracis-19025	37	1	these	these	DET
bracis-19025	37	2	redundant	redundant	ADJ
bracis-19025	37	3	turns	turn	VERB
bracis-19025	37	4	make	make	VERB
bracis-19025	37	5	the	the	DET
bracis-19025	37	6	conversation	conversation	NOUN
bracis-19025	37	7	longer	long	ADV
bracis-19025	37	8	and	and	CCONJ
bracis-19025	37	9	are	be	AUX
bracis-19025	37	10	not	not	PART
bracis-19025	37	11	nice	nice	ADJ
bracis-19025	37	12	for	for	ADP
bracis-19025	37	13	the	the	DET
bracis-19025	37	14	user	user	NOUN
bracis-19025	37	15	experience	experience	NOUN
bracis-19025	38	1	[	[	X
bracis-19025	38	2	14	14	NUM
bracis-19025	38	3	]	]	PUNCT
bracis-19025	38	4	.	.	PUNCT
bracis-19025	39	1	in	in	ADP
bracis-19025	39	2	this	this	DET
bracis-19025	39	3	paper	paper	NOUN
bracis-19025	39	4	,	,	PUNCT
bracis-19025	39	5	we	we	PRON
bracis-19025	39	6	use	use	VERB
bracis-19025	39	7	the	the	DET
bracis-19025	39	8	pipeline	pipeline	NOUN
bracis-19025	39	9	architecture	architecture	NOUN
bracis-19025	39	10	with	with	ADP
bracis-19025	39	11	a	a	DET
bracis-19025	39	12	focus	focus	NOUN
bracis-19025	39	13	on	on	ADP
bracis-19025	39	14	the	the	DET
bracis-19025	39	15	dm	dm	PROPN
bracis-19025	39	16	component	component	NOUN
bracis-19025	39	17	and	and	CCONJ
bracis-19025	39	18	adopt	adopt	VERB
bracis-19025	39	19	the	the	DET
bracis-19025	39	20	divide	divide	VERB
bracis-19025	39	21	-	-	PUNCT
bracis-19025	39	22	and	and	CCONJ
bracis-19025	39	23	-	-	PUNCT
bracis-19025	39	24	conquer	conquer	NOUN
bracis-19025	39	25	approach	approach	NOUN
bracis-19025	39	26	,	,	PUNCT
bracis-19025	39	27	that	that	ADV
bracis-19025	39	28	is	is	ADV
bracis-19025	39	29	,	,	PUNCT
bracis-19025	39	30	several	several	ADJ
bracis-19025	39	31	agents	agent	NOUN
bracis-19025	39	32	are	be	AUX
bracis-19025	39	33	trained	train	VERB
bracis-19025	39	34	independently	independently	ADV
bracis-19025	39	35	,	,	PUNCT
bracis-19025	39	36	each	each	DET
bracis-19025	39	37	one	one	NUM
bracis-19025	39	38	in	in	ADP
bracis-19025	39	39	a	a	DET
bracis-19025	39	40	specific	specific	ADJ
bracis-19025	39	41	domain	domain	NOUN
bracis-19025	39	42	,	,	PUNCT
bracis-19025	39	43	and	and	CCONJ
bracis-19025	39	44	aggregate	aggregate	VERB
bracis-19025	39	45	them	they	PRON
bracis-19025	39	46	to	to	PART
bracis-19025	39	47	act	act	VERB
bracis-19025	39	48	in	in	ADP
bracis-19025	39	49	the	the	DET
bracis-19025	39	50	multi	multi	ADJ
bracis-19025	39	51	-	-	ADJ
bracis-19025	39	52	domain	domain	ADJ
bracis-19025	39	53	scenario	scenario	NOUN
bracis-19025	39	54	.	.	PUNCT
bracis-19025	40	1	we	we	PRON
bracis-19025	40	2	show	show	VERB
bracis-19025	40	3	that	that	SCONJ
bracis-19025	40	4	this	this	DET
bracis-19025	40	5	approach	approach	NOUN
bracis-19025	40	6	leads	lead	VERB
bracis-19025	40	7	to	to	ADP
bracis-19025	40	8	better	well	ADJ
bracis-19025	40	9	results	result	NOUN
bracis-19025	40	10	when	when	SCONJ
bracis-19025	40	11	compared	compare	VERB
bracis-19025	40	12	to	to	ADP
bracis-19025	40	13	the	the	DET
bracis-19025	40	14	same	same	ADJ
bracis-19025	40	15	algorithm	algorithm	NOUN
bracis-19025	40	16	trained	train	VERB
bracis-19025	40	17	in	in	ADP
bracis-19025	40	18	all	all	DET
bracis-19025	40	19	domains	domain	NOUN
bracis-19025	40	20	at	at	ADP
bracis-19025	40	21	once	once	ADV
bracis-19025	40	22	.	.	PUNCT
bracis-19025	41	1	furthermore	furthermore	ADV
bracis-19025	41	2	,	,	PUNCT
bracis-19025	41	3	we	we	PRON
bracis-19025	41	4	propose	propose	VERB
bracis-19025	41	5	the	the	DET
bracis-19025	41	6	use	use	NOUN
bracis-19025	41	7	of	of	ADP
bracis-19025	41	8	a	a	DET
bracis-19025	41	9	mechanism	mechanism	NOUN
bracis-19025	41	10	that	that	PRON
bracis-19025	41	11	enables	enable	VERB
bracis-19025	41	12	the	the	DET
bracis-19025	41	13	system	system	NOUN
bracis-19025	41	14	to	to	PART
bracis-19025	41	15	reuse	reuse	VERB
bracis-19025	41	16	some	some	DET
bracis-19025	41	17	shareable	shareable	ADJ
bracis-19025	41	18	slots	slot	NOUN
bracis-19025	41	19	among	among	ADP
bracis-19025	41	20	the	the	DET
bracis-19025	41	21	domains	domain	NOUN
bracis-19025	41	22	,	,	PUNCT
bracis-19025	41	23	avoiding	avoid	VERB
bracis-19025	41	24	the	the	DET
bracis-19025	41	25	agent	agent	NOUN
bracis-19025	41	26	to	to	PART
bracis-19025	41	27	ask	ask	VERB
bracis-19025	41	28	for	for	ADP
bracis-19025	41	29	redundant	redundant	ADJ
bracis-19025	41	30	information	information	NOUN
bracis-19025	41	31	.	.	PUNCT
bracis-19025	42	1	the	the	DET
bracis-19025	42	2	remainder	remainder	NOUN
bracis-19025	42	3	of	of	ADP
bracis-19025	42	4	this	this	DET
bracis-19025	42	5	paper	paper	NOUN
bracis-19025	42	6	is	be	AUX
bracis-19025	42	7	organized	organize	VERB
bracis-19025	42	8	as	as	SCONJ
bracis-19025	42	9	follows	follow	VERB
bracis-19025	42	10	:	:	PUNCT
bracis-19025	42	11	sect	sect	NOUN
bracis-19025	42	12	.	.	PUNCT
bracis-19025	42	13	 	 	SPACE
bracis-19025	43	1	2	2	NUM
bracis-19025	43	2	shows	show	VERB
bracis-19025	43	3	some	some	DET
bracis-19025	43	4	related	related	ADJ
bracis-19025	43	5	work	work	NOUN
bracis-19025	43	6	,	,	PUNCT
bracis-19025	43	7	sect	sect	NOUN
bracis-19025	43	8	.	.	PUNCT
bracis-19025	43	9	 	 	SPACE
bracis-19025	44	1	3	3	NUM
bracis-19025	44	2	describes	describe	VERB
bracis-19025	44	3	our	our	PRON
bracis-19025	44	4	methods	method	NOUN
bracis-19025	44	5	and	and	CCONJ
bracis-19025	44	6	proposal	proposal	NOUN
bracis-19025	44	7	,	,	PUNCT
bracis-19025	44	8	sect	sect	NOUN
bracis-19025	44	9	.	.	PUNCT
bracis-19025	44	10	 	 	SPACE
bracis-19025	44	11	4	4	NUM
bracis-19025	44	12	shows	show	VERB
bracis-19025	44	13	our	our	PRON
bracis-19025	44	14	experiments	experiment	NOUN
bracis-19025	44	15	and	and	CCONJ
bracis-19025	44	16	results	result	NOUN
bracis-19025	44	17	obtained	obtain	VERB
bracis-19025	44	18	,	,	PUNCT
bracis-19025	44	19	and	and	CCONJ
bracis-19025	44	20	finally	finally	ADV
bracis-19025	44	21	sect	sect	VERB
bracis-19025	44	22	.	.	PUNCT
bracis-19025	44	23	 	 	SPACE
bracis-19025	45	1	5	5	NUM
bracis-19025	45	2	highlights	highlight	NOUN
bracis-19025	45	3	our	our	PRON
bracis-19025	45	4	conclusions	conclusion	NOUN
bracis-19025	45	5	and	and	CCONJ
bracis-19025	45	6	directions	direction	NOUN
bracis-19025	45	7	for	for	ADP
bracis-19025	45	8	further	further	ADJ
bracis-19025	45	9	work	work	NOUN
bracis-19025	45	10	.	.	PUNCT
bracis-19025	46	1	2	2	NUM
bracis-19025	46	2	related	relate	VERB
bracis-19025	46	3	work	work	NOUN
bracis-19025	46	4	there	there	PRON
bracis-19025	46	5	have	have	AUX
bracis-19025	46	6	been	be	AUX
bracis-19025	46	7	some	some	DET
bracis-19025	46	8	efforts	effort	NOUN
bracis-19025	46	9	in	in	ADP
bracis-19025	46	10	the	the	DET
bracis-19025	46	11	past	past	NOUN
bracis-19025	46	12	that	that	PRON
bracis-19025	46	13	focused	focus	VERB
bracis-19025	46	14	on	on	ADP
bracis-19025	46	15	multi	multi	ADJ
bracis-19025	46	16	-	-	ADJ
bracis-19025	46	17	domain	domain	ADJ
bracis-19025	46	18	task	task	NOUN
bracis-19025	46	19	-	-	PUNCT
bracis-19025	46	20	oriented	orient	VERB
bracis-19025	46	21	dialogue	dialogue	NOUN
bracis-19025	46	22	systems	system	NOUN
bracis-19025	46	23	.	.	PUNCT
bracis-19025	47	1	komatani	komatani	PROPN
bracis-19025	47	2	et	et	PROPN
bracis-19025	47	3	al	al	PROPN
bracis-19025	47	4	.	.	PUNCT
bracis-19025	48	1	[	[	X
bracis-19025	48	2	11	11	NUM
bracis-19025	48	3	]	]	PUNCT
bracis-19025	48	4	proposed	propose	VERB
bracis-19025	48	5	a	a	DET
bracis-19025	48	6	distributed	distribute	VERB
bracis-19025	48	7	architecture	architecture	NOUN
bracis-19025	48	8	to	to	PART
bracis-19025	48	9	integrate	integrate	VERB
bracis-19025	48	10	expert	expert	ADJ
bracis-19025	48	11	dialogue	dialogue	NOUN
bracis-19025	48	12	systems	system	NOUN
bracis-19025	48	13	in	in	ADP
bracis-19025	48	14	different	different	ADJ
bracis-19025	48	15	domains	domain	NOUN
bracis-19025	48	16	using	use	VERB
bracis-19025	48	17	a	a	DET
bracis-19025	48	18	domain	domain	NOUN
bracis-19025	48	19	selector	selector	NOUN
bracis-19025	48	20	trained	train	VERB
bracis-19025	48	21	with	with	ADP
bracis-19025	48	22	a	a	DET
bracis-19025	48	23	decision	decision	NOUN
bracis-19025	48	24	tree	tree	NOUN
bracis-19025	48	25	classifier	classifier	NOUN
bracis-19025	48	26	.	.	PUNCT
bracis-19025	49	1	further	further	PROPN
bracis-19025	49	2	works	work	NOUN
bracis-19025	49	3	employed	employ	VERB
bracis-19025	49	4	traditional	traditional	ADJ
bracis-19025	49	5	reinforcement	reinforcement	NOUN
bracis-19025	49	6	learning	learning	NOUN
bracis-19025	49	7	to	to	PART
bracis-19025	49	8	learn	learn	VERB
bracis-19025	49	9	the	the	DET
bracis-19025	49	10	domain	domain	NOUN
bracis-19025	49	11	selector	selector	NOUN
bracis-19025	49	12	[	[	X
bracis-19025	49	13	23	23	NUM
bracis-19025	49	14	]	]	PUNCT
bracis-19025	49	15	.	.	PUNCT
bracis-19025	50	1	however	however	ADV
bracis-19025	50	2	,	,	PUNCT
bracis-19025	50	3	these	these	DET
bracis-19025	50	4	systems	system	NOUN
bracis-19025	50	5	require	require	VERB
bracis-19025	50	6	manual	manual	ADJ
bracis-19025	50	7	feature	feature	NOUN
bracis-19025	50	8	engineering	engineering	NOUN
bracis-19025	50	9	for	for	ADP
bracis-19025	50	10	their	their	PRON
bracis-19025	50	11	building	building	NOUN
bracis-19025	50	12	.	.	PUNCT
bracis-19025	51	1	finally	finally	ADV
bracis-19025	51	2	[	[	X
bracis-19025	51	3	4	4	X
bracis-19025	51	4	]	]	PUNCT
bracis-19025	51	5	proposed	propose	VERB
bracis-19025	51	6	to	to	PART
bracis-19025	51	7	use	use	VERB
bracis-19025	51	8	deep	deep	ADJ
bracis-19025	51	9	reinforcement	reinforcement	NOUN
bracis-19025	51	10	learning	learning	NOUN
bracis-19025	51	11	to	to	PART
bracis-19025	51	12	allow	allow	VERB
bracis-19025	51	13	training	train	VERB
bracis-19025	51	14	the	the	DET
bracis-19025	51	15	system	system	NOUN
bracis-19025	51	16	using	use	VERB
bracis-19025	51	17	raw	raw	ADJ
bracis-19025	51	18	data	datum	NOUN
bracis-19025	51	19	,	,	PUNCT
bracis-19025	51	20	without	without	ADP
bracis-19025	51	21	the	the	DET
bracis-19025	51	22	manual	manual	ADJ
bracis-19025	51	23	feature	feature	NOUN
bracis-19025	51	24	engineering	engineering	NOUN
bracis-19025	51	25	.	.	PUNCT
bracis-19025	52	1	more	more	ADV
bracis-19025	52	2	recent	recent	ADJ
bracis-19025	52	3	works	work	NOUN
bracis-19025	52	4	give	give	VERB
bracis-19025	52	5	a	a	DET
bracis-19025	52	6	great	great	ADJ
bracis-19025	52	7	attention	attention	NOUN
bracis-19025	52	8	to	to	ADP
bracis-19025	52	9	centralized	centralized	ADJ
bracis-19025	52	10	systems	system	NOUN
bracis-19025	52	11	,	,	PUNCT
bracis-19025	52	12	i.e.	i.e.	X
bracis-19025	52	13	,	,	PUNCT
bracis-19025	52	14	a	a	DET
bracis-19025	52	15	unique	unique	ADJ
bracis-19025	52	16	system	system	NOUN
bracis-19025	52	17	capable	capable	ADJ
bracis-19025	52	18	of	of	ADP
bracis-19025	52	19	handling	handle	VERB
bracis-19025	52	20	multiple	multiple	ADJ
bracis-19025	52	21	-	-	PUNCT
bracis-19025	52	22	domains	domain	NOUN
bracis-19025	52	23	instead	instead	ADV
bracis-19025	52	24	of	of	ADP
bracis-19025	52	25	having	have	VERB
bracis-19025	52	26	multiple	multiple	ADJ
bracis-19025	52	27	agents	agent	NOUN
bracis-19025	52	28	,	,	PUNCT
bracis-19025	52	29	each	each	DET
bracis-19025	52	30	one	one	NUM
bracis-19025	52	31	specialized	specialize	VERB
bracis-19025	52	32	for	for	ADP
bracis-19025	52	33	each	each	DET
bracis-19025	52	34	domain	domain	NOUN
bracis-19025	52	35	.	.	PUNCT
bracis-19025	53	1	one	one	NUM
bracis-19025	53	2	reason	reason	NOUN
bracis-19025	53	3	for	for	ADP
bracis-19025	53	4	this	this	PRON
bracis-19025	53	5	is	be	AUX
bracis-19025	53	6	the	the	DET
bracis-19025	53	7	increase	increase	NOUN
bracis-19025	53	8	in	in	ADP
bracis-19025	53	9	the	the	DET
bracis-19025	53	10	power	power	NOUN
bracis-19025	53	11	processing	processing	NOUN
bracis-19025	53	12	in	in	ADP
bracis-19025	53	13	modern	modern	ADJ
bracis-19025	53	14	computers	computer	NOUN
bracis-19025	53	15	.	.	PUNCT
bracis-19025	54	1	traditional	traditional	ADJ
bracis-19025	54	2	works	work	NOUN
bracis-19025	54	3	using	use	VERB
bracis-19025	54	4	the	the	DET
bracis-19025	54	5	end	end	NOUN
bracis-19025	54	6	-	-	PUNCT
bracis-19025	54	7	to	to	ADP
bracis-19025	54	8	-	-	PUNCT
bracis-19025	54	9	end	end	NOUN
bracis-19025	54	10	architectures	architecture	NOUN
bracis-19025	54	11	rely	rely	VERB
bracis-19025	54	12	on	on	ADP
bracis-19025	54	13	the	the	DET
bracis-19025	54	14	use	use	NOUN
bracis-19025	54	15	of	of	ADP
bracis-19025	54	16	recurrent	recurrent	ADJ
bracis-19025	54	17	neural	neural	ADJ
bracis-19025	54	18	networks	network	NOUN
bracis-19025	54	19	(	(	PUNCT
bracis-19025	54	20	rnn	rnn	PROPN
bracis-19025	54	21	)	)	PUNCT
bracis-19025	54	22	with	with	ADP
bracis-19025	54	23	a	a	DET
bracis-19025	54	24	sequence	sequence	NOUN
bracis-19025	54	25	-	-	PUNCT
bracis-19025	54	26	to	to	ADP
bracis-19025	54	27	-	-	PUNCT
bracis-19025	54	28	sequence	sequence	NOUN
bracis-19025	54	29	approach	approach	NOUN
bracis-19025	54	30	[	[	X
bracis-19025	54	31	2	2	NUM
bracis-19025	54	32	,	,	PUNCT
bracis-19025	54	33	19	19	NUM
bracis-19025	54	34	]	]	PUNCT
bracis-19025	54	35	.	.	PUNCT
bracis-19025	55	1	recurrent	recurrent	ADJ
bracis-19025	55	2	embedding	embed	VERB
bracis-19025	55	3	dialogue	dialogue	NOUN
bracis-19025	55	4	policy	policy	NOUN
bracis-19025	55	5	(	(	PUNCT
bracis-19025	55	6	redp	redp	X
bracis-19025	55	7	)	)	PUNCT
bracis-19025	56	1	[	[	X
bracis-19025	56	2	21	21	NUM
bracis-19025	56	3	]	]	PUNCT
bracis-19025	56	4	learns	learn	VERB
bracis-19025	56	5	vector	vector	NOUN
bracis-19025	56	6	embeddings	embedding	NOUN
bracis-19025	56	7	for	for	ADP
bracis-19025	56	8	dialogue	dialogue	NOUN
bracis-19025	56	9	acts	act	NOUN
bracis-19025	56	10	and	and	CCONJ
bracis-19025	56	11	states	state	NOUN
bracis-19025	56	12	showing	show	VERB
bracis-19025	56	13	it	it	PRON
bracis-19025	56	14	can	can	AUX
bracis-19025	56	15	adapt	adapt	VERB
bracis-19025	56	16	better	well	ADV
bracis-19025	56	17	to	to	ADP
bracis-19025	56	18	new	new	ADJ
bracis-19025	56	19	domains	domain	NOUN
bracis-19025	56	20	than	than	ADP
bracis-19025	56	21	the	the	DET
bracis-19025	56	22	usual	usual	ADJ
bracis-19025	56	23	rnns	rnn	NOUN
bracis-19025	56	24	.	.	PUNCT
bracis-19025	57	1	vlasov	vlasov	PROPN
bracis-19025	57	2	et	et	PROPN
bracis-19025	57	3	al	al	PROPN
bracis-19025	57	4	.	.	PUNCT
bracis-19025	58	1	[	[	X
bracis-19025	58	2	22	22	NUM
bracis-19025	58	3	]	]	PUNCT
bracis-19025	58	4	proposed	propose	VERB
bracis-19025	58	5	to	to	PART
bracis-19025	58	6	use	use	VERB
bracis-19025	58	7	a	a	DET
bracis-19025	58	8	transformer	transformer	ADJ
bracis-19025	58	9	architecture	architecture	NOUN
bracis-19025	58	10	[	[	X
bracis-19025	58	11	20	20	NUM
bracis-19025	58	12	]	]	PUNCT
bracis-19025	58	13	with	with	ADP
bracis-19025	58	14	the	the	DET
bracis-19025	58	15	self	self	NOUN
bracis-19025	58	16	-	-	PUNCT
bracis-19025	58	17	attention	attention	NOUN
bracis-19025	58	18	mechanism	mechanism	NOUN
bracis-19025	58	19	operating	operate	VERB
bracis-19025	58	20	over	over	ADP
bracis-19025	58	21	the	the	DET
bracis-19025	58	22	sequence	sequence	NOUN
bracis-19025	58	23	of	of	ADP
bracis-19025	58	24	dialogue	dialogue	NOUN
bracis-19025	58	25	turns	turn	VERB
bracis-19025	58	26	outperforming	outperform	VERB
bracis-19025	58	27	previous	previous	ADJ
bracis-19025	58	28	models	model	NOUN
bracis-19025	58	29	based	base	VERB
bracis-19025	58	30	on	on	ADP
bracis-19025	58	31	rnns	rnn	NOUN
bracis-19025	58	32	.	.	PUNCT
bracis-19025	59	1	another	another	DET
bracis-19025	59	2	line	line	NOUN
bracis-19025	59	3	of	of	ADP
bracis-19025	59	4	research	research	NOUN
bracis-19025	59	5	focus	focus	NOUN
bracis-19025	59	6	on	on	ADP
bracis-19025	59	7	the	the	DET
bracis-19025	59	8	dm	dm	PROPN
bracis-19025	59	9	module	module	NOUN
bracis-19025	59	10	using	use	VERB
bracis-19025	59	11	the	the	DET
bracis-19025	59	12	pipeline	pipeline	NOUN
bracis-19025	59	13	architecture	architecture	NOUN
bracis-19025	59	14	.	.	PUNCT
bracis-19025	60	1	there	there	PRON
bracis-19025	60	2	are	be	VERB
bracis-19025	60	3	some	some	DET
bracis-19025	60	4	attempts	attempt	NOUN
bracis-19025	60	5	to	to	PART
bracis-19025	60	6	use	use	VERB
bracis-19025	60	7	supervised	supervised	ADJ
bracis-19025	60	8	learning	learn	VERB
bracis-19025	60	9	to	to	PART
bracis-19025	60	10	learn	learn	VERB
bracis-19025	60	11	a	a	DET
bracis-19025	60	12	policy	policy	NOUN
bracis-19025	60	13	for	for	ADP
bracis-19025	60	14	the	the	DET
bracis-19025	60	15	dm	dm	NOUN
bracis-19025	60	16	,	,	PUNCT
bracis-19025	60	17	but	but	CCONJ
bracis-19025	60	18	as	as	SCONJ
bracis-19025	60	19	it	it	PRON
bracis-19025	60	20	can	can	AUX
bracis-19025	60	21	be	be	AUX
bracis-19025	60	22	seen	see	VERB
bracis-19025	60	23	as	as	ADP
bracis-19025	60	24	a	a	DET
bracis-19025	60	25	sequential	sequential	ADJ
bracis-19025	60	26	decision	decision	NOUN
bracis-19025	60	27	making	making	NOUN
bracis-19025	60	28	problem	problem	NOUN
bracis-19025	60	29	,	,	PUNCT
bracis-19025	60	30	rl	rl	X
bracis-19025	60	31	is	be	AUX
bracis-19025	60	32	more	more	ADV
bracis-19025	60	33	used	used	ADJ
bracis-19025	60	34	[	[	X
bracis-19025	60	35	5	5	NUM
bracis-19025	60	36	]	]	PUNCT
bracis-19025	60	37	.	.	PUNCT
bracis-19025	61	1	however	however	ADV
bracis-19025	61	2	,	,	PUNCT
bracis-19025	61	3	rl	rl	X
bracis-19025	61	4	algorithms	algorithm	NOUN
bracis-19025	61	5	are	be	AUX
bracis-19025	61	6	too	too	ADV
bracis-19025	61	7	slow	slow	ADJ
bracis-19025	61	8	in	in	ADP
bracis-19025	61	9	general	general	ADJ
bracis-19025	61	10	when	when	SCONJ
bracis-19025	61	11	trained	train	VERB
bracis-19025	61	12	from	from	ADP
bracis-19025	61	13	scratch	scratch	NOUN
bracis-19025	61	14	.	.	PUNCT
bracis-19025	62	1	many	many	ADJ
bracis-19025	62	2	works	work	NOUN
bracis-19025	62	3	attempt	attempt	VERB
bracis-19025	62	4	to	to	PART
bracis-19025	62	5	include	include	VERB
bracis-19025	62	6	some	some	DET
bracis-19025	62	7	expert	expert	ADJ
bracis-19025	62	8	knowledge	knowledge	NOUN
bracis-19025	62	9	either	either	CCONJ
bracis-19025	62	10	by	by	ADP
bracis-19025	62	11	supervised	supervised	ADJ
bracis-19025	62	12	pre	pre	ADJ
bracis-19025	62	13	-	-	NOUN
bracis-19025	62	14	training	training	NOUN
bracis-19025	62	15	or	or	CCONJ
bracis-19025	62	16	by	by	ADP
bracis-19025	62	17	warm	warm	NOUN
bracis-19025	62	18	-	-	PUNCT
bracis-19025	62	19	up	up	NOUN
bracis-19025	62	20	,	,	PUNCT
bracis-19025	62	21	i.e.	i.e.	X
bracis-19025	62	22	,	,	PUNCT
bracis-19025	62	23	pre	pre	ADJ
bracis-19025	62	24	-	-	ADJ
bracis-19025	62	25	filling	fill	VERB
bracis-19025	62	26	the	the	DET
bracis-19025	62	27	replay	replay	NOUN
bracis-19025	62	28	buffer	buffer	NOUN
bracis-19025	62	29	with	with	ADP
bracis-19025	62	30	rule	rule	NOUN
bracis-19025	62	31	agents	agent	NOUN
bracis-19025	62	32	in	in	ADP
bracis-19025	62	33	dqn	dqn	NOUN
bracis-19025	62	34	algorithms	algorithm	NOUN
bracis-19025	62	35	.	.	PUNCT
bracis-19025	63	1	dqfd	dqfd	PROPN
bracis-19025	63	2	(	(	PUNCT
bracis-19025	63	3	deep	deep	ADJ
bracis-19025	63	4	q	q	NOUN
bracis-19025	63	5	-	-	PUNCT
bracis-19025	63	6	learning	learning	NOUN
bracis-19025	63	7	from	from	ADP
bracis-19025	63	8	demonstrations	demonstration	NOUN
bracis-19025	63	9	)	)	PUNCT
bracis-19025	63	10	uses	use	VERB
bracis-19025	63	11	the	the	DET
bracis-19025	63	12	expert	expert	NOUN
bracis-19025	63	13	demonstrations	demonstration	NOUN
bracis-19025	63	14	to	to	PART
bracis-19025	63	15	guide	guide	VERB
bracis-19025	63	16	the	the	DET
bracis-19025	63	17	learning	learning	NOUN
bracis-19025	63	18	and	and	CCONJ
bracis-19025	63	19	encourages	encourage	VERB
bracis-19025	63	20	the	the	DET
bracis-19025	63	21	agent	agent	NOUN
bracis-19025	63	22	to	to	PART
bracis-19025	63	23	explore	explore	VERB
bracis-19025	63	24	in	in	ADP
bracis-19025	63	25	high	high	ADJ
bracis-19025	63	26	reward	reward	NOUN
bracis-19025	63	27	areas	area	NOUN
bracis-19025	63	28	,	,	PUNCT
bracis-19025	63	29	avoiding	avoid	VERB
bracis-19025	63	30	random	random	ADJ
bracis-19025	63	31	exploration	exploration	NOUN
bracis-19025	63	32	[	[	X
bracis-19025	63	33	7	7	NUM
bracis-19025	63	34	,	,	PUNCT
bracis-19025	63	35	8	8	NUM
bracis-19025	63	36	]	]	PUNCT
bracis-19025	63	37	.	.	PUNCT
bracis-19025	64	1	redundancy	redundancy	NOUN
bracis-19025	64	2	with	with	ADP
bracis-19025	64	3	respect	respect	NOUN
bracis-19025	64	4	to	to	ADP
bracis-19025	64	5	the	the	DET
bracis-19025	64	6	overlapping	overlap	VERB
bracis-19025	64	7	slots	slot	NOUN
bracis-19025	64	8	between	between	ADP
bracis-19025	64	9	domains	domain	NOUN
bracis-19025	64	10	is	be	AUX
bracis-19025	64	11	another	another	DET
bracis-19025	64	12	issue	issue	NOUN
bracis-19025	64	13	in	in	ADP
bracis-19025	64	14	dialogue	dialogue	NOUN
bracis-19025	64	15	systems	system	NOUN
bracis-19025	64	16	.	.	PUNCT
bracis-19025	65	1	chen	chen	PROPN
bracis-19025	65	2	et	et	PROPN
bracis-19025	65	3	al	al	PROPN
bracis-19025	65	4	.	.	PUNCT
bracis-19025	66	1	[	[	X
bracis-19025	66	2	3	3	X
bracis-19025	66	3	]	]	PUNCT
bracis-19025	66	4	address	address	NOUN
bracis-19025	66	5	this	this	DET
bracis-19025	66	6	problem	problem	NOUN
bracis-19025	66	7	by	by	ADP
bracis-19025	66	8	implementing	implement	VERB
bracis-19025	66	9	the	the	DET
bracis-19025	66	10	policy	policy	NOUN
bracis-19025	66	11	with	with	ADP
bracis-19025	66	12	a	a	DET
bracis-19025	66	13	graph	graph	NOUN
bracis-19025	66	14	neural	neural	ADJ
bracis-19025	66	15	network	network	NOUN
bracis-19025	66	16	where	where	SCONJ
bracis-19025	66	17	the	the	DET
bracis-19025	66	18	nodes	node	NOUN
bracis-19025	66	19	can	can	AUX
bracis-19025	66	20	communicate	communicate	VERB
bracis-19025	66	21	to	to	ADP
bracis-19025	66	22	each	each	DET
bracis-19025	66	23	other	other	ADJ
bracis-19025	66	24	to	to	PART
bracis-19025	66	25	share	share	VERB
bracis-19025	66	26	information	information	NOUN
bracis-19025	67	1	but	but	CCONJ
bracis-19025	67	2	they	they	PRON
bracis-19025	67	3	assume	assume	VERB
bracis-19025	67	4	the	the	DET
bracis-19025	67	5	adjacency	adjacency	NOUN
bracis-19025	67	6	matrix	matrix	NOUN
bracis-19025	67	7	for	for	ADP
bracis-19025	67	8	this	this	DET
bracis-19025	67	9	communication	communication	NOUN
bracis-19025	67	10	is	be	AUX
bracis-19025	67	11	known	know	VERB
bracis-19025	67	12	.	.	PUNCT
bracis-19025	68	1	although	although	SCONJ
bracis-19025	68	2	recent	recent	ADJ
bracis-19025	68	3	work	work	NOUN
bracis-19025	68	4	on	on	ADP
bracis-19025	68	5	multi	multi	ADJ
bracis-19025	68	6	-	-	ADJ
bracis-19025	68	7	domain	domain	ADJ
bracis-19025	68	8	settings	setting	NOUN
bracis-19025	68	9	does	do	AUX
bracis-19025	68	10	not	not	PART
bracis-19025	68	11	consider	consider	VERB
bracis-19025	68	12	a	a	DET
bracis-19025	68	13	distributed	distribute	VERB
bracis-19025	68	14	architecture	architecture	NOUN
bracis-19025	68	15	,	,	PUNCT
bracis-19025	68	16	it	it	PRON
bracis-19025	68	17	is	be	AUX
bracis-19025	68	18	relevant	relevant	ADJ
bracis-19025	68	19	for	for	ADP
bracis-19025	68	20	two	two	NUM
bracis-19025	68	21	reasons	reason	NOUN
bracis-19025	68	22	:	:	PUNCT
bracis-19025	68	23	it	it	PRON
bracis-19025	68	24	can	can	AUX
bracis-19025	68	25	reuse	reuse	VERB
bracis-19025	68	26	well	well	ADV
bracis-19025	68	27	-	-	PUNCT
bracis-19025	68	28	established	establish	VERB
bracis-19025	68	29	algorithms	algorithm	NOUN
bracis-19025	68	30	for	for	ADP
bracis-19025	68	31	a	a	DET
bracis-19025	68	32	single	single	ADJ
bracis-19025	68	33	domain	domain	NOUN
bracis-19025	68	34	and	and	CCONJ
bracis-19025	68	35	,	,	PUNCT
bracis-19025	68	36	in	in	ADP
bracis-19025	68	37	the	the	DET
bracis-19025	68	38	need	need	NOUN
bracis-19025	68	39	to	to	PART
bracis-19025	68	40	add	add	VERB
bracis-19025	68	41	a	a	DET
bracis-19025	68	42	new	new	ADJ
bracis-19025	68	43	domain	domain	NOUN
bracis-19025	68	44	to	to	ADP
bracis-19025	68	45	the	the	DET
bracis-19025	68	46	system	system	NOUN
bracis-19025	68	47	–	–	PUNCT
bracis-19025	68	48	which	which	PRON
bracis-19025	68	49	is	be	AUX
bracis-19025	68	50	common	common	ADJ
bracis-19025	68	51	for	for	ADP
bracis-19025	68	52	real	real	ADJ
bracis-19025	68	53	applications	application	NOUN
bracis-19025	68	54	such	such	ADJ
bracis-19025	68	55	as	as	ADP
bracis-19025	68	56	virtual	virtual	ADJ
bracis-19025	68	57	assistants	assistant	NOUN
bracis-19025	68	58	–	–	PUNCT
bracis-19025	68	59	it	it	PRON
bracis-19025	68	60	is	be	AUX
bracis-19025	68	61	unnecessary	unnecessary	ADJ
bracis-19025	68	62	to	to	PART
bracis-19025	68	63	retrain	retrain	VERB
bracis-19025	68	64	the	the	DET
bracis-19025	68	65	entire	entire	ADJ
bracis-19025	68	66	system	system	NOUN
bracis-19025	68	67	.	.	PUNCT
bracis-19025	69	1	therefore	therefore	ADV
bracis-19025	69	2	,	,	PUNCT
bracis-19025	69	3	we	we	PRON
bracis-19025	69	4	adopted	adopt	VERB
bracis-19025	69	5	a	a	DET
bracis-19025	69	6	distributed	distribute	VERB
bracis-19025	69	7	architecture	architecture	NOUN
bracis-19025	69	8	using	use	VERB
bracis-19025	69	9	the	the	DET
bracis-19025	69	10	divide	divide	NOUN
bracis-19025	69	11	-	-	PUNCT
bracis-19025	69	12	and	and	CCONJ
bracis-19025	69	13	-	-	PUNCT
bracis-19025	69	14	conquer	conquer	NOUN
bracis-19025	69	15	approach	approach	NOUN
bracis-19025	69	16	.	.	PUNCT
bracis-19025	70	1	furthermore	furthermore	ADV
bracis-19025	70	2	,	,	PUNCT
bracis-19025	70	3	to	to	ADP
bracis-19025	70	4	the	the	DET
bracis-19025	70	5	best	good	ADJ
bracis-19025	70	6	of	of	ADP
bracis-19025	70	7	our	our	PRON
bracis-19025	70	8	knowledge	knowledge	NOUN
bracis-19025	70	9	,	,	PUNCT
bracis-19025	70	10	it	it	PRON
bracis-19025	70	11	is	be	AUX
bracis-19025	70	12	the	the	DET
bracis-19025	70	13	first	first	ADJ
bracis-19025	70	14	work	work	NOUN
bracis-19025	70	15	that	that	PRON
bracis-19025	70	16	focuses	focus	VERB
bracis-19025	70	17	on	on	ADP
bracis-19025	70	18	learning	learn	VERB
bracis-19025	70	19	this	this	DET
bracis-19025	70	20	slot	slot	NOUN
bracis-19025	70	21	-	-	PUNCT
bracis-19025	70	22	sharing	sharing	NOUN
bracis-19025	70	23	mechanism	mechanism	NOUN
bracis-19025	70	24	.	.	PUNCT
bracis-19025	71	1	3	3	NUM
bracis-19025	71	2	proposal	proposal	NOUN
bracis-19025	71	3	in	in	ADP
bracis-19025	71	4	this	this	DET
bracis-19025	71	5	work	work	NOUN
bracis-19025	71	6	we	we	PRON
bracis-19025	71	7	propose	propose	VERB
bracis-19025	71	8	the	the	DET
bracis-19025	71	9	divide	divide	NOUN
bracis-19025	71	10	-	-	PUNCT
bracis-19025	71	11	and	and	CCONJ
bracis-19025	71	12	-	-	PUNCT
bracis-19025	71	13	conquer	conquer	NOUN
bracis-19025	71	14	distributed	distribute	VERB
bracis-19025	71	15	architecture	architecture	NOUN
bracis-19025	71	16	with	with	ADP
bracis-19025	71	17	slot	slot	NOUN
bracis-19025	71	18	sharing	sharing	NOUN
bracis-19025	71	19	mechanism	mechanism	NOUN
bracis-19025	71	20	(	(	PUNCT
bracis-19025	71	21	dcda	dcda	NOUN
bracis-19025	71	22	-	-	PUNCT
bracis-19025	71	23	s2	s2	NOUN
bracis-19025	71	24	m	m	NOUN
bracis-19025	71	25	)	)	PUNCT
bracis-19025	71	26	showed	show	VERB
bracis-19025	71	27	in	in	ADP
bracis-19025	71	28	fig	fig	NOUN
bracis-19025	71	29	.	.	PUNCT
bracis-19025	71	30	 	 	SPACE
bracis-19025	72	1	3	3	NUM
bracis-19025	72	2	,	,	PUNCT
bracis-19025	72	3	which	which	PRON
bracis-19025	72	4	uses	use	VERB
bracis-19025	72	5	the	the	DET
bracis-19025	72	6	pipeline	pipeline	NOUN
bracis-19025	72	7	architecture	architecture	NOUN
bracis-19025	72	8	(	(	PUNCT
bracis-19025	72	9	fig	fig	NOUN
bracis-19025	72	10	.	.	PUNCT
bracis-19025	72	11	 	 	SPACE
bracis-19025	73	1	2	2	X
bracis-19025	73	2	)	)	PUNCT
bracis-19025	73	3	primarily	primarily	ADV
bracis-19025	73	4	focusing	focus	VERB
bracis-19025	73	5	on	on	ADP
bracis-19025	73	6	the	the	DET
bracis-19025	73	7	dm	dm	PROPN
bracis-19025	73	8	component	component	NOUN
bracis-19025	73	9	.	.	PUNCT
bracis-19025	74	1	the	the	DET
bracis-19025	74	2	dialogue	dialogue	NOUN
bracis-19025	74	3	state	state	NOUN
bracis-19025	74	4	must	must	AUX
bracis-19025	74	5	encode	encode	VERB
bracis-19025	74	6	all	all	DET
bracis-19025	74	7	useful	useful	ADJ
bracis-19025	74	8	information	information	NOUN
bracis-19025	74	9	collected	collect	VERB
bracis-19025	74	10	during	during	ADP
bracis-19025	74	11	interactions	interaction	NOUN
bracis-19025	74	12	.	.	PUNCT
bracis-19025	75	1	the	the	DET
bracis-19025	75	2	multiwozfootnote	multiwozfootnote	NOUN
bracis-19025	75	3	1	1	NUM
bracis-19025	75	4	annotated	annotate	VERB
bracis-19025	75	5	states	state	NOUN
bracis-19025	75	6	basically	basically	ADV
bracis-19025	75	7	comprise	comprise	VERB
bracis-19025	75	8	the	the	DET
bracis-19025	75	9	slots	slot	NOUN
bracis-19025	75	10	informed	inform	VERB
bracis-19025	75	11	,	,	PUNCT
bracis-19025	75	12	and	and	CCONJ
bracis-19025	75	13	the	the	DET
bracis-19025	75	14	ones	one	NOUN
bracis-19025	75	15	that	that	PRON
bracis-19025	75	16	are	be	AUX
bracis-19025	75	17	required	require	VERB
bracis-19025	75	18	to	to	PART
bracis-19025	75	19	complete	complete	VERB
bracis-19025	75	20	the	the	DET
bracis-19025	75	21	task	task	NOUN
bracis-19025	75	22	in	in	ADP
bracis-19025	75	23	each	each	DET
bracis-19025	75	24	domain	domain	NOUN
bracis-19025	75	25	.	.	PUNCT
bracis-19025	76	1	for	for	ADP
bracis-19025	76	2	example	example	NOUN
bracis-19025	76	3	,	,	PUNCT
bracis-19025	76	4	the	the	DET
bracis-19025	76	5	hotel	hotel	NOUN
bracis-19025	76	6	domain	domain	NOUN
bracis-19025	76	7	requires	require	VERB
bracis-19025	76	8	,	,	PUNCT
bracis-19025	76	9	among	among	ADP
bracis-19025	76	10	others	other	NOUN
bracis-19025	76	11	,	,	PUNCT
bracis-19025	76	12	the	the	DET
bracis-19025	76	13	area	area	NOUN
bracis-19025	76	14	of	of	ADP
bracis-19025	76	15	the	the	DET
bracis-19025	76	16	city	city	NOUN
bracis-19025	76	17	where	where	SCONJ
bracis-19025	76	18	the	the	DET
bracis-19025	76	19	hotel	hotel	NOUN
bracis-19025	76	20	is	be	AUX
bracis-19025	76	21	located	locate	VERB
bracis-19025	76	22	,	,	PUNCT
bracis-19025	76	23	the	the	DET
bracis-19025	76	24	number	number	NOUN
bracis-19025	76	25	of	of	ADP
bracis-19025	76	26	stars	star	NOUN
bracis-19025	76	27	it	it	PRON
bracis-19025	76	28	has	have	AUX
bracis-19025	76	29	been	be	AUX
bracis-19025	76	30	rated	rate	VERB
bracis-19025	76	31	,	,	PUNCT
bracis-19025	76	32	as	as	ADV
bracis-19025	76	33	well	well	ADV
bracis-19025	76	34	as	as	ADP
bracis-19025	76	35	its	its	PRON
bracis-19025	76	36	price	price	NOUN
bracis-19025	76	37	range	range	NOUN
bracis-19025	76	38	.	.	PUNCT
bracis-19025	77	1	our	our	PRON
bracis-19025	77	2	proposal	proposal	NOUN
bracis-19025	77	3	to	to	PART
bracis-19025	77	4	train	train	VERB
bracis-19025	77	5	pol	pol	NOUN
bracis-19025	77	6	is	be	AUX
bracis-19025	77	7	divided	divide	VERB
bracis-19025	77	8	into	into	ADP
bracis-19025	77	9	two	two	NUM
bracis-19025	77	10	steps	step	NOUN
bracis-19025	77	11	.	.	PUNCT
bracis-19025	78	1	the	the	DET
bracis-19025	78	2	first	first	ADJ
bracis-19025	78	3	step	step	NOUN
bracis-19025	78	4	is	be	AUX
bracis-19025	78	5	to	to	PART
bracis-19025	78	6	use	use	VERB
bracis-19025	78	7	a	a	DET
bracis-19025	78	8	distributed	distribute	VERB
bracis-19025	78	9	architecture	architecture	NOUN
bracis-19025	78	10	in	in	ADP
bracis-19025	78	11	a	a	DET
bracis-19025	78	12	divide	divide	NOUN
bracis-19025	78	13	-	-	PUNCT
bracis-19025	78	14	and	and	CCONJ
bracis-19025	78	15	-	-	PUNCT
bracis-19025	78	16	conquer	conquer	NOUN
bracis-19025	78	17	approach	approach	NOUN
bracis-19025	78	18	to	to	PART
bracis-19025	78	19	build	build	VERB
bracis-19025	78	20	a	a	DET
bracis-19025	78	21	system	system	NOUN
bracis-19025	78	22	capable	capable	ADJ
bracis-19025	78	23	of	of	ADP
bracis-19025	78	24	interacting	interact	VERB
bracis-19025	78	25	in	in	ADP
bracis-19025	78	26	a	a	DET
bracis-19025	78	27	multi	multi	ADJ
bracis-19025	78	28	-	-	ADJ
bracis-19025	78	29	domain	domain	ADJ
bracis-19025	78	30	environment	environment	NOUN
bracis-19025	78	31	.	.	PUNCT
bracis-19025	79	1	the	the	DET
bracis-19025	79	2	second	second	ADJ
bracis-19025	79	3	stage	stage	NOUN
bracis-19025	79	4	consists	consist	VERB
bracis-19025	79	5	of	of	ADP
bracis-19025	79	6	a	a	DET
bracis-19025	79	7	mechanism	mechanism	NOUN
bracis-19025	79	8	that	that	PRON
bracis-19025	79	9	shares	share	VERB
bracis-19025	79	10	slots	slot	NOUN
bracis-19025	79	11	between	between	ADP
bracis-19025	79	12	domains	domain	NOUN
bracis-19025	79	13	.	.	PUNCT
bracis-19025	80	1	in	in	ADP
bracis-19025	80	2	the	the	DET
bracis-19025	80	3	following	follow	VERB
bracis-19025	80	4	sections	section	NOUN
bracis-19025	80	5	we	we	PRON
bracis-19025	80	6	detail	detail	VERB
bracis-19025	80	7	each	each	DET
bracis-19025	80	8	component	component	NOUN
bracis-19025	80	9	of	of	ADP
bracis-19025	80	10	dcda	dcda	NOUN
bracis-19025	80	11	-	-	PUNCT
bracis-19025	80	12	s2	s2	NOUN
bracis-19025	80	13	m	m	PROPN
bracis-19025	80	14	,	,	PUNCT
bracis-19025	80	15	the	the	DET
bracis-19025	80	16	divide	divide	NOUN
bracis-19025	80	17	-	-	PUNCT
bracis-19025	80	18	and	and	CCONJ
bracis-19025	80	19	-	-	PUNCT
bracis-19025	80	20	conquer	conquer	NOUN
bracis-19025	80	21	distributed	distribute	VERB
bracis-19025	80	22	architecture	architecture	NOUN
bracis-19025	80	23	(	(	PUNCT
bracis-19025	80	24	dcda	dcda	NOUN
bracis-19025	80	25	)	)	PUNCT
bracis-19025	80	26	and	and	CCONJ
bracis-19025	80	27	the	the	DET
bracis-19025	80	28	slot	slot	NOUN
bracis-19025	80	29	sharing	sharing	NOUN
bracis-19025	80	30	mechanism	mechanism	NOUN
bracis-19025	80	31	(	(	PUNCT
bracis-19025	80	32	s2	s2	NOUN
bracis-19025	80	33	m	m	NOUN
bracis-19025	80	34	)	)	PUNCT
bracis-19025	80	35	.	.	PUNCT
bracis-19025	81	1	fig	fig	NOUN
bracis-19025	81	2	.	.	PUNCT
bracis-19025	82	1	3	3	X
bracis-19025	82	2	.	.	X
bracis-19025	82	3	illustrative	illustrative	ADJ
bracis-19025	82	4	figure	figure	NOUN
bracis-19025	82	5	of	of	ADP
bracis-19025	82	6	our	our	PRON
bracis-19025	82	7	proposed	propose	VERB
bracis-19025	82	8	architecture	architecture	NOUN
bracis-19025	82	9	.	.	PUNCT
bracis-19025	83	1	full	full	ADJ
bracis-19025	83	2	size	size	NOUN
bracis-19025	83	3	image	image	NOUN
bracis-19025	83	4	3.1	3.1	NUM
bracis-19025	83	5	divide	divide	NOUN
bracis-19025	83	6	-	-	PUNCT
bracis-19025	83	7	and	and	CCONJ
bracis-19025	83	8	-	-	PUNCT
bracis-19025	83	9	conquer	conquer	NOUN
bracis-19025	83	10	distributed	distribute	VERB
bracis-19025	83	11	architecture	architecture	NOUN
bracis-19025	83	12	we	we	PRON
bracis-19025	83	13	implemented	implement	VERB
bracis-19025	83	14	seven	seven	NUM
bracis-19025	83	15	agents	agent	NOUN
bracis-19025	83	16	,	,	PUNCT
bracis-19025	83	17	each	each	DET
bracis-19025	83	18	one	one	NOUN
bracis-19025	83	19	specifically	specifically	ADV
bracis-19025	83	20	trained	train	VERB
bracis-19025	83	21	for	for	ADP
bracis-19025	83	22	a	a	DET
bracis-19025	83	23	domain	domain	NOUN
bracis-19025	83	24	of	of	ADP
bracis-19025	83	25	the	the	DET
bracis-19025	83	26	multiwoz	multiwoz	NOUN
bracis-19025	83	27	dataset	dataset	NOUN
bracis-19025	83	28	(	(	PUNCT
bracis-19025	83	29	attraction	attraction	NOUN
bracis-19025	83	30	,	,	PUNCT
bracis-19025	83	31	hospital	hospital	NOUN
bracis-19025	83	32	,	,	PUNCT
bracis-19025	83	33	hotel	hotel	NOUN
bracis-19025	83	34	,	,	PUNCT
bracis-19025	83	35	police	police	NOUN
bracis-19025	83	36	,	,	PUNCT
bracis-19025	83	37	restaurant	restaurant	NOUN
bracis-19025	83	38	,	,	PUNCT
bracis-19025	83	39	taxi	taxi	NOUN
bracis-19025	83	40	,	,	PUNCT
bracis-19025	83	41	and	and	CCONJ
bracis-19025	83	42	train	train	NOUN
bracis-19025	83	43	)	)	PUNCT
bracis-19025	83	44	,	,	PUNCT
bracis-19025	83	45	as	as	SCONJ
bracis-19025	83	46	illustrated	illustrate	VERB
bracis-19025	83	47	in	in	ADP
bracis-19025	83	48	fig	fig	NOUN
bracis-19025	83	49	.	.	PUNCT
bracis-19025	83	50	 	 	SPACE
bracis-19025	84	1	3	3	X
bracis-19025	84	2	.	.	PUNCT
bracis-19025	85	1	the	the	DET
bracis-19025	85	2	idea	idea	NOUN
bracis-19025	85	3	is	be	AUX
bracis-19025	85	4	that	that	SCONJ
bracis-19025	85	5	,	,	PUNCT
bracis-19025	85	6	using	use	VERB
bracis-19025	85	7	a	a	DET
bracis-19025	85	8	simple	simple	ADJ
bracis-19025	85	9	reinforcement	reinforcement	NOUN
bracis-19025	85	10	learning	learning	NOUN
bracis-19025	85	11	algorithm	algorithm	NOUN
bracis-19025	85	12	,	,	PUNCT
bracis-19025	85	13	we	we	PRON
bracis-19025	85	14	can	can	AUX
bracis-19025	85	15	have	have	VERB
bracis-19025	85	16	a	a	DET
bracis-19025	85	17	multi	multi	ADJ
bracis-19025	85	18	-	-	ADJ
bracis-19025	85	19	domain	domain	ADJ
bracis-19025	85	20	system	system	NOUN
bracis-19025	85	21	with	with	ADP
bracis-19025	85	22	better	well	ADJ
bracis-19025	85	23	performance	performance	NOUN
bracis-19025	85	24	than	than	SCONJ
bracis-19025	85	25	if	if	SCONJ
bracis-19025	85	26	we	we	PRON
bracis-19025	85	27	had	have	VERB
bracis-19025	85	28	a	a	DET
bracis-19025	85	29	single	single	ADJ
bracis-19025	85	30	agent	agent	NOUN
bracis-19025	85	31	trained	train	VERB
bracis-19025	85	32	in	in	ADP
bracis-19025	85	33	all	all	DET
bracis-19025	85	34	domains	domain	NOUN
bracis-19025	85	35	at	at	ADP
bracis-19025	85	36	once	once	ADV
bracis-19025	85	37	.	.	PUNCT
bracis-19025	86	1	however	however	ADV
bracis-19025	86	2	,	,	PUNCT
bracis-19025	86	3	just	just	ADV
bracis-19025	86	4	having	have	VERB
bracis-19025	86	5	multiple	multiple	ADJ
bracis-19025	86	6	agents	agent	NOUN
bracis-19025	86	7	,	,	PUNCT
bracis-19025	86	8	each	each	DET
bracis-19025	86	9	one	one	NUM
bracis-19025	86	10	for	for	ADP
bracis-19025	86	11	each	each	DET
bracis-19025	86	12	domain	domain	NOUN
bracis-19025	86	13	,	,	PUNCT
bracis-19025	86	14	is	be	AUX
bracis-19025	86	15	not	not	PART
bracis-19025	86	16	enough	enough	ADJ
bracis-19025	86	17	.	.	PUNCT
bracis-19025	87	1	we	we	PRON
bracis-19025	87	2	need	need	VERB
bracis-19025	87	3	a	a	DET
bracis-19025	87	4	controller	controller	NOUN
bracis-19025	87	5	capable	capable	ADJ
bracis-19025	87	6	of	of	ADP
bracis-19025	87	7	perceiving	perceive	VERB
bracis-19025	87	8	when	when	SCONJ
bracis-19025	87	9	there	there	PRON
bracis-19025	87	10	is	be	VERB
bracis-19025	87	11	a	a	DET
bracis-19025	87	12	domain	domain	NOUN
bracis-19025	87	13	change	change	NOUN
bracis-19025	87	14	and	and	CCONJ
bracis-19025	87	15	selecting	select	VERB
bracis-19025	87	16	the	the	DET
bracis-19025	87	17	right	right	ADJ
bracis-19025	87	18	agent	agent	NOUN
bracis-19025	87	19	to	to	PART
bracis-19025	87	20	collect	collect	VERB
bracis-19025	87	21	the	the	DET
bracis-19025	87	22	right	right	ADJ
bracis-19025	87	23	response	response	NOUN
bracis-19025	87	24	.	.	PUNCT
bracis-19025	88	1	the	the	DET
bracis-19025	88	2	controller	controller	NOUN
bracis-19025	88	3	keeps	keep	VERB
bracis-19025	88	4	track	track	NOUN
bracis-19025	88	5	of	of	ADP
bracis-19025	88	6	all	all	DET
bracis-19025	88	7	state	state	NOUN
bracis-19025	88	8	features	feature	NOUN
bracis-19025	88	9	from	from	ADP
bracis-19025	88	10	all	all	DET
bracis-19025	88	11	agents	agent	NOUN
bracis-19025	88	12	allowing	allow	VERB
bracis-19025	88	13	it	it	PRON
bracis-19025	88	14	to	to	PART
bracis-19025	88	15	know	know	VERB
bracis-19025	88	16	the	the	DET
bracis-19025	88	17	past	past	ADJ
bracis-19025	88	18	and	and	CCONJ
bracis-19025	88	19	current	current	ADJ
bracis-19025	88	20	domains	domain	NOUN
bracis-19025	88	21	.	.	PUNCT
bracis-19025	89	1	as	as	SCONJ
bracis-19025	89	2	mentioned	mention	VERB
bracis-19025	89	3	before	before	ADV
bracis-19025	89	4	,	,	PUNCT
bracis-19025	89	5	in	in	ADP
bracis-19025	89	6	multi	multi	ADJ
bracis-19025	89	7	-	-	ADJ
bracis-19025	89	8	domain	domain	ADJ
bracis-19025	89	9	systems	system	NOUN
bracis-19025	89	10	the	the	DET
bracis-19025	89	11	dialogue	dialogue	NOUN
bracis-19025	89	12	act	act	NOUN
bracis-19025	89	13	is	be	AUX
bracis-19025	89	14	defined	define	VERB
bracis-19025	89	15	by	by	ADP
bracis-19025	89	16	the	the	DET
bracis-19025	89	17	tuple	tuple	NOUN
bracis-19025	89	18	[	[	X
bracis-19025	89	19	domain	domain	NOUN
bracis-19025	89	20	,	,	PUNCT
bracis-19025	89	21	intent	intent	NOUN
bracis-19025	89	22	,	,	PUNCT
bracis-19025	89	23	slot	slot	NOUN
bracis-19025	89	24	,	,	PUNCT
bracis-19025	89	25	value	value	NOUN
bracis-19025	89	26	]	]	X
bracis-19025	89	27	,	,	PUNCT
bracis-19025	89	28	i.e.	i.e.	X
bracis-19025	89	29	,	,	PUNCT
bracis-19025	89	30	it	it	PRON
bracis-19025	89	31	already	already	ADV
bracis-19025	89	32	includes	include	VERB
bracis-19025	89	33	the	the	DET
bracis-19025	89	34	domain	domain	NOUN
bracis-19025	89	35	of	of	ADP
bracis-19025	89	36	the	the	DET
bracis-19025	89	37	conversation	conversation	NOUN
bracis-19025	90	1	[	[	X
bracis-19025	90	2	10	10	NUM
bracis-19025	90	3	]	]	PUNCT
bracis-19025	90	4	.	.	PUNCT
bracis-19025	91	1	therefore	therefore	ADV
bracis-19025	91	2	,	,	PUNCT
bracis-19025	91	3	the	the	DET
bracis-19025	91	4	controller	controller	NOUN
bracis-19025	91	5	simply	simply	ADV
bracis-19025	91	6	observes	observe	VERB
bracis-19025	91	7	the	the	DET
bracis-19025	91	8	domain	domain	NOUN
bracis-19025	91	9	element	element	NOUN
bracis-19025	91	10	of	of	ADP
bracis-19025	91	11	the	the	DET
bracis-19025	91	12	dialogue	dialogue	NOUN
bracis-19025	91	13	act	act	PROPN
bracis-19025	91	14	.	.	PUNCT
bracis-19025	92	1	if	if	SCONJ
bracis-19025	92	2	it	it	PRON
bracis-19025	92	3	is	be	AUX
bracis-19025	92	4	a	a	DET
bracis-19025	92	5	new	new	ADJ
bracis-19025	92	6	domain	domain	NOUN
bracis-19025	92	7	(	(	PUNCT
bracis-19025	92	8	different	different	ADJ
bracis-19025	92	9	from	from	ADP
bracis-19025	92	10	the	the	DET
bracis-19025	92	11	current	current	ADJ
bracis-19025	92	12	one	one	NUM
bracis-19025	92	13	)	)	PUNCT
bracis-19025	92	14	it	it	PRON
bracis-19025	92	15	checks	check	VERB
bracis-19025	92	16	with	with	ADP
bracis-19025	92	17	s2	s2	PROPN
bracis-19025	92	18	m	m	VERB
bracis-19025	92	19	(	(	PUNCT
bracis-19025	92	20	detailed	detail	VERB
bracis-19025	92	21	in	in	ADP
bracis-19025	92	22	sect	sect	NOUN
bracis-19025	92	23	.	.	PUNCT
bracis-19025	92	24	 	 	SPACE
bracis-19025	93	1	3.2	3.2	NUM
bracis-19025	93	2	)	)	PUNCT
bracis-19025	93	3	the	the	DET
bracis-19025	93	4	slots	slot	NOUN
bracis-19025	93	5	from	from	ADP
bracis-19025	93	6	past	past	ADJ
bracis-19025	93	7	domains	domain	NOUN
bracis-19025	93	8	that	that	PRON
bracis-19025	93	9	can	can	AUX
bracis-19025	93	10	share	share	VERB
bracis-19025	93	11	values	value	NOUN
bracis-19025	93	12	with	with	ADP
bracis-19025	93	13	the	the	DET
bracis-19025	93	14	new	new	ADJ
bracis-19025	93	15	domain	domain	NOUN
bracis-19025	93	16	,	,	PUNCT
bracis-19025	93	17	and	and	CCONJ
bracis-19025	93	18	it	it	PRON
bracis-19025	93	19	copies	copy	VERB
bracis-19025	93	20	the	the	DET
bracis-19025	93	21	values	value	NOUN
bracis-19025	93	22	of	of	ADP
bracis-19025	93	23	these	these	DET
bracis-19025	93	24	shareable	shareable	ADJ
bracis-19025	93	25	slots	slot	NOUN
bracis-19025	93	26	.	.	PUNCT
bracis-19025	94	1	given	give	VERB
bracis-19025	94	2	this	this	PRON
bracis-19025	94	3	,	,	PUNCT
bracis-19025	94	4	the	the	DET
bracis-19025	94	5	controller	controller	NOUN
bracis-19025	94	6	sends	send	VERB
bracis-19025	94	7	the	the	DET
bracis-19025	94	8	state	state	NOUN
bracis-19025	94	9	features	feature	NOUN
bracis-19025	94	10	to	to	ADP
bracis-19025	94	11	the	the	DET
bracis-19025	94	12	corresponding	corresponding	ADJ
bracis-19025	94	13	agent	agent	NOUN
bracis-19025	94	14	of	of	ADP
bracis-19025	94	15	the	the	DET
bracis-19025	94	16	current	current	ADJ
bracis-19025	94	17	domain	domain	NOUN
bracis-19025	94	18	.	.	PUNCT
bracis-19025	95	1	each	each	DET
bracis-19025	95	2	agent	agent	NOUN
bracis-19025	95	3	is	be	AUX
bracis-19025	95	4	trained	train	VERB
bracis-19025	95	5	using	use	VERB
bracis-19025	95	6	reinforcement	reinforcement	NOUN
bracis-19025	95	7	learning	learning	NOUN
bracis-19025	95	8	to	to	PART
bracis-19025	95	9	learn	learn	VERB
bracis-19025	95	10	an	an	DET
bracis-19025	95	11	optimal	optimal	ADJ
bracis-19025	95	12	policy	policy	NOUN
bracis-19025	95	13	(	(	PUNCT
bracis-19025	95	14	pol	pol	NOUN
bracis-19025	95	15	component	component	NOUN
bracis-19025	95	16	of	of	ADP
bracis-19025	95	17	dm	dm	NOUN
bracis-19025	95	18	)	)	PUNCT
bracis-19025	95	19	in	in	ADP
bracis-19025	95	20	each	each	DET
bracis-19025	95	21	domain	domain	NOUN
bracis-19025	95	22	.	.	PUNCT
bracis-19025	96	1	reinforcement	reinforcement	NOUN
bracis-19025	96	2	learning	learning	NOUN
bracis-19025	96	3	.	.	PUNCT
bracis-19025	97	1	in	in	ADP
bracis-19025	97	2	reinforcement	reinforcement	NOUN
bracis-19025	97	3	learning	learning	NOUN
bracis-19025	97	4	problems	problem	NOUN
bracis-19025	97	5	there	there	PRON
bracis-19025	97	6	is	be	VERB
bracis-19025	97	7	an	an	DET
bracis-19025	97	8	agent	agent	NOUN
bracis-19025	97	9	that	that	PRON
bracis-19025	97	10	learns	learn	VERB
bracis-19025	97	11	by	by	ADP
bracis-19025	97	12	interacting	interact	VERB
bracis-19025	97	13	with	with	ADP
bracis-19025	97	14	an	an	DET
bracis-19025	97	15	environment	environment	NOUN
bracis-19025	97	16	through	through	ADP
bracis-19025	97	17	the	the	DET
bracis-19025	97	18	markov	markov	NOUN
bracis-19025	97	19	decision	decision	NOUN
bracis-19025	97	20	process	process	NOUN
bracis-19025	97	21	(	(	PUNCT
bracis-19025	97	22	mdp	mdp	NOUN
bracis-19025	97	23	)	)	PUNCT
bracis-19025	97	24	framework	framework	NOUN
bracis-19025	97	25	defined	define	VERB
bracis-19025	97	26	as	as	ADP
bracis-19025	97	27	a	a	DET
bracis-19025	97	28	tuple	tuple	NOUN
bracis-19025	97	29	\((\mathcal	\((\mathcal	PROPN
bracis-19025	97	30	{	{	PUNCT
bracis-19025	97	31	s	s	PROPN
bracis-19025	97	32	}	}	PUNCT
bracis-19025	97	33	,	,	PUNCT
bracis-19025	97	34	\mathcal	\mathcal	PROPN
bracis-19025	97	35	{	{	PUNCT
bracis-19025	97	36	a	a	NOUN
bracis-19025	97	37	}	}	PUNCT
bracis-19025	97	38	,	,	PUNCT
bracis-19025	97	39	\mathcal	\mathcal	X
bracis-19025	97	40	{	{	PUNCT
bracis-19025	97	41	r	r	NOUN
bracis-19025	97	42	}	}	PUNCT
bracis-19025	97	43	,	,	PUNCT
bracis-19025	97	44	\mathcal	\mathcal	PROPN
bracis-19025	97	45	{	{	PUNCT
bracis-19025	97	46	t	t	NOUN
bracis-19025	97	47	}	}	PUNCT
bracis-19025	97	48	,	,	PUNCT
bracis-19025	97	49	\gamma	\gamma	PROPN
bracis-19025	97	50	)	)	PUNCT
bracis-19025	97	51	\	\	PROPN
bracis-19025	97	52	)	)	PUNCT
bracis-19025	97	53	,	,	PUNCT
bracis-19025	97	54	where	where	SCONJ
bracis-19025	97	55	\(\mathcal	\(\mathcal	ADJ
bracis-19025	97	56	{	{	PUNCT
bracis-19025	97	57	s}\	s}\	NUM
bracis-19025	97	58	)	)	PUNCT
bracis-19025	97	59	is	be	AUX
bracis-19025	97	60	the	the	DET
bracis-19025	97	61	set	set	NOUN
bracis-19025	97	62	of	of	ADP
bracis-19025	97	63	possible	possible	ADJ
bracis-19025	97	64	states	state	NOUN
bracis-19025	97	65	,	,	PUNCT
bracis-19025	97	66	\(\mathcal	\(\mathcal	ADJ
bracis-19025	97	67	{	{	PUNCT
bracis-19025	97	68	a}\	a}\	NUM
bracis-19025	97	69	)	)	PUNCT
bracis-19025	97	70	is	be	AUX
bracis-19025	97	71	the	the	DET
bracis-19025	97	72	set	set	NOUN
bracis-19025	97	73	of	of	ADP
bracis-19025	97	74	actions	action	NOUN
bracis-19025	97	75	,	,	PUNCT
bracis-19025	97	76	\(\mathcal	\(\mathcal	X
bracis-19025	97	77	{	{	PUNCT
bracis-19025	97	78	r}\	r}\	NUM
bracis-19025	97	79	)	)	PUNCT
bracis-19025	97	80	is	be	AUX
bracis-19025	97	81	the	the	DET
bracis-19025	97	82	reward	reward	NOUN
bracis-19025	97	83	function	function	NOUN
bracis-19025	97	84	,	,	PUNCT
bracis-19025	97	85	\(\mathcal	\(\mathcal	ADJ
bracis-19025	97	86	{	{	PUNCT
bracis-19025	97	87	t}\	t}\	NUM
bracis-19025	97	88	)	)	PUNCT
bracis-19025	97	89	is	be	AUX
bracis-19025	97	90	the	the	DET
bracis-19025	97	91	state	state	NOUN
bracis-19025	97	92	transition	transition	NOUN
bracis-19025	97	93	function	function	NOUN
bracis-19025	97	94	,	,	PUNCT
bracis-19025	97	95	and	and	CCONJ
bracis-19025	97	96	\(\gamma	\(\gamma	X
bracis-19025	97	97	\in	\in	PROPN
bracis-19025	97	98	[	[	X
bracis-19025	97	99	0,1]\	0,1]\	NUM
bracis-19025	97	100	)	)	PUNCT
bracis-19025	97	101	is	be	AUX
bracis-19025	97	102	the	the	DET
bracis-19025	97	103	discount	discount	NOUN
bracis-19025	97	104	factor	factor	NOUN
bracis-19025	97	105	that	that	PRON
bracis-19025	97	106	balances	balance	VERB
bracis-19025	97	107	the	the	DET
bracis-19025	97	108	trade	trade	NOUN
bracis-19025	97	109	-	-	PUNCT
bracis-19025	97	110	off	off	NOUN
bracis-19025	97	111	between	between	ADP
bracis-19025	97	112	immediate	immediate	ADJ
bracis-19025	97	113	rewards	reward	NOUN
bracis-19025	97	114	and	and	CCONJ
bracis-19025	97	115	future	future	ADJ
bracis-19025	97	116	rewards	reward	NOUN
bracis-19025	97	117	.	.	PUNCT
bracis-19025	98	1	in	in	ADP
bracis-19025	98	2	the	the	DET
bracis-19025	98	3	context	context	NOUN
bracis-19025	98	4	of	of	ADP
bracis-19025	98	5	dialogue	dialogue	NOUN
bracis-19025	98	6	systems	system	NOUN
bracis-19025	98	7	,	,	PUNCT
bracis-19025	98	8	the	the	DET
bracis-19025	98	9	state	state	NOUN
bracis-19025	98	10	represents	represent	VERB
bracis-19025	98	11	the	the	DET
bracis-19025	98	12	dialogue	dialogue	NOUN
bracis-19025	98	13	state	state	NOUN
bracis-19025	98	14	.	.	PUNCT
bracis-19025	99	1	the	the	DET
bracis-19025	99	2	actions	action	NOUN
bracis-19025	99	3	are	be	AUX
bracis-19025	99	4	the	the	DET
bracis-19025	99	5	set	set	NOUN
bracis-19025	99	6	of	of	ADP
bracis-19025	99	7	dialogue	dialogue	NOUN
bracis-19025	99	8	acts	act	NOUN
bracis-19025	99	9	of	of	ADP
bracis-19025	99	10	the	the	DET
bracis-19025	99	11	agent	agent	NOUN
bracis-19025	99	12	,	,	PUNCT
bracis-19025	99	13	and	and	CCONJ
bracis-19025	99	14	the	the	DET
bracis-19025	99	15	reward	reward	NOUN
bracis-19025	99	16	is	be	AUX
bracis-19025	99	17	\(+r\	\(+r\	ADJ
bracis-19025	99	18	)	)	PUNCT
bracis-19025	99	19	if	if	SCONJ
bracis-19025	99	20	the	the	DET
bracis-19025	99	21	dialogue	dialogue	NOUN
bracis-19025	99	22	succeeds	succeed	VERB
bracis-19025	99	23	,	,	PUNCT
bracis-19025	99	24	i.e.	i.e.	X
bracis-19025	99	25	,	,	PUNCT
bracis-19025	99	26	the	the	DET
bracis-19025	99	27	agent	agent	NOUN
bracis-19025	99	28	achieve	achieve	VERB
bracis-19025	99	29	the	the	DET
bracis-19025	99	30	user	user	NOUN
bracis-19025	99	31	goal	goal	NOUN
bracis-19025	99	32	,	,	PUNCT
bracis-19025	99	33	\(-r\	\(-r\	PROPN
bracis-19025	99	34	)	)	PUNCT
bracis-19025	99	35	if	if	SCONJ
bracis-19025	99	36	the	the	DET
bracis-19025	99	37	dialogue	dialogue	NOUN
bracis-19025	99	38	fails	fail	VERB
bracis-19025	99	39	and	and	CCONJ
bracis-19025	99	40	\(-1\	\(-1\	NOUN
bracis-19025	99	41	)	)	PUNCT
bracis-19025	99	42	for	for	ADP
bracis-19025	99	43	each	each	DET
bracis-19025	99	44	turn	turn	NOUN
bracis-19025	99	45	to	to	PART
bracis-19025	99	46	encourage	encourage	VERB
bracis-19025	99	47	the	the	DET
bracis-19025	99	48	agent	agent	NOUN
bracis-19025	99	49	lasts	last	VERB
bracis-19025	99	50	the	the	DET
bracis-19025	99	51	minimum	minimum	ADJ
bracis-19025	99	52	number	number	NOUN
bracis-19025	99	53	of	of	ADP
bracis-19025	99	54	turns	turn	NOUN
bracis-19025	99	55	.	.	PUNCT
bracis-19025	100	1	the	the	DET
bracis-19025	100	2	agent	agent	NOUN
bracis-19025	100	3	’s	’s	PART
bracis-19025	100	4	objective	objective	NOUN
bracis-19025	100	5	is	be	AUX
bracis-19025	100	6	to	to	PART
bracis-19025	100	7	maximize	maximize	VERB
bracis-19025	100	8	the	the	DET
bracis-19025	100	9	cumulative	cumulative	ADJ
bracis-19025	100	10	discounted	discount	VERB
bracis-19025	100	11	rewards	reward	NOUN
bracis-19025	100	12	,	,	PUNCT
bracis-19025	100	13	\(\sum	\(\sum	VERB
bracis-19025	101	1	_	_	PRON
bracis-19025	101	2	{	{	PUNCT
bracis-19025	101	3	t	t	NOUN
bracis-19025	101	4	=	=	PUNCT
bracis-19025	101	5	0}^{t}\gamma	0}^{t}\gamma	PROPN
bracis-19025	101	6	^tr_t\	^tr_t\	NUM
bracis-19025	101	7	)	)	PUNCT
bracis-19025	101	8	,	,	PUNCT
bracis-19025	101	9	\(r_t	\(r_t	PROPN
bracis-19025	101	10	\in	\in	PROPN
bracis-19025	101	11	\mathcal	\mathcal	PROPN
bracis-19025	101	12	{	{	PUNCT
bracis-19025	101	13	r}\	r}\	NUM
bracis-19025	101	14	)	)	PUNCT
bracis-19025	101	15	,	,	PUNCT
bracis-19025	101	16	received	receive	VERB
bracis-19025	101	17	during	during	ADP
bracis-19025	101	18	interactions	interaction	NOUN
bracis-19025	101	19	in	in	ADP
bracis-19025	101	20	order	order	NOUN
bracis-19025	101	21	to	to	PART
bracis-19025	101	22	find	find	VERB
bracis-19025	101	23	its	its	PRON
bracis-19025	101	24	optimal	optimal	ADJ
bracis-19025	101	25	policy	policy	NOUN
bracis-19025	101	26	that	that	PRON
bracis-19025	101	27	maps	map	VERB
bracis-19025	101	28	state	state	NOUN
bracis-19025	101	29	\(s_t	\(s_t	PROPN
bracis-19025	101	30	\in	\in	PROPN
bracis-19025	101	31	\mathcal	\mathcal	PROPN
bracis-19025	101	32	{	{	PUNCT
bracis-19025	101	33	s}\	s}\	PROPN
bracis-19025	101	34	)	)	PUNCT
bracis-19025	101	35	to	to	ADP
bracis-19025	101	36	the	the	DET
bracis-19025	101	37	best	good	ADJ
bracis-19025	101	38	action	action	NOUN
bracis-19025	101	39	\(\pi	\(\pi	PROPN
bracis-19025	101	40	(	(	PUNCT
bracis-19025	101	41	s_t	s_t	NOUN
bracis-19025	101	42	)	)	PUNCT
bracis-19025	101	43	=	=	SYM
bracis-19025	101	44	a_t\	a_t\	PROPN
bracis-19025	101	45	)	)	PUNCT
bracis-19025	101	46	,	,	PUNCT
bracis-19025	101	47	\(a_t	\(a_t	ADJ
bracis-19025	101	48	\in	\in	PROPN
bracis-19025	101	49	\mathcal	\mathcal	PROPN
bracis-19025	101	50	{	{	PUNCT
bracis-19025	101	51	a}\	a}\	NUM
bracis-19025	101	52	)	)	PUNCT
bracis-19025	101	53	.	.	PUNCT
bracis-19025	102	1	in	in	ADP
bracis-19025	102	2	this	this	DET
bracis-19025	102	3	work	work	NOUN
bracis-19025	102	4	the	the	DET
bracis-19025	102	5	proximal	proximal	ADJ
bracis-19025	102	6	policy	policy	NOUN
bracis-19025	102	7	optimization	optimization	NOUN
bracis-19025	102	8	(	(	PUNCT
bracis-19025	102	9	ppo	ppo	PROPN
bracis-19025	102	10	)	)	PUNCT
bracis-19025	102	11	algorithm	algorithm	NOUN
bracis-19025	103	1	[	[	X
bracis-19025	103	2	18	18	NUM
bracis-19025	103	3	]	]	PUNCT
bracis-19025	103	4	was	be	AUX
bracis-19025	103	5	employed	employ	VERB
bracis-19025	103	6	which	which	PRON
bracis-19025	103	7	is	be	AUX
bracis-19025	103	8	a	a	DET
bracis-19025	103	9	policy	policy	NOUN
bracis-19025	103	10	gradient	gradient	NOUN
bracis-19025	103	11	method	method	NOUN
bracis-19025	103	12	which	which	PRON
bracis-19025	103	13	aim	aim	VERB
bracis-19025	103	14	to	to	PART
bracis-19025	103	15	directly	directly	ADV
bracis-19025	103	16	optimize	optimize	VERB
bracis-19025	103	17	the	the	DET
bracis-19025	103	18	parameterized	parameterized	ADJ
bracis-19025	103	19	policy	policy	NOUN
bracis-19025	103	20	to	to	PART
bracis-19025	103	21	maximize	maximize	VERB
bracis-19025	103	22	the	the	DET
bracis-19025	103	23	expected	expect	VERB
bracis-19025	103	24	reward	reward	NOUN
bracis-19025	103	25	.	.	PUNCT
bracis-19025	104	1	the	the	DET
bracis-19025	104	2	intuition	intuition	NOUN
bracis-19025	104	3	of	of	ADP
bracis-19025	104	4	ppo	ppo	PROPN
bracis-19025	104	5	is	be	AUX
bracis-19025	104	6	to	to	PART
bracis-19025	104	7	make	make	VERB
bracis-19025	104	8	the	the	DET
bracis-19025	104	9	greatest	great	ADJ
bracis-19025	104	10	improvement	improvement	NOUN
bracis-19025	104	11	in	in	ADP
bracis-19025	104	12	policy	policy	NOUN
bracis-19025	104	13	without	without	ADP
bracis-19025	104	14	stepping	step	VERB
bracis-19025	104	15	so	so	ADV
bracis-19025	104	16	far	far	ADV
bracis-19025	104	17	from	from	ADP
bracis-19025	104	18	current	current	ADJ
bracis-19025	104	19	policy	policy	NOUN
bracis-19025	104	20	to	to	PART
bracis-19025	104	21	avoid	avoid	VERB
bracis-19025	104	22	a	a	DET
bracis-19025	104	23	performance	performance	NOUN
bracis-19025	104	24	collapse	collapse	NOUN
bracis-19025	104	25	.	.	PUNCT
bracis-19025	105	1	formally	formally	ADV
bracis-19025	105	2	,	,	PUNCT
bracis-19025	105	3	it	it	PRON
bracis-19025	105	4	optimizes	optimize	VERB
bracis-19025	105	5	the	the	DET
bracis-19025	105	6	loss	loss	NOUN
bracis-19025	105	7	function	function	NOUN
bracis-19025	105	8	,	,	PUNCT
bracis-19025	105	9	\	\	PROPN
bracis-19025	105	10	(	(	PUNCT
bracis-19025	105	11	\mathcal	\mathcal	PROPN
bracis-19025	105	12	{	{	PUNCT
bracis-19025	105	13	l}(\theta	l}(\theta	NOUN
bracis-19025	105	14	)	)	PUNCT
bracis-19025	106	1	=	=	NOUN
bracis-19025	106	2	\min	\min	PROPN
bracis-19025	106	3	\left	\left	PROPN
bracis-19025	106	4	(	(	PUNCT
bracis-19025	106	5	\rho	\rho	PROPN
bracis-19025	106	6	(	(	PUNCT
bracis-19025	106	7	\theta	\theta	PROPN
bracis-19025	106	8	)	)	PUNCT
bracis-19025	106	9	\hat{a},\	\hat{a},\	PROPN
bracis-19025	106	10	clip(\rho	clip(\rho	PROPN
bracis-19025	106	11	(	(	PUNCT
bracis-19025	106	12	\theta	\theta	PROPN
bracis-19025	106	13	)	)	PUNCT
bracis-19025	106	14	,	,	PUNCT
bracis-19025	106	15	1	1	NUM
bracis-19025	106	16	\epsilon	\epsilon	NOUN
bracis-19025	106	17	,	,	PUNCT
bracis-19025	106	18	1	1	NUM
bracis-19025	106	19	+	+	CCONJ
bracis-19025	106	20	\epsilon	\epsilon	NOUN
bracis-19025	106	21	)	)	PUNCT
bracis-19025	106	22	\hat{a}\right	\hat{a}\right	NUM
bracis-19025	106	23	)	)	PUNCT
bracis-19025	106	24	,	,	PUNCT
bracis-19025	106	25	\	\	PROPN
bracis-19025	106	26	)	)	PUNCT
bracis-19025	106	27	where	where	SCONJ
bracis-19025	106	28	\(\rho	\(\rho	NOUN
bracis-19025	106	29	(	(	PUNCT
bracis-19025	106	30	\theta	\theta	PROPN
bracis-19025	106	31	)	)	PUNCT
bracis-19025	106	32	=	=	PRON
bracis-19025	106	33	\frac{\pi	\frac{\pi	VERB
bracis-19025	106	34	_	_	PUNCT
bracis-19025	107	1	\theta	\theta	PROPN
bracis-19025	107	2	(	(	PUNCT
bracis-19025	107	3	a	a	DET
bracis-19025	107	4	|	|	NOUN
bracis-19025	107	5	s)}{\pi	s)}{\pi	NOUN
bracis-19025	107	6	_	_	PUNCT
bracis-19025	107	7	{	{	PUNCT
bracis-19025	107	8	\theta	\theta	PROPN
bracis-19025	107	9	_	_	PROPN
bracis-19025	107	10	{	{	PUNCT
bracis-19025	107	11	old}(a	old}(a	X
bracis-19025	107	12	|	|	ADV
bracis-19025	107	13	s)}}\	s)}}\	NOUN
bracis-19025	107	14	)	)	PUNCT
bracis-19025	107	15	denotes	denote	VERB
bracis-19025	107	16	the	the	DET
bracis-19025	107	17	probability	probability	NOUN
bracis-19025	107	18	ratio	ratio	NOUN
bracis-19025	107	19	,	,	PUNCT
bracis-19025	107	20	\(\hat{a}\	\(\hat{a}\	PROPN
bracis-19025	107	21	)	)	PUNCT
bracis-19025	107	22	is	be	AUX
bracis-19025	107	23	the	the	DET
bracis-19025	107	24	estimated	estimate	VERB
bracis-19025	107	25	advantage	advantage	NOUN
bracis-19025	107	26	function	function	NOUN
bracis-19025	107	27	and	and	CCONJ
bracis-19025	107	28	\(\epsilon	\(\epsilon	NOUN
bracis-19025	107	29	\	\	NOUN
bracis-19025	107	30	)	)	PUNCT
bracis-19025	107	31	is	be	AUX
bracis-19025	107	32	a	a	DET
bracis-19025	107	33	hyperparameter	hyperparameter	NOUN
bracis-19025	107	34	that	that	PRON
bracis-19025	107	35	indicates	indicate	VERB
bracis-19025	107	36	how	how	SCONJ
bracis-19025	107	37	far	far	ADV
bracis-19025	107	38	can	can	AUX
bracis-19025	107	39	we	we	PRON
bracis-19025	107	40	go	go	VERB
bracis-19025	107	41	from	from	ADP
bracis-19025	107	42	old	old	ADJ
bracis-19025	107	43	policy	policy	NOUN
bracis-19025	107	44	.	.	PUNCT
bracis-19025	108	1	for	for	ADP
bracis-19025	108	2	the	the	DET
bracis-19025	108	3	advantage	advantage	NOUN
bracis-19025	108	4	function	function	NOUN
bracis-19025	108	5	estimation	estimation	NOUN
bracis-19025	108	6	,	,	PUNCT
bracis-19025	108	7	we	we	PRON
bracis-19025	108	8	use	use	VERB
bracis-19025	108	9	the	the	DET
bracis-19025	108	10	generalized	generalized	ADJ
bracis-19025	108	11	advantage	advantage	NOUN
bracis-19025	108	12	estimation	estimation	NOUN
bracis-19025	108	13	(	(	PUNCT
bracis-19025	108	14	gae	gae	NOUN
bracis-19025	108	15	)	)	PUNCT
bracis-19025	109	1	[	[	X
bracis-19025	109	2	17	17	NUM
bracis-19025	109	3	]	]	PUNCT
bracis-19025	109	4	,	,	PUNCT
bracis-19025	109	5	\	\	PROPN
bracis-19025	109	6	(	(	PUNCT
bracis-19025	109	7	\hat{a}(s_t	\hat{a}(s_t	X
bracis-19025	109	8	,	,	PUNCT
bracis-19025	109	9	a_t	a_t	PUNCT
bracis-19025	109	10	)	)	PUNCT
bracis-19025	109	11	=	=	SYM
bracis-19025	109	12	\delta	\delta	PROPN
bracis-19025	109	13	(	(	PUNCT
bracis-19025	109	14	s_t	s_t	NOUN
bracis-19025	109	15	)	)	PUNCT
bracis-19025	110	1	+	+	CCONJ
bracis-19025	110	2	\gamma	\gamma	PROPN
bracis-19025	110	3	\lambda	\lambda	PROPN
bracis-19025	110	4	\hat{a}(s_{t+1	\hat{a}(s_{t+1	PUNCT
bracis-19025	110	5	}	}	PUNCT
bracis-19025	110	6	,	,	PUNCT
bracis-19025	110	7	a_{t+1	a_{t+1	PROPN
bracis-19025	110	8	}	}	PUNCT
bracis-19025	110	9	)	)	PUNCT
bracis-19025	110	10	,	,	PUNCT
bracis-19025	110	11	\	\	PROPN
bracis-19025	110	12	)	)	PUNCT
bracis-19025	110	13	with	with	ADP
bracis-19025	110	14	\	\	PROPN
bracis-19025	110	15	(	(	PUNCT
bracis-19025	110	16	\delta	\delta	PROPN
bracis-19025	110	17	(	(	PUNCT
bracis-19025	110	18	s_t	s_t	NOUN
bracis-19025	110	19	)	)	PUNCT
bracis-19025	110	20	=	=	SYM
bracis-19025	110	21	r_t	r_t	PUNCT
bracis-19025	111	1	+	+	CCONJ
bracis-19025	111	2	\gamma	\gamma	NUM
bracis-19025	111	3	\hat{v}(s_{t+1	\hat{v}(s_{t+1	X
bracis-19025	111	4	}	}	PUNCT
bracis-19025	111	5	)	)	PUNCT
bracis-19025	111	6	\hat{v}(s_t	\hat{v}(s_t	PROPN
bracis-19025	111	7	)	)	PUNCT
bracis-19025	111	8	,	,	PUNCT
bracis-19025	111	9	\	\	PROPN
bracis-19025	111	10	)	)	PUNCT
bracis-19025	111	11	where	where	SCONJ
bracis-19025	111	12	\(\gamma	\(\gamma	ADP
bracis-19025	111	13	\	\	NOUN
bracis-19025	111	14	)	)	PUNCT
bracis-19025	111	15	is	be	AUX
bracis-19025	111	16	the	the	DET
bracis-19025	111	17	discount	discount	NOUN
bracis-19025	111	18	factor	factor	NOUN
bracis-19025	111	19	,	,	PUNCT
bracis-19025	111	20	\(\lambda	\(\lambda	NOUN
bracis-19025	111	21	\	\	NOUN
bracis-19025	111	22	)	)	PUNCT
bracis-19025	111	23	is	be	AUX
bracis-19025	111	24	a	a	DET
bracis-19025	111	25	hyperparameter	hyperparameter	NOUN
bracis-19025	111	26	to	to	PART
bracis-19025	111	27	adjust	adjust	VERB
bracis-19025	111	28	the	the	DET
bracis-19025	111	29	bias	bias	NOUN
bracis-19025	111	30	-	-	PUNCT
bracis-19025	111	31	variance	variance	NOUN
bracis-19025	111	32	tradeoff	tradeoff	NOUN
bracis-19025	111	33	and	and	CCONJ
bracis-19025	111	34	\(\hat{v}(s)\	\(\hat{v}(s)\	NUM
bracis-19025	111	35	)	)	PUNCT
bracis-19025	111	36	is	be	AUX
bracis-19025	111	37	the	the	DET
bracis-19025	111	38	estimate	estimate	NOUN
bracis-19025	111	39	of	of	ADP
bracis-19025	111	40	value	value	NOUN
bracis-19025	111	41	function	function	NOUN
bracis-19025	111	42	,	,	PUNCT
bracis-19025	111	43	i.e.	i.e.	X
bracis-19025	111	44	,	,	PUNCT
bracis-19025	111	45	the	the	DET
bracis-19025	111	46	expected	expect	VERB
bracis-19025	111	47	reward	reward	NOUN
bracis-19025	111	48	the	the	DET
bracis-19025	111	49	agent	agent	NOUN
bracis-19025	111	50	receives	receive	VERB
bracis-19025	111	51	being	be	AUX
bracis-19025	111	52	at	at	ADP
bracis-19025	111	53	state	state	NOUN
bracis-19025	111	54	s.	s.	PROPN
bracis-19025	111	55	however	however	ADV
bracis-19025	111	56	reinforcement	reinforcement	NOUN
bracis-19025	111	57	learning	learning	NOUN
bracis-19025	111	58	algorithms	algorithm	NOUN
bracis-19025	111	59	often	often	ADV
bracis-19025	111	60	suffer	suffer	VERB
bracis-19025	111	61	in	in	ADP
bracis-19025	111	62	sparse	sparse	ADJ
bracis-19025	111	63	reward	reward	NOUN
bracis-19025	111	64	environments	environment	NOUN
bracis-19025	111	65	.	.	PUNCT
bracis-19025	112	1	one	one	NUM
bracis-19025	112	2	possible	possible	ADJ
bracis-19025	112	3	option	option	NOUN
bracis-19025	112	4	to	to	PART
bracis-19025	112	5	deal	deal	VERB
bracis-19025	112	6	with	with	ADP
bracis-19025	112	7	this	this	DET
bracis-19025	112	8	issue	issue	NOUN
bracis-19025	112	9	is	be	AUX
bracis-19025	112	10	to	to	PART
bracis-19025	112	11	use	use	VERB
bracis-19025	112	12	some	some	DET
bracis-19025	112	13	pre	pre	ADJ
bracis-19025	112	14	-	-	ADJ
bracis-19025	112	15	training	training	ADJ
bracis-19025	112	16	method	method	NOUN
bracis-19025	112	17	,	,	PUNCT
bracis-19025	112	18	such	such	ADJ
bracis-19025	112	19	as	as	ADP
bracis-19025	112	20	imitation	imitation	NOUN
bracis-19025	112	21	learning	learning	NOUN
bracis-19025	112	22	,	,	PUNCT
bracis-19025	112	23	where	where	SCONJ
bracis-19025	112	24	the	the	DET
bracis-19025	112	25	agent	agent	NOUN
bracis-19025	112	26	tries	try	VERB
bracis-19025	112	27	to	to	PART
bracis-19025	112	28	clone	clone	NOUN
bracis-19025	112	29	expert	expert	NOUN
bracis-19025	112	30	behaviors	behavior	NOUN
bracis-19025	112	31	.	.	PUNCT
bracis-19025	113	1	we	we	PRON
bracis-19025	113	2	use	use	VERB
bracis-19025	113	3	the	the	DET
bracis-19025	113	4	vanilla	vanilla	NOUN
bracis-19025	113	5	maximum	maximum	ADJ
bracis-19025	113	6	likelihood	likelihood	NOUN
bracis-19025	113	7	estimation	estimation	NOUN
bracis-19025	113	8	(	(	PUNCT
bracis-19025	113	9	vmle	vmle	NOUN
bracis-19025	113	10	)	)	PUNCT
bracis-19025	113	11	algorithm	algorithm	NOUN
bracis-19025	114	1	[	[	X
bracis-19025	114	2	25	25	NUM
bracis-19025	114	3	]	]	PUNCT
bracis-19025	114	4	to	to	AUX
bracis-19025	114	5	pre	pre	VERB
bracis-19025	114	6	-	-	VERB
bracis-19025	114	7	train	train	VERB
bracis-19025	114	8	the	the	DET
bracis-19025	114	9	agents	agent	NOUN
bracis-19025	114	10	.	.	PUNCT
bracis-19025	115	1	vmle	vmle	NOUN
bracis-19025	115	2	employs	employ	VERB
bracis-19025	115	3	a	a	DET
bracis-19025	115	4	multiclass	multiclass	ADJ
bracis-19025	115	5	classification	classification	NOUN
bracis-19025	115	6	with	with	ADP
bracis-19025	115	7	data	datum	NOUN
bracis-19025	115	8	extracted	extract	VERB
bracis-19025	115	9	from	from	ADP
bracis-19025	115	10	the	the	DET
bracis-19025	115	11	multiwoz	multiwoz	NOUN
bracis-19025	115	12	dataset	dataset	NOUN
bracis-19025	115	13	.	.	PUNCT
bracis-19025	116	1	the	the	DET
bracis-19025	116	2	algorithm	algorithm	NOUN
bracis-19025	116	3	optimizes	optimize	VERB
bracis-19025	116	4	its	its	PRON
bracis-19025	116	5	policy	policy	NOUN
bracis-19025	116	6	trying	try	VERB
bracis-19025	116	7	to	to	PART
bracis-19025	116	8	mimic	mimic	VERB
bracis-19025	116	9	the	the	DET
bracis-19025	116	10	behavior	behavior	NOUN
bracis-19025	116	11	presented	present	VERB
bracis-19025	116	12	by	by	ADP
bracis-19025	116	13	the	the	DET
bracis-19025	116	14	agent	agent	NOUN
bracis-19025	116	15	in	in	ADP
bracis-19025	116	16	the	the	DET
bracis-19025	116	17	dataset	dataset	NOUN
bracis-19025	116	18	.	.	PUNCT
bracis-19025	117	1	user	user	NOUN
bracis-19025	117	2	simulator	simulator	NOUN
bracis-19025	117	3	.	.	PUNCT
bracis-19025	118	1	furthermore	furthermore	ADV
bracis-19025	118	2	,	,	PUNCT
bracis-19025	118	3	training	train	VERB
bracis-19025	118	4	the	the	DET
bracis-19025	118	5	agent	agent	NOUN
bracis-19025	118	6	with	with	ADP
bracis-19025	118	7	real	real	ADJ
bracis-19025	118	8	users	user	NOUN
bracis-19025	118	9	is	be	AUX
bracis-19025	118	10	impracticable	impracticable	ADJ
bracis-19025	118	11	since	since	SCONJ
bracis-19025	118	12	it	it	PRON
bracis-19025	118	13	requires	require	VERB
bracis-19025	118	14	a	a	DET
bracis-19025	118	15	great	great	ADJ
bracis-19025	118	16	number	number	NOUN
bracis-19025	118	17	of	of	ADP
bracis-19025	118	18	interactions	interaction	NOUN
bracis-19025	118	19	.	.	PUNCT
bracis-19025	119	1	therefore	therefore	ADV
bracis-19025	119	2	there	there	PRON
bracis-19025	119	3	is	be	VERB
bracis-19025	119	4	a	a	DET
bracis-19025	119	5	need	need	NOUN
bracis-19025	119	6	of	of	ADP
bracis-19025	119	7	an	an	DET
bracis-19025	119	8	user	user	NOUN
bracis-19025	119	9	simulator	simulator	NOUN
bracis-19025	119	10	.	.	PUNCT
bracis-19025	120	1	the	the	DET
bracis-19025	120	2	used	use	VERB
bracis-19025	120	3	user	user	NOUN
bracis-19025	120	4	simulator	simulator	NOUN
bracis-19025	120	5	follows	follow	VERB
bracis-19025	120	6	an	an	DET
bracis-19025	120	7	agenda	agenda	NOUN
bracis-19025	120	8	-	-	PUNCT
bracis-19025	120	9	based	base	VERB
bracis-19025	120	10	approach	approach	NOUN
bracis-19025	120	11	[	[	X
bracis-19025	120	12	16	16	NUM
bracis-19025	120	13	]	]	PUNCT
bracis-19025	120	14	.	.	PUNCT
bracis-19025	121	1	first	first	ADV
bracis-19025	121	2	,	,	PUNCT
bracis-19025	121	3	it	it	PRON
bracis-19025	121	4	generates	generate	VERB
bracis-19025	121	5	a	a	DET
bracis-19025	121	6	user	user	NOUN
bracis-19025	121	7	goal	goal	NOUN
bracis-19025	121	8	which	which	PRON
bracis-19025	121	9	comprises	comprise	VERB
bracis-19025	121	10	all	all	DET
bracis-19025	121	11	information	information	NOUN
bracis-19025	121	12	needed	need	VERB
bracis-19025	121	13	to	to	PART
bracis-19025	121	14	complete	complete	VERB
bracis-19025	121	15	the	the	DET
bracis-19025	121	16	task	task	NOUN
bracis-19025	121	17	.	.	PUNCT
bracis-19025	122	1	then	then	ADV
bracis-19025	122	2	,	,	PUNCT
bracis-19025	122	3	the	the	DET
bracis-19025	122	4	user	user	NOUN
bracis-19025	122	5	simulator	simulator	NOUN
bracis-19025	122	6	generates	generate	VERB
bracis-19025	122	7	an	an	DET
bracis-19025	122	8	agenda	agenda	NOUN
bracis-19025	122	9	in	in	ADP
bracis-19025	122	10	a	a	DET
bracis-19025	122	11	stack	stack	NOUN
bracis-19025	122	12	-	-	PUNCT
bracis-19025	122	13	like	like	ADJ
bracis-19025	122	14	structure	structure	NOUN
bracis-19025	122	15	with	with	ADP
bracis-19025	122	16	all	all	DET
bracis-19025	122	17	actions	action	NOUN
bracis-19025	122	18	it	it	PRON
bracis-19025	122	19	needs	need	VERB
bracis-19025	122	20	to	to	PART
bracis-19025	122	21	take	take	VERB
bracis-19025	122	22	(	(	PUNCT
bracis-19025	122	23	informing	inform	VERB
bracis-19025	122	24	its	its	PRON
bracis-19025	122	25	constraints	constraint	NOUN
bracis-19025	122	26	and/or	and/or	CCONJ
bracis-19025	122	27	requesting	request	VERB
bracis-19025	122	28	information	information	NOUN
bracis-19025	122	29	)	)	PUNCT
bracis-19025	122	30	.	.	PUNCT
bracis-19025	123	1	during	during	ADP
bracis-19025	123	2	the	the	DET
bracis-19025	123	3	conversation	conversation	NOUN
bracis-19025	123	4	,	,	PUNCT
bracis-19025	123	5	as	as	SCONJ
bracis-19025	123	6	the	the	DET
bracis-19025	123	7	agent	agent	NOUN
bracis-19025	123	8	requests	request	NOUN
bracis-19025	123	9	or	or	CCONJ
bracis-19025	123	10	informs	inform	VERB
bracis-19025	123	11	something	something	PRON
bracis-19025	123	12	,	,	PUNCT
bracis-19025	123	13	the	the	DET
bracis-19025	123	14	user	user	NOUN
bracis-19025	123	15	can	can	AUX
bracis-19025	123	16	reschedule	reschedule	VERB
bracis-19025	123	17	the	the	DET
bracis-19025	123	18	agenda	agenda	NOUN
bracis-19025	123	19	accordingly	accordingly	ADV
bracis-19025	123	20	.	.	PUNCT
bracis-19025	124	1	for	for	ADP
bracis-19025	124	2	example	example	NOUN
bracis-19025	124	3	,	,	PUNCT
bracis-19025	124	4	if	if	SCONJ
bracis-19025	124	5	the	the	DET
bracis-19025	124	6	agent	agent	NOUN
bracis-19025	124	7	requests	request	VERB
bracis-19025	124	8	the	the	DET
bracis-19025	124	9	type	type	NOUN
bracis-19025	124	10	of	of	ADP
bracis-19025	124	11	restaurant	restaurant	NOUN
bracis-19025	124	12	,	,	PUNCT
bracis-19025	124	13	than	than	SCONJ
bracis-19025	124	14	the	the	DET
bracis-19025	124	15	user	user	NOUN
bracis-19025	124	16	can	can	AUX
bracis-19025	124	17	move	move	VERB
bracis-19025	124	18	the	the	DET
bracis-19025	124	19	action	action	NOUN
bracis-19025	124	20	“	"	PUNCT
bracis-19025	124	21	inform	inform	VERB
bracis-19025	124	22	the	the	DET
bracis-19025	124	23	type	type	NOUN
bracis-19025	124	24	of	of	ADP
bracis-19025	124	25	restaurant	restaurant	NOUN
bracis-19025	124	26	”	"	PUNCT
bracis-19025	124	27	to	to	ADP
bracis-19025	124	28	the	the	DET
bracis-19025	124	29	top	top	NOUN
bracis-19025	124	30	of	of	ADP
bracis-19025	124	31	the	the	DET
bracis-19025	124	32	stack	stack	NOUN
bracis-19025	124	33	.	.	PUNCT
bracis-19025	125	1	the	the	DET
bracis-19025	125	2	conversation	conversation	NOUN
bracis-19025	125	3	lasts	last	VERB
bracis-19025	125	4	until	until	SCONJ
bracis-19025	125	5	the	the	DET
bracis-19025	125	6	stack	stack	NOUN
bracis-19025	125	7	is	be	AUX
bracis-19025	125	8	empty	empty	ADJ
bracis-19025	125	9	or	or	CCONJ
bracis-19025	125	10	the	the	DET
bracis-19025	125	11	maximum	maximum	ADJ
bracis-19025	125	12	number	number	NOUN
bracis-19025	125	13	of	of	ADP
bracis-19025	125	14	turns	turn	NOUN
bracis-19025	125	15	is	be	AUX
bracis-19025	125	16	reached	reach	VERB
bracis-19025	125	17	.	.	PUNCT
bracis-19025	126	1	we	we	PRON
bracis-19025	126	2	made	make	VERB
bracis-19025	126	3	a	a	DET
bracis-19025	126	4	small	small	ADJ
bracis-19025	126	5	modification	modification	NOUN
bracis-19025	126	6	to	to	ADP
bracis-19025	126	7	the	the	DET
bracis-19025	126	8	user	user	NOUN
bracis-19025	126	9	simulator	simulator	NOUN
bracis-19025	126	10	to	to	PART
bracis-19025	126	11	handle	handle	VERB
bracis-19025	126	12	the	the	DET
bracis-19025	126	13	confirmation	confirmation	NOUN
bracis-19025	126	14	actions	action	NOUN
bracis-19025	126	15	provided	provide	VERB
bracis-19025	126	16	by	by	ADP
bracis-19025	126	17	the	the	DET
bracis-19025	126	18	agent	agent	NOUN
bracis-19025	126	19	using	use	VERB
bracis-19025	126	20	the	the	DET
bracis-19025	126	21	slot	slot	NOUN
bracis-19025	126	22	sharing	sharing	NOUN
bracis-19025	126	23	mechanism	mechanism	NOUN
bracis-19025	126	24	.	.	PUNCT
bracis-19025	127	1	the	the	DET
bracis-19025	127	2	simulator	simulator	NOUN
bracis-19025	127	3	checks	check	VERB
bracis-19025	127	4	if	if	SCONJ
bracis-19025	127	5	the	the	DET
bracis-19025	127	6	values	value	NOUN
bracis-19025	127	7	of	of	ADP
bracis-19025	127	8	the	the	DET
bracis-19025	127	9	confirmation	confirmation	NOUN
bracis-19025	127	10	act	act	NOUN
bracis-19025	127	11	are	be	AUX
bracis-19025	127	12	correct	correct	ADJ
bracis-19025	127	13	and	and	CCONJ
bracis-19025	127	14	if	if	SCONJ
bracis-19025	127	15	they	they	PRON
bracis-19025	127	16	are	be	AUX
bracis-19025	127	17	wrong	wrong	ADJ
bracis-19025	127	18	it	it	PRON
bracis-19025	127	19	informs	inform	VERB
bracis-19025	127	20	the	the	DET
bracis-19025	127	21	correct	correct	ADJ
bracis-19025	127	22	value	value	NOUN
bracis-19025	127	23	;	;	PUNCT
bracis-19025	127	24	otherwise	otherwise	ADV
bracis-19025	127	25	,	,	PUNCT
bracis-19025	127	26	it	it	PRON
bracis-19025	127	27	just	just	ADV
bracis-19025	127	28	removes	remove	VERB
bracis-19025	127	29	the	the	DET
bracis-19025	127	30	action	action	NOUN
bracis-19025	127	31	regarding	regard	VERB
bracis-19025	127	32	that	that	DET
bracis-19025	127	33	slot	slot	NOUN
bracis-19025	127	34	-	-	PUNCT
bracis-19025	127	35	value	value	NOUN
bracis-19025	127	36	pair	pair	NOUN
bracis-19025	127	37	from	from	ADP
bracis-19025	127	38	the	the	DET
bracis-19025	127	39	agenda	agenda	NOUN
bracis-19025	127	40	and	and	CCONJ
bracis-19025	127	41	continues	continue	VERB
bracis-19025	127	42	with	with	ADP
bracis-19025	127	43	its	its	PRON
bracis-19025	127	44	policy	policy	NOUN
bracis-19025	127	45	.	.	PUNCT
bracis-19025	128	1	finally	finally	ADV
bracis-19025	128	2	,	,	PUNCT
bracis-19025	128	3	after	after	ADP
bracis-19025	128	4	all	all	DET
bracis-19025	128	5	the	the	DET
bracis-19025	128	6	seven	seven	NUM
bracis-19025	128	7	agents	agent	NOUN
bracis-19025	128	8	are	be	AUX
bracis-19025	128	9	trained	train	VERB
bracis-19025	128	10	using	use	VERB
bracis-19025	128	11	reinforcement	reinforcement	NOUN
bracis-19025	128	12	learning	learning	NOUN
bracis-19025	128	13	we	we	PRON
bracis-19025	128	14	plug	plug	VERB
bracis-19025	128	15	them	they	PRON
bracis-19025	128	16	with	with	ADP
bracis-19025	128	17	the	the	DET
bracis-19025	128	18	controller	controller	NOUN
bracis-19025	128	19	resulting	result	VERB
bracis-19025	128	20	in	in	ADP
bracis-19025	128	21	the	the	DET
bracis-19025	128	22	dcda	dcda	NOUN
bracis-19025	128	23	system	system	NOUN
bracis-19025	128	24	.	.	PUNCT
bracis-19025	129	1	3.2	3.2	NUM
bracis-19025	129	2	slot	slot	NOUN
bracis-19025	129	3	sharing	sharing	NOUN
bracis-19025	129	4	mechanism	mechanism	NOUN
bracis-19025	129	5	some	some	DET
bracis-19025	129	6	domains	domain	NOUN
bracis-19025	129	7	contain	contain	VERB
bracis-19025	129	8	overlapping	overlap	VERB
bracis-19025	129	9	slots	slot	NOUN
bracis-19025	129	10	,	,	PUNCT
bracis-19025	129	11	i.e.	i.e.	X
bracis-19025	129	12	,	,	PUNCT
bracis-19025	129	13	slots	slot	NOUN
bracis-19025	129	14	that	that	PRON
bracis-19025	129	15	can	can	AUX
bracis-19025	129	16	share	share	VERB
bracis-19025	129	17	their	their	PRON
bracis-19025	129	18	values	value	NOUN
bracis-19025	129	19	in	in	ADP
bracis-19025	129	20	a	a	DET
bracis-19025	129	21	conversation	conversation	NOUN
bracis-19025	129	22	.	.	PUNCT
bracis-19025	130	1	for	for	ADP
bracis-19025	130	2	instance	instance	NOUN
bracis-19025	130	3	,	,	PUNCT
bracis-19025	130	4	if	if	SCONJ
bracis-19025	130	5	the	the	DET
bracis-19025	130	6	user	user	NOUN
bracis-19025	130	7	is	be	AUX
bracis-19025	130	8	looking	look	VERB
bracis-19025	130	9	for	for	ADP
bracis-19025	130	10	a	a	DET
bracis-19025	130	11	restaurant	restaurant	NOUN
bracis-19025	130	12	and	and	CCONJ
bracis-19025	130	13	a	a	DET
bracis-19025	130	14	hotel	hotel	NOUN
bracis-19025	130	15	,	,	PUNCT
bracis-19025	130	16	it	it	PRON
bracis-19025	130	17	is	be	AUX
bracis-19025	130	18	likely	likely	ADJ
bracis-19025	130	19	that	that	SCONJ
bracis-19025	130	20	they	they	PRON
bracis-19025	130	21	are	be	AUX
bracis-19025	130	22	for	for	ADP
bracis-19025	130	23	the	the	DET
bracis-19025	130	24	same	same	ADJ
bracis-19025	130	25	day	day	NOUN
bracis-19025	130	26	and	and	CCONJ
bracis-19025	130	27	in	in	ADP
bracis-19025	130	28	the	the	DET
bracis-19025	130	29	same	same	ADJ
bracis-19025	130	30	price	price	NOUN
bracis-19025	130	31	range	range	NOUN
bracis-19025	130	32	.	.	PUNCT
bracis-19025	131	1	more	more	ADJ
bracis-19025	131	2	complex	complex	ADJ
bracis-19025	131	3	relationships	relationship	NOUN
bracis-19025	131	4	can	can	AUX
bracis-19025	131	5	be	be	AUX
bracis-19025	131	6	represented	represent	VERB
bracis-19025	131	7	,	,	PUNCT
bracis-19025	131	8	such	such	ADJ
bracis-19025	131	9	as	as	ADP
bracis-19025	131	10	the	the	DET
bracis-19025	131	11	time	time	NOUN
bracis-19025	131	12	of	of	ADP
bracis-19025	131	13	reservation	reservation	NOUN
bracis-19025	131	14	for	for	ADP
bracis-19025	131	15	a	a	DET
bracis-19025	131	16	restaurant	restaurant	NOUN
bracis-19025	131	17	and	and	CCONJ
bracis-19025	131	18	the	the	DET
bracis-19025	131	19	time	time	NOUN
bracis-19025	131	20	when	when	SCONJ
bracis-19025	131	21	the	the	DET
bracis-19025	131	22	taxi	taxi	NOUN
bracis-19025	131	23	must	must	AUX
bracis-19025	131	24	arrive	arrive	VERB
bracis-19025	131	25	at	at	ADP
bracis-19025	131	26	its	its	PRON
bracis-19025	131	27	destination	destination	NOUN
bracis-19025	131	28	(	(	PUNCT
bracis-19025	131	29	which	which	PRON
bracis-19025	131	30	would	would	AUX
bracis-19025	131	31	be	be	AUX
bracis-19025	131	32	the	the	DET
bracis-19025	131	33	restaurant	restaurant	NOUN
bracis-19025	131	34	)	)	PUNCT
bracis-19025	131	35	.	.	PUNCT
bracis-19025	132	1	however	however	ADV
bracis-19025	132	2	,	,	PUNCT
bracis-19025	132	3	not	not	PART
bracis-19025	132	4	all	all	DET
bracis-19025	132	5	slots	slot	NOUN
bracis-19025	132	6	are	be	AUX
bracis-19025	132	7	shareable	shareable	ADJ
bracis-19025	132	8	between	between	ADP
bracis-19025	132	9	two	two	NUM
bracis-19025	132	10	domains	domain	NOUN
bracis-19025	132	11	.	.	PUNCT
bracis-19025	133	1	therefore	therefore	ADV
bracis-19025	133	2	,	,	PUNCT
bracis-19025	133	3	we	we	PRON
bracis-19025	133	4	need	need	VERB
bracis-19025	133	5	to	to	PART
bracis-19025	133	6	know	know	VERB
bracis-19025	133	7	which	which	DET
bracis-19025	133	8	slots	slot	NOUN
bracis-19025	133	9	whose	whose	DET
bracis-19025	133	10	contents	content	NOUN
bracis-19025	133	11	can	can	AUX
bracis-19025	133	12	be	be	AUX
bracis-19025	133	13	transferred	transfer	VERB
bracis-19025	133	14	from	from	ADP
bracis-19025	133	15	one	one	NUM
bracis-19025	133	16	domain	domain	NOUN
bracis-19025	133	17	to	to	ADP
bracis-19025	133	18	another	another	PRON
bracis-19025	133	19	.	.	PUNCT
bracis-19025	134	1	in	in	ADP
bracis-19025	134	2	the	the	DET
bracis-19025	134	3	following	follow	VERB
bracis-19025	134	4	subsections	subsection	NOUN
bracis-19025	134	5	we	we	PRON
bracis-19025	134	6	show	show	VERB
bracis-19025	134	7	how	how	SCONJ
bracis-19025	134	8	we	we	PRON
bracis-19025	134	9	learned	learn	VERB
bracis-19025	134	10	these	these	DET
bracis-19025	134	11	relationships	relationship	NOUN
bracis-19025	134	12	.	.	PUNCT
bracis-19025	135	1	but	but	CCONJ
bracis-19025	135	2	for	for	ADP
bracis-19025	135	3	now	now	ADV
bracis-19025	135	4	,	,	PUNCT
bracis-19025	135	5	suppose	suppose	VERB
bracis-19025	135	6	we	we	PRON
bracis-19025	135	7	already	already	ADV
bracis-19025	135	8	know	know	VERB
bracis-19025	135	9	what	what	PRON
bracis-19025	135	10	such	such	ADJ
bracis-19025	135	11	slots	slot	NOUN
bracis-19025	135	12	are	be	AUX
bracis-19025	135	13	.	.	PUNCT
bracis-19025	136	1	therefore	therefore	ADV
bracis-19025	136	2	,	,	PUNCT
bracis-19025	136	3	during	during	ADP
bracis-19025	136	4	the	the	DET
bracis-19025	136	5	conversation	conversation	NOUN
bracis-19025	136	6	,	,	PUNCT
bracis-19025	136	7	when	when	SCONJ
bracis-19025	136	8	the	the	DET
bracis-19025	136	9	controller	controller	NOUN
bracis-19025	136	10	notices	notice	VERB
bracis-19025	136	11	a	a	DET
bracis-19025	136	12	domain	domain	NOUN
bracis-19025	136	13	change	change	NOUN
bracis-19025	136	14	,	,	PUNCT
bracis-19025	136	15	the	the	DET
bracis-19025	136	16	information	information	NOUN
bracis-19025	136	17	-	-	PUNCT
bracis-19025	136	18	sharing	share	VERB
bracis-19025	136	19	mechanism	mechanism	NOUN
bracis-19025	136	20	first	first	ADV
bracis-19025	136	21	gets	get	VERB
bracis-19025	136	22	all	all	DET
bracis-19025	136	23	informed	inform	VERB
bracis-19025	136	24	slots	slot	NOUN
bracis-19025	136	25	in	in	ADP
bracis-19025	136	26	previous	previous	ADJ
bracis-19025	136	27	domains	domain	NOUN
bracis-19025	136	28	and	and	CCONJ
bracis-19025	136	29	then	then	ADV
bracis-19025	136	30	checks	check	VERB
bracis-19025	136	31	whether	whether	SCONJ
bracis-19025	136	32	any	any	PRON
bracis-19025	136	33	of	of	ADP
bracis-19025	136	34	those	those	DET
bracis-19025	136	35	slots	slot	NOUN
bracis-19025	136	36	can	can	AUX
bracis-19025	136	37	share	share	VERB
bracis-19025	136	38	their	their	PRON
bracis-19025	136	39	values	value	NOUN
bracis-19025	136	40	with	with	ADP
bracis-19025	136	41	any	any	DET
bracis-19025	136	42	slots	slot	NOUN
bracis-19025	136	43	in	in	ADP
bracis-19025	136	44	the	the	DET
bracis-19025	136	45	current	current	ADJ
bracis-19025	136	46	domain	domain	NOUN
bracis-19025	136	47	.	.	PUNCT
bracis-19025	137	1	in	in	ADP
bracis-19025	137	2	this	this	DET
bracis-19025	137	3	case	case	NOUN
bracis-19025	137	4	,	,	PUNCT
bracis-19025	137	5	the	the	DET
bracis-19025	137	6	controller	controller	NOUN
bracis-19025	137	7	copies	copy	VERB
bracis-19025	137	8	the	the	DET
bracis-19025	137	9	value	value	NOUN
bracis-19025	137	10	from	from	ADP
bracis-19025	137	11	that	that	DET
bracis-19025	137	12	slot	slot	NOUN
bracis-19025	137	13	to	to	ADP
bracis-19025	137	14	the	the	DET
bracis-19025	137	15	slot	slot	NOUN
bracis-19025	137	16	of	of	ADP
bracis-19025	137	17	the	the	DET
bracis-19025	137	18	new	new	ADJ
bracis-19025	137	19	domain	domain	NOUN
bracis-19025	137	20	.	.	PUNCT
bracis-19025	138	1	for	for	ADP
bracis-19025	138	2	example	example	NOUN
bracis-19025	138	3	,	,	PUNCT
bracis-19025	138	4	suppose	suppose	VERB
bracis-19025	138	5	the	the	DET
bracis-19025	138	6	system	system	NOUN
bracis-19025	138	7	has	have	AUX
bracis-19025	138	8	already	already	ADV
bracis-19025	138	9	interacted	interact	VERB
bracis-19025	138	10	with	with	ADP
bracis-19025	138	11	the	the	DET
bracis-19025	138	12	user	user	NOUN
bracis-19025	138	13	in	in	ADP
bracis-19025	138	14	the	the	DET
bracis-19025	138	15	hotel	hotel	NOUN
bracis-19025	138	16	domain	domain	NOUN
bracis-19025	138	17	and	and	CCONJ
bracis-19025	138	18	knows	know	VERB
bracis-19025	138	19	that	that	SCONJ
bracis-19025	138	20	the	the	DET
bracis-19025	138	21	demand	demand	NOUN
bracis-19025	138	22	is	be	AUX
bracis-19025	138	23	for	for	ADP
bracis-19025	138	24	two	two	NUM
bracis-19025	138	25	people	people	NOUN
bracis-19025	138	26	.	.	PUNCT
bracis-19025	139	1	when	when	SCONJ
bracis-19025	139	2	the	the	DET
bracis-19025	139	3	conversation	conversation	NOUN
bracis-19025	139	4	changes	change	VERB
bracis-19025	139	5	to	to	ADP
bracis-19025	139	6	the	the	DET
bracis-19025	139	7	restaurant	restaurant	NOUN
bracis-19025	139	8	domain	domain	NOUN
bracis-19025	139	9	,	,	PUNCT
bracis-19025	139	10	the	the	DET
bracis-19025	139	11	slot	slot	NOUN
bracis-19025	139	12	sharing	sharing	NOUN
bracis-19025	139	13	mechanism	mechanism	NOUN
bracis-19025	139	14	will	will	AUX
bracis-19025	139	15	see	see	VERB
bracis-19025	139	16	that	that	SCONJ
bracis-19025	139	17	hotel	hotel	NOUN
bracis-19025	139	18	-	-	PUNCT
bracis-19025	139	19	people	people	NOUN
bracis-19025	139	20	slot	slot	NOUN
bracis-19025	139	21	can	can	AUX
bracis-19025	139	22	be	be	AUX
bracis-19025	139	23	shared	share	VERB
bracis-19025	139	24	with	with	ADP
bracis-19025	139	25	restaurant	restaurant	NOUN
bracis-19025	139	26	-	-	PUNCT
bracis-19025	139	27	people	people	NOUN
bracis-19025	139	28	slot	slot	NOUN
bracis-19025	139	29	and	and	CCONJ
bracis-19025	139	30	the	the	DET
bracis-19025	139	31	controller	controller	NOUN
bracis-19025	139	32	will	will	AUX
bracis-19025	139	33	transfer	transfer	VERB
bracis-19025	139	34	this	this	DET
bracis-19025	139	35	information	information	NOUN
bracis-19025	139	36	(	(	PUNCT
bracis-19025	139	37	two	two	NUM
bracis-19025	139	38	people	people	NOUN
bracis-19025	139	39	)	)	PUNCT
bracis-19025	139	40	to	to	ADP
bracis-19025	139	41	the	the	DET
bracis-19025	139	42	restaurant	restaurant	NOUN
bracis-19025	139	43	domain	domain	NOUN
bracis-19025	139	44	.	.	PUNCT
bracis-19025	140	1	the	the	DET
bracis-19025	140	2	agent	agent	NOUN
bracis-19025	140	3	then	then	ADV
bracis-19025	140	4	asks	ask	VERB
bracis-19025	140	5	for	for	ADP
bracis-19025	140	6	confirmation	confirmation	NOUN
bracis-19025	140	7	and	and	CCONJ
bracis-19025	140	8	acts	act	VERB
bracis-19025	140	9	considering	consider	VERB
bracis-19025	140	10	this	this	DET
bracis-19025	140	11	transferred	transfer	VERB
bracis-19025	140	12	slot	slot	NOUN
bracis-19025	140	13	.	.	PUNCT
bracis-19025	141	1	this	this	PRON
bracis-19025	141	2	can	can	AUX
bracis-19025	141	3	speed	speed	VERB
bracis-19025	141	4	up	up	ADP
bracis-19025	141	5	the	the	DET
bracis-19025	141	6	dialogue	dialogue	NOUN
bracis-19025	141	7	and	and	CCONJ
bracis-19025	141	8	improve	improve	VERB
bracis-19025	141	9	the	the	DET
bracis-19025	141	10	user	user	NOUN
bracis-19025	141	11	experience	experience	NOUN
bracis-19025	141	12	during	during	ADP
bracis-19025	141	13	interactions	interaction	NOUN
bracis-19025	141	14	by	by	ADP
bracis-19025	141	15	avoiding	avoid	VERB
bracis-19025	141	16	asking	ask	VERB
bracis-19025	141	17	redundant	redundant	ADJ
bracis-19025	141	18	information	information	NOUN
bracis-19025	141	19	.	.	PUNCT
bracis-19025	142	1	in	in	ADP
bracis-19025	142	2	the	the	DET
bracis-19025	142	3	worst	bad	ADJ
bracis-19025	142	4	case	case	NOUN
bracis-19025	142	5	,	,	PUNCT
bracis-19025	142	6	if	if	SCONJ
bracis-19025	142	7	the	the	DET
bracis-19025	142	8	transferred	transfer	VERB
bracis-19025	142	9	value	value	NOUN
bracis-19025	142	10	is	be	AUX
bracis-19025	142	11	wrong	wrong	ADJ
bracis-19025	142	12	,	,	PUNCT
bracis-19025	142	13	the	the	DET
bracis-19025	142	14	user	user	NOUN
bracis-19025	142	15	informs	inform	VERB
bracis-19025	142	16	the	the	DET
bracis-19025	142	17	correct	correct	ADJ
bracis-19025	142	18	value	value	NOUN
bracis-19025	142	19	and	and	CCONJ
bracis-19025	142	20	continues	continue	VERB
bracis-19025	142	21	the	the	DET
bracis-19025	142	22	interaction	interaction	NOUN
bracis-19025	142	23	normally	normally	ADV
bracis-19025	142	24	.	.	PUNCT
bracis-19025	143	1	learning	learn	VERB
bracis-19025	143	2	shareable	shareable	ADJ
bracis-19025	143	3	slots	slot	NOUN
bracis-19025	143	4	.	.	PUNCT
bracis-19025	144	1	our	our	PRON
bracis-19025	144	2	proposal	proposal	NOUN
bracis-19025	144	3	to	to	PART
bracis-19025	144	4	learn	learn	VERB
bracis-19025	144	5	which	which	DET
bracis-19025	144	6	slots	slot	NOUN
bracis-19025	144	7	can	can	AUX
bracis-19025	144	8	be	be	AUX
bracis-19025	144	9	shared	share	VERB
bracis-19025	144	10	,	,	PUNCT
bracis-19025	144	11	named	name	VERB
bracis-19025	144	12	node	node	NOUN
bracis-19025	144	13	embedding	embed	VERB
bracis-19025	144	14	for	for	ADP
bracis-19025	144	15	slots	slot	NOUN
bracis-19025	144	16	sharing	sharing	NOUN
bracis-19025	144	17	mechanism	mechanism	NOUN
bracis-19025	144	18	,	,	PUNCT
bracis-19025	144	19	uses	use	VERB
bracis-19025	144	20	the	the	DET
bracis-19025	144	21	node	node	NOUN
bracis-19025	144	22	embedding	embed	VERB
bracis-19025	144	23	technique	technique	NOUN
bracis-19025	144	24	in	in	ADP
bracis-19025	144	25	which	which	PRON
bracis-19025	144	26	each	each	DET
bracis-19025	144	27	node	node	NOUN
bracis-19025	144	28	represents	represent	VERB
bracis-19025	144	29	a	a	DET
bracis-19025	144	30	domain	domain	NOUN
bracis-19025	144	31	-	-	PUNCT
bracis-19025	144	32	slot	slot	NOUN
bracis-19025	144	33	pair	pair	NOUN
bracis-19025	144	34	.	.	PUNCT
bracis-19025	145	1	the	the	DET
bracis-19025	145	2	similarity	similarity	NOUN
bracis-19025	145	3	of	of	ADP
bracis-19025	145	4	two	two	NUM
bracis-19025	145	5	nodes	node	NOUN
bracis-19025	145	6	indicates	indicate	VERB
bracis-19025	145	7	whether	whether	SCONJ
bracis-19025	145	8	they	they	PRON
bracis-19025	145	9	can	can	AUX
bracis-19025	145	10	share	share	VERB
bracis-19025	145	11	the	the	DET
bracis-19025	145	12	same	same	ADJ
bracis-19025	145	13	value	value	NOUN
bracis-19025	145	14	in	in	ADP
bracis-19025	145	15	a	a	DET
bracis-19025	145	16	conversation	conversation	NOUN
bracis-19025	145	17	.	.	PUNCT
bracis-19025	146	1	it	it	PRON
bracis-19025	146	2	is	be	AUX
bracis-19025	146	3	defined	define	VERB
bracis-19025	146	4	by	by	ADP
bracis-19025	146	5	a	a	DET
bracis-19025	146	6	simple	simple	ADJ
bracis-19025	146	7	scalar	scalar	ADJ
bracis-19025	146	8	product	product	NOUN
bracis-19025	146	9	,	,	PUNCT
bracis-19025	146	10	that	that	ADV
bracis-19025	146	11	is	is	ADV
bracis-19025	146	12	,	,	PUNCT
bracis-19025	146	13	given	give	VERB
bracis-19025	146	14	nodes	node	NOUN
bracis-19025	146	15	\(u	\(u	NOUN
bracis-19025	147	1	=	=	PUNCT
bracis-19025	148	1	[	[	X
bracis-19025	148	2	u_1	u_1	NOUN
bracis-19025	148	3	,	,	PUNCT
bracis-19025	148	4	u_2	u_2	PROPN
bracis-19025	148	5	,	,	PUNCT
bracis-19025	148	6	\ldots	\ldots	INTJ
bracis-19025	148	7	,	,	PUNCT
bracis-19025	148	8	u_d]\	u_d]\	ADJ
bracis-19025	148	9	)	)	PUNCT
bracis-19025	148	10	and	and	CCONJ
bracis-19025	148	11	\(v	\(v	NOUN
bracis-19025	148	12	=	=	X
bracis-19025	149	1	[	[	X
bracis-19025	149	2	v_1	v_1	ADJ
bracis-19025	149	3	,	,	PUNCT
bracis-19025	149	4	v_2	v_2	ADJ
bracis-19025	149	5	,	,	PUNCT
bracis-19025	149	6	\ldots	\ldot	NOUN
bracis-19025	149	7	,	,	PUNCT
bracis-19025	149	8	v_d]\	v_d]\	NOUN
bracis-19025	149	9	)	)	PUNCT
bracis-19025	149	10	,	,	PUNCT
bracis-19025	149	11	we	we	PRON
bracis-19025	149	12	have	have	VERB
bracis-19025	149	13	:	:	PUNCT
bracis-19025	150	1	\	\	PROPN
bracis-19025	150	2	(	(	PUNCT
bracis-19025	150	3	similarity(u	similarity(u	PROPN
bracis-19025	150	4	,	,	PUNCT
bracis-19025	150	5	v	v	NOUN
bracis-19025	150	6	)	)	PUNCT
bracis-19025	150	7	=	=	PUNCT
bracis-19025	150	8	\langle	\langle	PROPN
bracis-19025	150	9	u	u	NOUN
bracis-19025	150	10	,	,	PUNCT
bracis-19025	150	11	v\rangle	v\rangle	NOUN
bracis-19025	150	12	=	=	SYM
bracis-19025	150	13	\sum	\sum	NOUN
bracis-19025	150	14	_	_	PUNCT
bracis-19025	150	15	{	{	PUNCT
bracis-19025	150	16	i=1}^d	i=1}^d	PROPN
bracis-19025	150	17	u_i\cdot	u_i\cdot	VERB
bracis-19025	150	18	v_i	v_i	NUM
bracis-19025	150	19	,	,	PUNCT
bracis-19025	150	20	\	\	PROPN
bracis-19025	150	21	)	)	PUNCT
bracis-19025	150	22	where	where	SCONJ
bracis-19025	150	23	d	d	NOUN
bracis-19025	150	24	is	be	AUX
bracis-19025	150	25	the	the	DET
bracis-19025	150	26	embedding	embed	VERB
bracis-19025	150	27	dimension	dimension	NOUN
bracis-19025	150	28	.	.	PUNCT
bracis-19025	151	1	for	for	ADP
bracis-19025	151	2	instance	instance	NOUN
bracis-19025	151	3	,	,	PUNCT
bracis-19025	151	4	the	the	DET
bracis-19025	151	5	nodes	node	NOUN
bracis-19025	151	6	restaurant	restaurant	NOUN
bracis-19025	151	7	-	-	PUNCT
bracis-19025	151	8	day	day	NOUN
bracis-19025	151	9	and	and	CCONJ
bracis-19025	151	10	hotel	hotel	NOUN
bracis-19025	151	11	-	-	PUNCT
bracis-19025	151	12	day	day	NOUN
bracis-19025	151	13	must	must	AUX
bracis-19025	151	14	be	be	AUX
bracis-19025	151	15	similar	similar	ADJ
bracis-19025	151	16	,	,	PUNCT
bracis-19025	151	17	i.e.	i.e.	X
bracis-19025	151	18	,	,	PUNCT
bracis-19025	151	19	have	have	VERB
bracis-19025	151	20	a	a	DET
bracis-19025	151	21	high	high	ADJ
bracis-19025	151	22	scalar	scalar	ADJ
bracis-19025	151	23	product	product	NOUN
bracis-19025	151	24	,	,	PUNCT
bracis-19025	151	25	while	while	SCONJ
bracis-19025	151	26	restaurant	restaurant	NOUN
bracis-19025	151	27	-	-	PUNCT
bracis-19025	151	28	name	name	NOUN
bracis-19025	151	29	and	and	CCONJ
bracis-19025	151	30	hotel	hotel	NOUN
bracis-19025	151	31	-	-	PUNCT
bracis-19025	151	32	name	name	NOUN
bracis-19025	151	33	must	must	AUX
bracis-19025	151	34	have	have	VERB
bracis-19025	151	35	a	a	DET
bracis-19025	151	36	low	low	ADJ
bracis-19025	151	37	scalar	scalar	ADJ
bracis-19025	151	38	product	product	NOUN
bracis-19025	151	39	.	.	PUNCT
bracis-19025	152	1	before	before	ADP
bracis-19025	152	2	learning	learn	VERB
bracis-19025	152	3	the	the	DET
bracis-19025	152	4	node	node	NOUN
bracis-19025	152	5	embedding	embed	VERB
bracis-19025	152	6	,	,	PUNCT
bracis-19025	152	7	we	we	PRON
bracis-19025	152	8	need	need	VERB
bracis-19025	152	9	to	to	PART
bracis-19025	152	10	build	build	VERB
bracis-19025	152	11	a	a	DET
bracis-19025	152	12	similarity	similarity	NOUN
bracis-19025	152	13	matrix	matrix	NOUN
bracis-19025	152	14	\(a	\(a	NOUN
bracis-19025	152	15	\in	\in	PROPN
bracis-19025	152	16	\mathbb	\mathbb	PROPN
bracis-19025	152	17	{	{	PUNCT
bracis-19025	152	18	r}^{n\times	r}^{n\time	NOUN
bracis-19025	152	19	n}\	n}\	NUM
bracis-19025	152	20	)	)	PUNCT
bracis-19025	152	21	,	,	PUNCT
bracis-19025	152	22	a	a	DET
bracis-19025	152	23	\(n\times	\(n\time	NOUN
bracis-19025	152	24	n\	n\	NOUN
bracis-19025	152	25	)	)	PUNCT
bracis-19025	152	26	matrix	matrix	NOUN
bracis-19025	152	27	where	where	SCONJ
bracis-19025	152	28	n	n	PRON
bracis-19025	152	29	is	be	AUX
bracis-19025	152	30	the	the	DET
bracis-19025	152	31	number	number	NOUN
bracis-19025	152	32	of	of	ADP
bracis-19025	152	33	nodes	node	NOUN
bracis-19025	152	34	,	,	PUNCT
bracis-19025	152	35	i.e.	i.e.	X
bracis-19025	152	36	,	,	PUNCT
bracis-19025	152	37	number	number	NOUN
bracis-19025	152	38	of	of	ADP
bracis-19025	152	39	domain	domain	NOUN
bracis-19025	152	40	-	-	PUNCT
bracis-19025	152	41	slot	slot	NOUN
bracis-19025	152	42	pairs	pair	NOUN
bracis-19025	152	43	and	and	CCONJ
bracis-19025	152	44	the	the	DET
bracis-19025	152	45	cell	cell	NOUN
bracis-19025	152	46	\(a_{uv}\	\(a_{uv}\	VERB
bracis-19025	152	47	)	)	PUNCT
bracis-19025	152	48	represents	represent	VERB
bracis-19025	152	49	the	the	DET
bracis-19025	152	50	similarity	similarity	NOUN
bracis-19025	152	51	between	between	ADP
bracis-19025	152	52	nodes	node	NOUN
bracis-19025	152	53	u	u	NOUN
bracis-19025	152	54	and	and	CCONJ
bracis-19025	152	55	v	v	NUM
bracis-19025	152	56	normalized	normalize	VERB
bracis-19025	152	57	to	to	PART
bracis-19025	152	58	fall	fall	VERB
bracis-19025	152	59	between	between	ADP
bracis-19025	152	60	0	0	NUM
bracis-19025	152	61	and	and	CCONJ
bracis-19025	152	62	1	1	NUM
bracis-19025	152	63	,	,	PUNCT
bracis-19025	152	64	that	that	ADV
bracis-19025	152	65	is	is	ADV
bracis-19025	152	66	,	,	PUNCT
bracis-19025	152	67	\(similarity(u	\(similarity(u	PROPN
bracis-19025	152	68	,	,	PUNCT
bracis-19025	152	69	v	v	NOUN
bracis-19025	152	70	)	)	PUNCT
bracis-19025	152	71	\in	\in	PROPN
bracis-19025	153	1	[	[	X
bracis-19025	153	2	0	0	NUM
bracis-19025	153	3	,	,	PUNCT
bracis-19025	153	4	1]\	1]\	NUM
bracis-19025	153	5	)	)	PUNCT
bracis-19025	153	6	.	.	PUNCT
bracis-19025	154	1	this	this	PRON
bracis-19025	154	2	is	be	AUX
bracis-19025	154	3	done	do	VERB
bracis-19025	154	4	using	use	VERB
bracis-19025	154	5	the	the	DET
bracis-19025	154	6	dialogues	dialogue	NOUN
bracis-19025	154	7	from	from	ADP
bracis-19025	154	8	dataset	dataset	ADJ
bracis-19025	154	9	\(\mathcal	\(\mathcal	ADJ
bracis-19025	154	10	{	{	PUNCT
bracis-19025	154	11	d}\	d}\	NOUN
bracis-19025	154	12	)	)	PUNCT
bracis-19025	154	13	as	as	SCONJ
bracis-19025	154	14	shown	show	VERB
bracis-19025	154	15	in	in	ADP
bracis-19025	154	16	algorithm	algorithm	NOUN
bracis-19025	154	17	 	 	SPACE
bracis-19025	154	18	1	1	NUM
bracis-19025	154	19	.	.	PUNCT
bracis-19025	155	1	at	at	ADP
bracis-19025	155	2	the	the	DET
bracis-19025	155	3	end	end	NOUN
bracis-19025	155	4	of	of	ADP
bracis-19025	155	5	each	each	DET
bracis-19025	155	6	conversation	conversation	NOUN
bracis-19025	155	7	,	,	PUNCT
bracis-19025	155	8	we	we	PRON
bracis-19025	155	9	observe	observe	VERB
bracis-19025	155	10	the	the	DET
bracis-19025	155	11	final	final	ADJ
bracis-19025	155	12	state	state	NOUN
bracis-19025	155	13	(	(	PUNCT
bracis-19025	155	14	the	the	DET
bracis-19025	155	15	state	state	NOUN
bracis-19025	155	16	of	of	ADP
bracis-19025	155	17	the	the	DET
bracis-19025	155	18	dialogue	dialogue	NOUN
bracis-19025	155	19	in	in	ADP
bracis-19025	155	20	the	the	DET
bracis-19025	155	21	last	last	ADJ
bracis-19025	155	22	interaction	interaction	NOUN
bracis-19025	155	23	)	)	PUNCT
bracis-19025	155	24	and	and	CCONJ
bracis-19025	155	25	check	check	VERB
bracis-19025	155	26	if	if	SCONJ
bracis-19025	155	27	each	each	DET
bracis-19025	155	28	node	node	ADJ
bracis-19025	155	29	pair	pair	NOUN
bracis-19025	155	30	presents	present	VERB
bracis-19025	155	31	the	the	DET
bracis-19025	155	32	same	same	ADJ
bracis-19025	155	33	value	value	NOUN
bracis-19025	155	34	(	(	PUNCT
bracis-19025	155	35	a	a	DET
bracis-19025	155	36	node	node	NOUN
bracis-19025	155	37	represents	represent	VERB
bracis-19025	155	38	a	a	DET
bracis-19025	155	39	domain	domain	NOUN
bracis-19025	155	40	-	-	PUNCT
bracis-19025	155	41	slot	slot	NOUN
bracis-19025	155	42	pair	pair	NOUN
bracis-19025	155	43	)	)	PUNCT
bracis-19025	155	44	.	.	PUNCT
bracis-19025	156	1	if	if	SCONJ
bracis-19025	156	2	they	they	PRON
bracis-19025	156	3	do	do	VERB
bracis-19025	156	4	,	,	PUNCT
bracis-19025	156	5	the	the	DET
bracis-19025	156	6	weight	weight	NOUN
bracis-19025	156	7	between	between	ADP
bracis-19025	156	8	these	these	DET
bracis-19025	156	9	two	two	NUM
bracis-19025	156	10	nodes	node	NOUN
bracis-19025	156	11	is	be	AUX
bracis-19025	156	12	increased	increase	VERB
bracis-19025	156	13	by	by	ADP
bracis-19025	156	14	one	one	NUM
bracis-19025	156	15	.	.	PUNCT
bracis-19025	157	1	in	in	ADP
bracis-19025	157	2	the	the	DET
bracis-19025	157	3	end	end	NOUN
bracis-19025	157	4	,	,	PUNCT
bracis-19025	157	5	all	all	DET
bracis-19025	157	6	weights	weight	NOUN
bracis-19025	157	7	are	be	AUX
bracis-19025	157	8	normalized	normalize	VERB
bracis-19025	157	9	to	to	ADP
bracis-19025	157	10	the	the	DET
bracis-19025	157	11	number	number	NOUN
bracis-19025	157	12	of	of	ADP
bracis-19025	157	13	times	time	NOUN
bracis-19025	157	14	each	each	DET
bracis-19025	157	15	pair	pair	NOUN
bracis-19025	157	16	of	of	ADP
bracis-19025	157	17	nodes	node	NOUN
bracis-19025	157	18	appeared	appear	VERB
bracis-19025	157	19	in	in	ADP
bracis-19025	157	20	the	the	DET
bracis-19025	157	21	dialogues	dialogue	NOUN
bracis-19025	157	22	.	.	PUNCT
bracis-19025	158	1	however	however	ADV
bracis-19025	158	2	,	,	PUNCT
bracis-19025	158	3	keeping	keep	VERB
bracis-19025	158	4	a	a	DET
bracis-19025	158	5	matrix	matrix	NOUN
bracis-19025	158	6	with	with	ADP
bracis-19025	158	7	\(\mathcal	\(\mathcal	ADJ
bracis-19025	158	8	{	{	PUNCT
bracis-19025	158	9	o}(n^2)\	o}(n^2)\	NOUN
bracis-19025	158	10	)	)	PUNCT
bracis-19025	158	11	of	of	ADP
bracis-19025	158	12	space	space	NOUN
bracis-19025	158	13	complexity	complexity	NOUN
bracis-19025	158	14	does	do	AUX
bracis-19025	158	15	not	not	PART
bracis-19025	158	16	scale	scale	VERB
bracis-19025	158	17	with	with	ADP
bracis-19025	158	18	the	the	DET
bracis-19025	158	19	number	number	NOUN
bracis-19025	158	20	of	of	ADP
bracis-19025	158	21	domains	domain	NOUN
bracis-19025	158	22	and	and	CCONJ
bracis-19025	158	23	slots	slot	NOUN
bracis-19025	158	24	.	.	PUNCT
bracis-19025	159	1	for	for	ADP
bracis-19025	159	2	this	this	DET
bracis-19025	159	3	reason	reason	NOUN
bracis-19025	159	4	,	,	PUNCT
bracis-19025	159	5	we	we	PRON
bracis-19025	159	6	trained	train	VERB
bracis-19025	159	7	a	a	DET
bracis-19025	159	8	node	node	NOUN
bracis-19025	159	9	embedding	embed	VERB
bracis-19025	159	10	representation	representation	NOUN
bracis-19025	159	11	for	for	ADP
bracis-19025	159	12	each	each	DET
bracis-19025	159	13	domain	domain	NOUN
bracis-19025	159	14	-	-	PUNCT
bracis-19025	159	15	slot	slot	NOUN
bracis-19025	159	16	pair	pair	NOUN
bracis-19025	159	17	.	.	PUNCT
bracis-19025	160	1	the	the	DET
bracis-19025	160	2	learning	learning	NOUN
bracis-19025	160	3	of	of	ADP
bracis-19025	160	4	node	node	NOUN
bracis-19025	160	5	embedding	embed	VERB
bracis-19025	160	6	uses	use	VERB
bracis-19025	160	7	the	the	DET
bracis-19025	160	8	similarity	similarity	NOUN
bracis-19025	160	9	matrix	matrix	NOUN
bracis-19025	160	10	\(a	\(a	NOUN
bracis-19025	160	11	\in	\in	PROPN
bracis-19025	160	12	\mathbb	\mathbb	PROPN
bracis-19025	160	13	{	{	PUNCT
bracis-19025	160	14	r}^{n\times	r}^{n\time	NOUN
bracis-19025	160	15	n}\	n}\	NUM
bracis-19025	160	16	)	)	PUNCT
bracis-19025	160	17	and	and	CCONJ
bracis-19025	160	18	follows	follow	VERB
bracis-19025	160	19	algorithm	algorithm	NOUN
bracis-19025	160	20	 	 	SPACE
bracis-19025	160	21	2	2	NUM
bracis-19025	160	22	proposed	propose	VERB
bracis-19025	160	23	by	by	ADP
bracis-19025	160	24	ahmed	ahmed	PROPN
bracis-19025	160	25	et	et	PROPN
bracis-19025	160	26	al	al	PROPN
bracis-19025	160	27	.	.	PUNCT
bracis-19025	161	1	[	[	X
bracis-19025	161	2	1	1	NUM
bracis-19025	161	3	]	]	PUNCT
bracis-19025	161	4	.	.	PUNCT
bracis-19025	162	1	in	in	ADP
bracis-19025	162	2	each	each	DET
bracis-19025	162	3	step	step	NOUN
bracis-19025	162	4	,	,	PUNCT
bracis-19025	162	5	for	for	ADP
bracis-19025	162	6	each	each	DET
bracis-19025	162	7	node	node	ADJ
bracis-19025	162	8	pair	pair	NOUN
bracis-19025	162	9	\((u	\((u	PROPN
bracis-19025	162	10	,	,	PUNCT
bracis-19025	162	11	v	v	NOUN
bracis-19025	162	12	)	)	PUNCT
bracis-19025	162	13	\in	\in	PROPN
bracis-19025	162	14	e\	e\	PROPN
bracis-19025	162	15	)	)	PUNCT
bracis-19025	162	16	,	,	PUNCT
bracis-19025	162	17	where	where	SCONJ
bracis-19025	162	18	e	e	NOUN
bracis-19025	162	19	is	be	AUX
bracis-19025	162	20	the	the	DET
bracis-19025	162	21	set	set	NOUN
bracis-19025	162	22	containing	contain	VERB
bracis-19025	162	23	all	all	DET
bracis-19025	162	24	node	node	ADJ
bracis-19025	162	25	pairs	pair	NOUN
bracis-19025	162	26	,	,	PUNCT
bracis-19025	162	27	it	it	PRON
bracis-19025	162	28	performs	perform	VERB
bracis-19025	162	29	an	an	DET
bracis-19025	162	30	update	update	NOUN
bracis-19025	162	31	to	to	PART
bracis-19025	162	32	minimize	minimize	VERB
bracis-19025	162	33	the	the	DET
bracis-19025	162	34	following	follow	VERB
bracis-19025	162	35	error	error	NOUN
bracis-19025	162	36	\	\	PROPN
bracis-19025	162	37	(	(	PUNCT
bracis-19025	162	38	l(a	l(a	PROPN
bracis-19025	162	39	,	,	PUNCT
bracis-19025	162	40	z	z	PROPN
bracis-19025	162	41	,	,	PUNCT
bracis-19025	162	42	\lambda	\lambda	PROPN
bracis-19025	162	43	)	)	PUNCT
bracis-19025	162	44	=	=	PUNCT
bracis-19025	162	45	\frac{1}{2}\sum	\frac{1}{2}\sum	VERB
bracis-19025	162	46	_	_	PUNCT
bracis-19025	162	47	{	{	PUNCT
bracis-19025	162	48	(	(	PUNCT
bracis-19025	162	49	u	u	NOUN
bracis-19025	162	50	,	,	PUNCT
bracis-19025	162	51	v)\in	v)\in	PROPN
bracis-19025	162	52	e}(a_{uv	e}(a_{uv	NOUN
bracis-19025	162	53	}	}	PUNCT
bracis-19025	162	54	-\langle	-\langle	PROPN
bracis-19025	162	55	z_u	z_u	NUM
bracis-19025	162	56	,	,	PUNCT
bracis-19025	162	57	z_v	z_v	PROPN
bracis-19025	162	58	\rangle	\rangle	NOUN
bracis-19025	162	59	)	)	PUNCT
bracis-19025	162	60	^2	^2	PUNCT
bracis-19025	163	1	+	+	CCONJ
bracis-19025	163	2	\frac{\lambda	\frac{\lambda	PRON
bracis-19025	163	3	}	}	PUNCT
bracis-19025	163	4	{	{	PUNCT
bracis-19025	163	5	2}\sum	2}\sum	NUM
bracis-19025	163	6	_	_	X
bracis-19025	163	7	u||z_u||^2	u||z_u||^2	PROPN
bracis-19025	163	8	,	,	PUNCT
bracis-19025	163	9	\	\	PROPN
bracis-19025	163	10	)	)	PUNCT
bracis-19025	163	11	where	where	SCONJ
bracis-19025	163	12	z	z	NOUN
bracis-19025	163	13	represents	represent	VERB
bracis-19025	163	14	the	the	DET
bracis-19025	163	15	embedding	embed	VERB
bracis-19025	163	16	space	space	NOUN
bracis-19025	163	17	and	and	CCONJ
bracis-19025	163	18	\(z_u\	\(z_u\	NOUN
bracis-19025	163	19	)	)	PUNCT
bracis-19025	163	20	is	be	AUX
bracis-19025	163	21	the	the	DET
bracis-19025	163	22	vector	vector	NOUN
bracis-19025	163	23	for	for	ADP
bracis-19025	163	24	node	node	NOUN
bracis-19025	163	25	u.	u.	PROPN
bracis-19025	164	1	the	the	DET
bracis-19025	164	2	t	t	PROPN
bracis-19025	164	3	in	in	ADP
bracis-19025	164	4	algorithm	algorithm	NOUN
bracis-19025	164	5	 	 	SPACE
bracis-19025	164	6	2	2	NUM
bracis-19025	164	7	can	can	AUX
bracis-19025	164	8	be	be	AUX
bracis-19025	164	9	thought	think	VERB
bracis-19025	164	10	as	as	ADP
bracis-19025	164	11	a	a	DET
bracis-19025	164	12	learning	learning	NOUN
bracis-19025	164	13	rate	rate	NOUN
bracis-19025	164	14	for	for	ADP
bracis-19025	164	15	each	each	DET
bracis-19025	164	16	update	update	NOUN
bracis-19025	164	17	.	.	PUNCT
bracis-19025	165	1	this	this	DET
bracis-19025	165	2	s2	s2	PROPN
bracis-19025	165	3	m	m	VERB
bracis-19025	165	4	is	be	AUX
bracis-19025	165	5	independent	independent	ADJ
bracis-19025	165	6	of	of	ADP
bracis-19025	165	7	the	the	DET
bracis-19025	165	8	agent	agent	NOUN
bracis-19025	165	9	trained	train	VERB
bracis-19025	165	10	,	,	PUNCT
bracis-19025	165	11	so	so	SCONJ
bracis-19025	165	12	it	it	PRON
bracis-19025	165	13	can	can	AUX
bracis-19025	165	14	be	be	AUX
bracis-19025	165	15	plugged	plug	VERB
bracis-19025	165	16	with	with	ADP
bracis-19025	165	17	any	any	DET
bracis-19025	165	18	agent	agent	NOUN
bracis-19025	165	19	we	we	PRON
bracis-19025	165	20	want	want	VERB
bracis-19025	165	21	.	.	PUNCT
bracis-19025	166	1	gathering	gather	VERB
bracis-19025	166	2	the	the	DET
bracis-19025	166	3	dcda	dcda	NOUN
bracis-19025	166	4	and	and	CCONJ
bracis-19025	166	5	s2	s2	PROPN
bracis-19025	166	6	m	m	VERB
bracis-19025	166	7	we	we	PRON
bracis-19025	166	8	get	get	VERB
bracis-19025	166	9	the	the	DET
bracis-19025	166	10	dcda	dcda	NOUN
bracis-19025	166	11	-	-	PUNCT
bracis-19025	166	12	s2	s2	NOUN
bracis-19025	166	13	m	m	NOUN
bracis-19025	166	14	system	system	NOUN
bracis-19025	166	15	(	(	PUNCT
bracis-19025	166	16	fig	fig	NOUN
bracis-19025	166	17	.	.	PUNCT
bracis-19025	166	18	 	 	SPACE
bracis-19025	166	19	3	3	NUM
bracis-19025	166	20	)	)	PUNCT
bracis-19025	166	21	,	,	PUNCT
bracis-19025	166	22	where	where	SCONJ
bracis-19025	166	23	the	the	DET
bracis-19025	166	24	controller	controller	NOUN
bracis-19025	166	25	asks	ask	VERB
bracis-19025	166	26	for	for	ADP
bracis-19025	166	27	the	the	DET
bracis-19025	166	28	s2	s2	NOUN
bracis-19025	166	29	m	m	VERB
bracis-19025	166	30	for	for	ADP
bracis-19025	166	31	slots	slot	NOUN
bracis-19025	166	32	that	that	PRON
bracis-19025	166	33	can	can	AUX
bracis-19025	166	34	share	share	VERB
bracis-19025	166	35	their	their	PRON
bracis-19025	166	36	values	value	NOUN
bracis-19025	166	37	when	when	SCONJ
bracis-19025	166	38	there	there	PRON
bracis-19025	166	39	is	be	VERB
bracis-19025	166	40	a	a	DET
bracis-19025	166	41	domain	domain	NOUN
bracis-19025	166	42	shift	shift	NOUN
bracis-19025	166	43	and	and	CCONJ
bracis-19025	166	44	then	then	ADV
bracis-19025	166	45	send	send	VERB
bracis-19025	166	46	the	the	DET
bracis-19025	166	47	state	state	NOUN
bracis-19025	166	48	features	feature	NOUN
bracis-19025	166	49	to	to	ADP
bracis-19025	166	50	the	the	DET
bracis-19025	166	51	respective	respective	ADJ
bracis-19025	166	52	agent	agent	NOUN
bracis-19025	166	53	to	to	PART
bracis-19025	166	54	get	get	VERB
bracis-19025	166	55	the	the	DET
bracis-19025	166	56	response	response	NOUN
bracis-19025	166	57	to	to	ADP
bracis-19025	166	58	the	the	DET
bracis-19025	166	59	user	user	NOUN
bracis-19025	166	60	.	.	PUNCT
bracis-19025	167	1	4	4	NUM
bracis-19025	167	2	experiments	experiment	NOUN
bracis-19025	167	3	and	and	CCONJ
bracis-19025	167	4	 	 	SPACE
bracis-19025	167	5	results	result	NOUN
bracis-19025	167	6	to	to	PART
bracis-19025	167	7	evaluate	evaluate	VERB
bracis-19025	167	8	our	our	PRON
bracis-19025	167	9	proposal	proposal	NOUN
bracis-19025	167	10	we	we	PRON
bracis-19025	167	11	did	do	VERB
bracis-19025	167	12	three	three	NUM
bracis-19025	167	13	experiments	experiment	NOUN
bracis-19025	167	14	:	:	PUNCT
bracis-19025	167	15	the	the	DET
bracis-19025	167	16	first	first	ADJ
bracis-19025	167	17	was	be	AUX
bracis-19025	167	18	to	to	PART
bracis-19025	167	19	train	train	VERB
bracis-19025	167	20	the	the	DET
bracis-19025	167	21	embedding	embedding	NOUN
bracis-19025	167	22	of	of	ADP
bracis-19025	167	23	nodes	node	NOUN
bracis-19025	167	24	and	and	CCONJ
bracis-19025	167	25	to	to	PART
bracis-19025	167	26	do	do	VERB
bracis-19025	167	27	a	a	DET
bracis-19025	167	28	qualitative	qualitative	ADJ
bracis-19025	167	29	analysis	analysis	NOUN
bracis-19025	167	30	of	of	ADP
bracis-19025	167	31	the	the	DET
bracis-19025	167	32	learned	learned	ADJ
bracis-19025	167	33	embedding	embed	VERB
bracis-19025	167	34	.	.	PUNCT
bracis-19025	168	1	we	we	PRON
bracis-19025	168	2	then	then	ADV
bracis-19025	168	3	evaluate	evaluate	VERB
bracis-19025	168	4	the	the	DET
bracis-19025	168	5	divide	divide	NOUN
bracis-19025	168	6	-	-	PUNCT
bracis-19025	168	7	and	and	CCONJ
bracis-19025	168	8	-	-	PUNCT
bracis-19025	168	9	conquer	conquer	NOUN
bracis-19025	168	10	approach	approach	NOUN
bracis-19025	168	11	with	with	ADP
bracis-19025	168	12	the	the	DET
bracis-19025	168	13	information	information	NOUN
bracis-19025	168	14	-	-	PUNCT
bracis-19025	168	15	sharing	sharing	NOUN
bracis-19025	168	16	mechanism	mechanism	NOUN
bracis-19025	168	17	,	,	PUNCT
bracis-19025	168	18	and	and	CCONJ
bracis-19025	168	19	finally	finally	ADV
bracis-19025	168	20	we	we	PRON
bracis-19025	168	21	evaluate	evaluate	VERB
bracis-19025	168	22	the	the	DET
bracis-19025	168	23	same	same	ADJ
bracis-19025	168	24	approach	approach	NOUN
bracis-19025	168	25	without	without	ADP
bracis-19025	168	26	the	the	DET
bracis-19025	168	27	mechanism	mechanism	NOUN
bracis-19025	168	28	.	.	PUNCT
bracis-19025	169	1	4.1	4.1	NUM
bracis-19025	169	2	experimental	experimental	ADJ
bracis-19025	169	3	setup	setup	NOUN
bracis-19025	169	4	we	we	PRON
bracis-19025	169	5	used	use	VERB
bracis-19025	169	6	the	the	DET
bracis-19025	169	7	convlab-2footnote	convlab-2footnote	PROPN
bracis-19025	169	8	2	2	NUM
bracis-19025	169	9	platform	platform	NOUN
bracis-19025	169	10	to	to	PART
bracis-19025	169	11	run	run	VERB
bracis-19025	169	12	our	our	PRON
bracis-19025	169	13	experiments	experiment	NOUN
bracis-19025	169	14	.	.	PUNCT
bracis-19025	170	1	it	it	PRON
bracis-19025	170	2	provides	provide	VERB
bracis-19025	170	3	a	a	DET
bracis-19025	170	4	platform	platform	NOUN
bracis-19025	170	5	with	with	ADP
bracis-19025	170	6	a	a	DET
bracis-19025	170	7	user	user	NOUN
bracis-19025	170	8	simulator	simulator	NOUN
bracis-19025	170	9	and	and	CCONJ
bracis-19025	170	10	some	some	DET
bracis-19025	170	11	implementations	implementation	NOUN
bracis-19025	170	12	of	of	ADP
bracis-19025	170	13	all	all	DET
bracis-19025	170	14	dialogue	dialogue	NOUN
bracis-19025	170	15	systems	system	NOUN
bracis-19025	170	16	components	component	NOUN
bracis-19025	170	17	(	(	PUNCT
bracis-19025	170	18	nlu	nlu	PROPN
bracis-19025	170	19	,	,	PUNCT
bracis-19025	170	20	dst	dst	PROPN
bracis-19025	170	21	,	,	PUNCT
bracis-19025	170	22	pol	pol	NOUN
bracis-19025	170	23	and	and	CCONJ
bracis-19025	170	24	nlg	nlg	PROPN
bracis-19025	170	25	)	)	PUNCT
bracis-19025	170	26	.	.	PUNCT
bracis-19025	171	1	in	in	ADP
bracis-19025	171	2	this	this	DET
bracis-19025	171	3	way	way	NOUN
bracis-19025	171	4	,	,	PUNCT
bracis-19025	171	5	it	it	PRON
bracis-19025	171	6	is	be	AUX
bracis-19025	171	7	easy	easy	ADJ
bracis-19025	171	8	to	to	PART
bracis-19025	171	9	assess	assess	VERB
bracis-19025	171	10	new	new	ADJ
bracis-19025	171	11	algorithms	algorithm	NOUN
bracis-19025	171	12	for	for	ADP
bracis-19025	171	13	each	each	PRON
bracis-19025	171	14	of	of	ADP
bracis-19025	171	15	the	the	DET
bracis-19025	171	16	components	component	NOUN
bracis-19025	171	17	.	.	PUNCT
bracis-19025	172	1	we	we	PRON
bracis-19025	172	2	trained	train	VERB
bracis-19025	172	3	the	the	DET
bracis-19025	172	4	agents	agent	NOUN
bracis-19025	172	5	for	for	ADP
bracis-19025	172	6	each	each	DET
bracis-19025	172	7	domain	domain	NOUN
bracis-19025	172	8	using	use	VERB
bracis-19025	172	9	the	the	DET
bracis-19025	172	10	ppo	ppo	PROPN
bracis-19025	172	11	algorithm	algorithm	NOUN
bracis-19025	172	12	with	with	ADP
bracis-19025	172	13	the	the	DET
bracis-19025	172	14	standard	standard	ADJ
bracis-19025	172	15	parameters	parameter	NOUN
bracis-19025	172	16	of	of	ADP
bracis-19025	172	17	the	the	DET
bracis-19025	172	18	convlab-2	convlab-2	NOUN
bracis-19025	172	19	platform	platform	NOUN
bracis-19025	172	20	:	:	PUNCT
bracis-19025	172	21	discount	discount	NOUN
bracis-19025	172	22	factor	factor	NOUN
bracis-19025	172	23	\(\gamma	\(\gamma	X
bracis-19025	172	24	=	=	SYM
bracis-19025	172	25	0.99\	0.99\	PROPN
bracis-19025	172	26	)	)	PUNCT
bracis-19025	172	27	,	,	PUNCT
bracis-19025	172	28	clipping	clip	VERB
bracis-19025	172	29	factor	factor	NOUN
bracis-19025	172	30	\(\epsilon	\(\epsilon	NOUN
bracis-19025	172	31	=	=	NOUN
bracis-19025	172	32	0.2\	0.2\	ADJ
bracis-19025	172	33	)	)	PUNCT
bracis-19025	172	34	and	and	CCONJ
bracis-19025	172	35	\(\lambda	\(\lambda	NOUN
bracis-19025	172	36	=	=	SYM
bracis-19025	172	37	0.95\	0.95\	NOUN
bracis-19025	172	38	)	)	PUNCT
bracis-19025	172	39	(	(	PUNCT
bracis-19025	172	40	for	for	ADP
bracis-19025	172	41	advantage	advantage	NOUN
bracis-19025	172	42	value	value	NOUN
bracis-19025	172	43	estimation	estimation	NOUN
bracis-19025	172	44	)	)	PUNCT
bracis-19025	172	45	.	.	PUNCT
bracis-19025	173	1	the	the	DET
bracis-19025	173	2	training	training	NOUN
bracis-19025	173	3	lasted	last	VERB
bracis-19025	173	4	200	200	NUM
bracis-19025	173	5	epochs	epoch	NOUN
bracis-19025	173	6	and	and	CCONJ
bracis-19025	173	7	in	in	ADP
bracis-19025	173	8	each	each	DET
bracis-19025	173	9	epoch	epoch	NOUN
bracis-19025	173	10	we	we	PRON
bracis-19025	173	11	collected	collect	VERB
bracis-19025	173	12	around	around	ADV
bracis-19025	173	13	100	100	NUM
bracis-19025	173	14	turns	turn	NOUN
bracis-19025	173	15	and	and	CCONJ
bracis-19025	173	16	sampled	sample	VERB
bracis-19025	173	17	a	a	DET
bracis-19025	173	18	batch	batch	NOUN
bracis-19025	173	19	of	of	ADP
bracis-19025	173	20	size	size	NOUN
bracis-19025	173	21	32	32	NUM
bracis-19025	173	22	for	for	ADP
bracis-19025	173	23	optimization	optimization	NOUN
bracis-19025	173	24	.	.	PUNCT
bracis-19025	174	1	the	the	DET
bracis-19025	174	2	agent	agent	NOUN
bracis-19025	174	3	contains	contain	VERB
bracis-19025	174	4	two	two	NUM
bracis-19025	174	5	separate	separate	ADJ
bracis-19025	174	6	networks	network	NOUN
bracis-19025	174	7	,	,	PUNCT
bracis-19025	174	8	one	one	NUM
bracis-19025	174	9	for	for	ADP
bracis-19025	174	10	policy	policy	NOUN
bracis-19025	174	11	estimation	estimation	NOUN
bracis-19025	174	12	with	with	ADP
bracis-19025	174	13	two	two	NUM
bracis-19025	174	14	hidden	hidden	ADJ
bracis-19025	174	15	layers	layer	NOUN
bracis-19025	174	16	of	of	ADP
bracis-19025	174	17	size	size	NOUN
bracis-19025	174	18	100	100	NUM
bracis-19025	174	19	and	and	CCONJ
bracis-19025	174	20	other	other	ADJ
bracis-19025	174	21	for	for	ADP
bracis-19025	174	22	value	value	NOUN
bracis-19025	174	23	estimation	estimation	NOUN
bracis-19025	174	24	with	with	ADP
bracis-19025	174	25	two	two	NUM
bracis-19025	174	26	hidden	hidden	ADJ
bracis-19025	174	27	layers	layer	NOUN
bracis-19025	174	28	of	of	ADP
bracis-19025	174	29	size	size	NOUN
bracis-19025	174	30	50	50	NUM
bracis-19025	174	31	.	.	PUNCT
bracis-19025	175	1	the	the	DET
bracis-19025	175	2	optmizers	optmizer	NOUN
bracis-19025	175	3	used	use	VERB
bracis-19025	175	4	for	for	ADP
bracis-19025	175	5	policy	policy	NOUN
bracis-19025	175	6	and	and	CCONJ
bracis-19025	175	7	value	value	NOUN
bracis-19025	175	8	networks	network	NOUN
bracis-19025	175	9	are	be	AUX
bracis-19025	175	10	rmsprop	rmsprop	NOUN
bracis-19025	175	11	and	and	CCONJ
bracis-19025	175	12	adam	adam	PROPN
bracis-19025	175	13	and	and	CCONJ
bracis-19025	175	14	learning	learn	VERB
bracis-19025	175	15	rate	rate	NOUN
bracis-19025	175	16	\(lr_p	\(lr_p	NOUN
bracis-19025	176	1	=	=	SYM
bracis-19025	176	2	10^{-4}\	10^{-4}\	NUM
bracis-19025	176	3	)	)	PUNCT
bracis-19025	176	4	and	and	CCONJ
bracis-19025	176	5	\(lr_v	\(lr_v	NOUN
bracis-19025	176	6	=	=	SYM
bracis-19025	176	7	5\cdot	5\cdot	NUM
bracis-19025	176	8	10^{-5}\	10^{-5}\	NUM
bracis-19025	176	9	)	)	PUNCT
bracis-19025	176	10	,	,	PUNCT
bracis-19025	176	11	respectively	respectively	ADV
bracis-19025	176	12	.	.	PUNCT
bracis-19025	177	1	the	the	DET
bracis-19025	177	2	reward	reward	NOUN
bracis-19025	177	3	function	function	NOUN
bracis-19025	177	4	is	be	AUX
bracis-19025	177	5	\(-1\	\(-1\	PROPN
bracis-19025	177	6	)	)	PUNCT
bracis-19025	177	7	for	for	ADP
bracis-19025	177	8	each	each	DET
bracis-19025	177	9	turn	turn	NOUN
bracis-19025	177	10	(	(	PUNCT
bracis-19025	177	11	to	to	PART
bracis-19025	177	12	encourage	encourage	VERB
bracis-19025	177	13	the	the	DET
bracis-19025	177	14	agent	agent	NOUN
bracis-19025	177	15	complete	complete	VERB
bracis-19025	177	16	the	the	DET
bracis-19025	177	17	task	task	NOUN
bracis-19025	177	18	more	more	ADV
bracis-19025	177	19	quickly	quickly	ADV
bracis-19025	177	20	)	)	PUNCT
bracis-19025	177	21	,	,	PUNCT
bracis-19025	177	22	40	40	NUM
bracis-19025	177	23	for	for	ADP
bracis-19025	177	24	success	success	NOUN
bracis-19025	177	25	dialogue	dialogue	NOUN
bracis-19025	177	26	and	and	CCONJ
bracis-19025	177	27	20	20	NUM
bracis-19025	177	28	for	for	ADP
bracis-19025	177	29	fail	fail	ADJ
bracis-19025	177	30	dialogue	dialogue	NOUN
bracis-19025	177	31	.	.	PUNCT
bracis-19025	178	1	for	for	ADP
bracis-19025	178	2	pre	pre	VERB
bracis-19025	178	3	-	-	NOUN
bracis-19025	178	4	training	train	VERB
bracis-19025	178	5	we	we	PRON
bracis-19025	178	6	employed	employ	VERB
bracis-19025	178	7	the	the	DET
bracis-19025	178	8	vmle	vmle	NOUN
bracis-19025	178	9	algorithm	algorithm	NOUN
bracis-19025	178	10	using	use	VERB
bracis-19025	178	11	rmsprop	rmsprop	NOUN
bracis-19025	178	12	optimizer	optimizer	NOUN
bracis-19025	178	13	with	with	ADP
bracis-19025	178	14	\(lr_{vmle	\(lr_{vmle	PROPN
bracis-19025	178	15	}	}	PUNCT
bracis-19025	178	16	=	=	SYM
bracis-19025	178	17	10^{-3}\	10^{-3}\	NOUN
bracis-19025	178	18	)	)	PUNCT
bracis-19025	178	19	and	and	CCONJ
bracis-19025	178	20	binary	binary	PROPN
bracis-19025	178	21	cross	cross	PROPN
bracis-19025	178	22	entropy	entropy	PROPN
bracis-19025	178	23	with	with	ADP
bracis-19025	178	24	logits	logit	NOUN
bracis-19025	178	25	as	as	ADP
bracis-19025	178	26	loss	loss	NOUN
bracis-19025	178	27	function	function	NOUN
bracis-19025	178	28	.	.	PUNCT
bracis-19025	179	1	we	we	PRON
bracis-19025	179	2	also	also	ADV
bracis-19025	179	3	used	use	VERB
bracis-19025	179	4	the	the	DET
bracis-19025	179	5	available	available	ADJ
bracis-19025	179	6	ppo	ppo	PROPN
bracis-19025	179	7	model	model	NOUN
bracis-19025	179	8	trained	train	VERB
bracis-19025	179	9	with	with	ADP
bracis-19025	179	10	all	all	DET
bracis-19025	179	11	domains	domain	NOUN
bracis-19025	179	12	at	at	ADP
bracis-19025	179	13	once	once	ADV
bracis-19025	179	14	to	to	PART
bracis-19025	179	15	compare	compare	VERB
bracis-19025	179	16	with	with	ADP
bracis-19025	179	17	our	our	PRON
bracis-19025	179	18	results	result	NOUN
bracis-19025	179	19	.	.	PUNCT
bracis-19025	180	1	for	for	ADP
bracis-19025	180	2	our	our	PRON
bracis-19025	180	3	node	node	NOUN
bracis-19025	180	4	embedding	embed	VERB
bracis-19025	180	5	,	,	PUNCT
bracis-19025	180	6	we	we	PRON
bracis-19025	180	7	built	build	VERB
bracis-19025	180	8	the	the	DET
bracis-19025	180	9	adjacency	adjacency	NOUN
bracis-19025	180	10	matrix	matrix	NOUN
bracis-19025	180	11	using	use	VERB
bracis-19025	180	12	the	the	DET
bracis-19025	180	13	dialogue	dialogue	NOUN
bracis-19025	180	14	corpus	corpus	NOUN
bracis-19025	180	15	available	available	ADJ
bracis-19025	180	16	at	at	ADP
bracis-19025	180	17	convlab-2	convlab-2	NUM
bracis-19025	180	18	platform	platform	NOUN
bracis-19025	180	19	.	.	PUNCT
bracis-19025	181	1	for	for	ADP
bracis-19025	181	2	hyperparameters	hyperparameter	NOUN
bracis-19025	181	3	,	,	PUNCT
bracis-19025	181	4	we	we	PRON
bracis-19025	181	5	used	use	VERB
bracis-19025	181	6	an	an	DET
bracis-19025	181	7	embedding	embed	VERB
bracis-19025	181	8	dimension	dimension	NOUN
bracis-19025	181	9	\(d	\(d	NOUN
bracis-19025	181	10	=	=	SYM
bracis-19025	181	11	50\	50\	NUM
bracis-19025	181	12	)	)	PUNCT
bracis-19025	181	13	,	,	PUNCT
bracis-19025	181	14	regularization	regularization	NOUN
bracis-19025	181	15	factor	factor	NOUN
bracis-19025	181	16	\(\lambda	\(\lambda	NOUN
bracis-19025	181	17	=	=	NOUN
bracis-19025	181	18	0.3\	0.3\	NOUN
bracis-19025	181	19	)	)	PUNCT
bracis-19025	181	20	,	,	PUNCT
bracis-19025	181	21	and	and	CCONJ
bracis-19025	181	22	1000	1000	NUM
bracis-19025	181	23	epochs	epoch	NOUN
bracis-19025	181	24	for	for	ADP
bracis-19025	181	25	training	training	NOUN
bracis-19025	181	26	.	.	PUNCT
bracis-19025	182	1	4.2	4.2	NUM
bracis-19025	182	2	node	node	NOUN
bracis-19025	182	3	embedding	embed	VERB
bracis-19025	182	4	for	for	ADP
bracis-19025	182	5	visualization	visualization	NOUN
bracis-19025	182	6	of	of	ADP
bracis-19025	182	7	the	the	DET
bracis-19025	182	8	learned	learn	VERB
bracis-19025	182	9	node	node	NOUN
bracis-19025	182	10	embedding	embed	VERB
bracis-19025	182	11	we	we	PRON
bracis-19025	182	12	used	use	VERB
bracis-19025	182	13	a	a	DET
bracis-19025	182	14	t	t	NOUN
bracis-19025	182	15	-	-	PUNCT
bracis-19025	182	16	distributed	distribute	VERB
bracis-19025	182	17	stochastic	stochastic	ADJ
bracis-19025	182	18	neighbor	neighbor	NOUN
bracis-19025	182	19	embedding	embed	VERB
bracis-19025	182	20	(	(	PUNCT
bracis-19025	182	21	t	t	PROPN
bracis-19025	182	22	-	-	PUNCT
bracis-19025	182	23	sne	sne	NOUN
bracis-19025	182	24	)	)	PUNCT
bracis-19025	182	25	model	model	NOUN
bracis-19025	182	26	with	with	ADP
bracis-19025	182	27	perplexity	perplexity	NOUN
bracis-19025	182	28	5	5	NUM
bracis-19025	182	29	using	use	VERB
bracis-19025	182	30	the	the	DET
bracis-19025	182	31	scalar	scalar	ADJ
bracis-19025	182	32	product	product	NOUN
bracis-19025	182	33	as	as	ADP
bracis-19025	182	34	similarity	similarity	NOUN
bracis-19025	182	35	function	function	NOUN
bracis-19025	182	36	.	.	PUNCT
bracis-19025	183	1	figure	figure	NOUN
bracis-19025	183	2	 	 	SPACE
bracis-19025	183	3	4	4	NUM
bracis-19025	183	4	shows	show	VERB
bracis-19025	183	5	this	this	DET
bracis-19025	183	6	visualization	visualization	NOUN
bracis-19025	183	7	.	.	PUNCT
bracis-19025	184	1	fig	fig	NOUN
bracis-19025	184	2	.	.	PUNCT
bracis-19025	185	1	4	4	X
bracis-19025	185	2	.	.	X
bracis-19025	185	3	visual	visual	ADJ
bracis-19025	185	4	representation	representation	NOUN
bracis-19025	185	5	of	of	ADP
bracis-19025	185	6	the	the	DET
bracis-19025	185	7	learned	learn	VERB
bracis-19025	185	8	node	node	NOUN
bracis-19025	185	9	embedding	embed	VERB
bracis-19025	185	10	.	.	PUNCT
bracis-19025	186	1	full	full	ADJ
bracis-19025	186	2	size	size	NOUN
bracis-19025	186	3	image	image	NOUN
bracis-19025	186	4	figure	figure	NOUN
bracis-19025	186	5	 	 	SPACE
bracis-19025	186	6	4	4	NUM
bracis-19025	186	7	clearly	clearly	ADV
bracis-19025	186	8	shows	show	VERB
bracis-19025	186	9	some	some	DET
bracis-19025	186	10	groups	group	NOUN
bracis-19025	186	11	of	of	ADP
bracis-19025	186	12	nodes	node	NOUN
bracis-19025	186	13	that	that	PRON
bracis-19025	186	14	are	be	AUX
bracis-19025	186	15	related	relate	VERB
bracis-19025	186	16	to	to	ADP
bracis-19025	186	17	each	each	DET
bracis-19025	186	18	other	other	ADJ
bracis-19025	186	19	.	.	PUNCT
bracis-19025	187	1	for	for	ADP
bracis-19025	187	2	example	example	NOUN
bracis-19025	187	3	,	,	PUNCT
bracis-19025	187	4	hotel	hotel	NOUN
bracis-19025	187	5	-	-	PUNCT
bracis-19025	187	6	area	area	NOUN
bracis-19025	187	7	,	,	PUNCT
bracis-19025	187	8	attraction	attraction	NOUN
bracis-19025	187	9	-	-	PUNCT
bracis-19025	187	10	area	area	NOUN
bracis-19025	187	11	,	,	PUNCT
bracis-19025	187	12	and	and	CCONJ
bracis-19025	187	13	restaurant	restaurant	NOUN
bracis-19025	187	14	-	-	PUNCT
bracis-19025	187	15	area	area	NOUN
bracis-19025	187	16	forms	form	VERB
bracis-19025	187	17	a	a	DET
bracis-19025	187	18	group	group	NOUN
bracis-19025	187	19	,	,	PUNCT
bracis-19025	187	20	indicating	indicate	VERB
bracis-19025	187	21	that	that	SCONJ
bracis-19025	187	22	users	user	NOUN
bracis-19025	187	23	generally	generally	ADV
bracis-19025	187	24	request	request	VERB
bracis-19025	187	25	places	place	NOUN
bracis-19025	187	26	in	in	ADP
bracis-19025	187	27	the	the	DET
bracis-19025	187	28	same	same	ADJ
bracis-19025	187	29	area	area	NOUN
bracis-19025	187	30	.	.	PUNCT
bracis-19025	188	1	it	it	PRON
bracis-19025	188	2	also	also	ADV
bracis-19025	188	3	happens	happen	VERB
bracis-19025	188	4	for	for	ADP
bracis-19025	188	5	the	the	DET
bracis-19025	188	6	price	price	NOUN
bracis-19025	188	7	range	range	NOUN
bracis-19025	188	8	(	(	PUNCT
bracis-19025	188	9	restaurant	restaurant	NOUN
bracis-19025	188	10	-	-	PUNCT
bracis-19025	188	11	pricerange	pricerange	NOUN
bracis-19025	188	12	and	and	CCONJ
bracis-19025	188	13	hotel	hotel	NOUN
bracis-19025	188	14	-	-	PUNCT
bracis-19025	188	15	pricerange	pricerange	NOUN
bracis-19025	188	16	)	)	PUNCT
bracis-19025	188	17	,	,	PUNCT
bracis-19025	188	18	day	day	NOUN
bracis-19025	188	19	(	(	PUNCT
bracis-19025	188	20	restaurant	restaurant	NOUN
bracis-19025	188	21	-	-	PUNCT
bracis-19025	188	22	day	day	NOUN
bracis-19025	188	23	,	,	PUNCT
bracis-19025	188	24	hotel	hotel	NOUN
bracis-19025	188	25	-	-	PUNCT
bracis-19025	188	26	day	day	NOUN
bracis-19025	188	27	,	,	PUNCT
bracis-19025	188	28	and	and	CCONJ
bracis-19025	188	29	train	train	NOUN
bracis-19025	188	30	-	-	PUNCT
bracis-19025	188	31	day	day	NOUN
bracis-19025	188	32	)	)	PUNCT
bracis-19025	188	33	and	and	CCONJ
bracis-19025	188	34	people	people	NOUN
bracis-19025	188	35	(	(	PUNCT
bracis-19025	188	36	restaurant	restaurant	NOUN
bracis-19025	188	37	-	-	PUNCT
bracis-19025	188	38	people	people	NOUN
bracis-19025	188	39	,	,	PUNCT
bracis-19025	188	40	hotel	hotel	NOUN
bracis-19025	188	41	-	-	PUNCT
bracis-19025	188	42	people	people	NOUN
bracis-19025	188	43	,	,	PUNCT
bracis-19025	188	44	and	and	CCONJ
bracis-19025	188	45	people	people	NOUN
bracis-19025	188	46	)	)	PUNCT
bracis-19025	188	47	slots	slot	NOUN
bracis-19025	188	48	.	.	PUNCT
bracis-19025	189	1	although	although	SCONJ
bracis-19025	189	2	hotel	hotel	NOUN
bracis-19025	189	3	-	-	PUNCT
bracis-19025	189	4	stay	stay	NOUN
bracis-19025	189	5	and	and	CCONJ
bracis-19025	189	6	hotel	hotel	NOUN
bracis-19025	189	7	-	-	PUNCT
bracis-19025	189	8	stars	star	NOUN
bracis-19025	189	9	looks	look	VERB
bracis-19025	189	10	close	close	ADJ
bracis-19025	189	11	to	to	ADP
bracis-19025	189	12	the	the	DET
bracis-19025	189	13	group	group	NOUN
bracis-19025	189	14	with	with	ADP
bracis-19025	189	15	slot	slot	NOUN
bracis-19025	189	16	“	"	PUNCT
bracis-19025	189	17	people	people	NOUN
bracis-19025	189	18	”	"	PUNCT
bracis-19025	189	19	,	,	PUNCT
bracis-19025	189	20	computing	compute	VERB
bracis-19025	189	21	their	their	PRON
bracis-19025	189	22	similarity	similarity	NOUN
bracis-19025	189	23	with	with	ADP
bracis-19025	189	24	restaurant	restaurant	NOUN
bracis-19025	189	25	-	-	PUNCT
bracis-19025	189	26	people	people	NOUN
bracis-19025	189	27	we	we	PRON
bracis-19025	189	28	got	get	VERB
bracis-19025	189	29	0.118	0.118	NUM
bracis-19025	189	30	and	and	CCONJ
bracis-19025	189	31	0.088	0.088	NUM
bracis-19025	189	32	,	,	PUNCT
bracis-19025	189	33	respectively	respectively	ADV
bracis-19025	189	34	.	.	PUNCT
bracis-19025	190	1	thus	thus	ADV
bracis-19025	190	2	they	they	PRON
bracis-19025	190	3	are	be	AUX
bracis-19025	190	4	not	not	PART
bracis-19025	190	5	similar	similar	ADJ
bracis-19025	190	6	and	and	CCONJ
bracis-19025	190	7	should	should	AUX
bracis-19025	190	8	not	not	PART
bracis-19025	190	9	share	share	VERB
bracis-19025	190	10	values	value	NOUN
bracis-19025	190	11	.	.	PUNCT
bracis-19025	191	1	on	on	ADP
bracis-19025	191	2	the	the	DET
bracis-19025	191	3	other	other	ADJ
bracis-19025	191	4	hand	hand	NOUN
bracis-19025	191	5	,	,	PUNCT
bracis-19025	191	6	the	the	DET
bracis-19025	191	7	similarity	similarity	NOUN
bracis-19025	191	8	between	between	ADP
bracis-19025	191	9	restaurant	restaurant	NOUN
bracis-19025	191	10	-	-	PUNCT
bracis-19025	191	11	area	area	NOUN
bracis-19025	191	12	and	and	CCONJ
bracis-19025	191	13	attraction	attraction	NOUN
bracis-19025	191	14	-	-	PUNCT
bracis-19025	191	15	area	area	NOUN
bracis-19025	191	16	is	be	AUX
bracis-19025	191	17	0.91	0.91	NUM
bracis-19025	191	18	showing	show	VERB
bracis-19025	191	19	that	that	SCONJ
bracis-19025	191	20	they	they	PRON
bracis-19025	191	21	are	be	AUX
bracis-19025	191	22	similar	similar	ADJ
bracis-19025	191	23	and	and	CCONJ
bracis-19025	191	24	must	must	AUX
bracis-19025	191	25	share	share	VERB
bracis-19025	191	26	their	their	PRON
bracis-19025	191	27	values	value	NOUN
bracis-19025	191	28	inside	inside	ADP
bracis-19025	191	29	a	a	DET
bracis-19025	191	30	conversation	conversation	NOUN
bracis-19025	191	31	.	.	PUNCT
bracis-19025	192	1	here	here	ADV
bracis-19025	192	2	we	we	PRON
bracis-19025	192	3	used	use	VERB
bracis-19025	192	4	a	a	DET
bracis-19025	192	5	similarity	similarity	NOUN
bracis-19025	192	6	of	of	ADP
bracis-19025	192	7	0.8	0.8	NUM
bracis-19025	192	8	as	as	ADP
bracis-19025	192	9	a	a	DET
bracis-19025	192	10	threshold	threshold	NOUN
bracis-19025	192	11	for	for	ADP
bracis-19025	192	12	sharing	share	VERB
bracis-19025	192	13	the	the	DET
bracis-19025	192	14	slots	slot	NOUN
bracis-19025	192	15	values	value	NOUN
bracis-19025	192	16	.	.	PUNCT
bracis-19025	193	1	an	an	DET
bracis-19025	193	2	interesting	interesting	ADJ
bracis-19025	193	3	observation	observation	NOUN
bracis-19025	193	4	is	be	AUX
bracis-19025	193	5	that	that	PRON
bracis-19025	193	6	attraction	attraction	NOUN
bracis-19025	193	7	-	-	PUNCT
bracis-19025	193	8	name	name	NOUN
bracis-19025	193	9	and	and	CCONJ
bracis-19025	193	10	hotel	hotel	NOUN
bracis-19025	193	11	-	-	PUNCT
bracis-19025	193	12	name	name	NOUN
bracis-19025	193	13	are	be	AUX
bracis-19025	193	14	quite	quite	ADV
bracis-19025	193	15	close	close	ADJ
bracis-19025	193	16	to	to	ADP
bracis-19025	193	17	taxi	taxi	NOUN
bracis-19025	193	18	-	-	PUNCT
bracis-19025	193	19	departure	departure	NOUN
bracis-19025	193	20	,	,	PUNCT
bracis-19025	193	21	with	with	ADP
bracis-19025	193	22	similarity	similarity	NOUN
bracis-19025	193	23	0.57	0.57	NUM
bracis-19025	193	24	and	and	CCONJ
bracis-19025	193	25	0.668	0.668	NUM
bracis-19025	193	26	,	,	PUNCT
bracis-19025	193	27	respectively	respectively	ADV
bracis-19025	193	28	,	,	PUNCT
bracis-19025	193	29	but	but	CCONJ
bracis-19025	193	30	they	they	PRON
bracis-19025	193	31	are	be	AUX
bracis-19025	193	32	not	not	PART
bracis-19025	193	33	close	close	ADJ
bracis-19025	193	34	to	to	ADP
bracis-19025	193	35	each	each	DET
bracis-19025	193	36	other	other	ADJ
bracis-19025	193	37	,	,	PUNCT
bracis-19025	193	38	i.e.	i.e.	X
bracis-19025	193	39	,	,	PUNCT
bracis-19025	193	40	the	the	DET
bracis-19025	193	41	similarity	similarity	NOUN
bracis-19025	193	42	between	between	ADP
bracis-19025	193	43	them	they	PRON
bracis-19025	193	44	is	be	AUX
bracis-19025	193	45	0.011	0.011	NUM
bracis-19025	193	46	.	.	PUNCT
bracis-19025	194	1	this	this	PRON
bracis-19025	194	2	is	be	AUX
bracis-19025	194	3	expected	expect	VERB
bracis-19025	194	4	since	since	SCONJ
bracis-19025	194	5	it	it	PRON
bracis-19025	194	6	is	be	AUX
bracis-19025	194	7	not	not	PART
bracis-19025	194	8	common	common	ADJ
bracis-19025	194	9	an	an	DET
bracis-19025	194	10	attraction	attraction	NOUN
bracis-19025	194	11	with	with	ADP
bracis-19025	194	12	the	the	DET
bracis-19025	194	13	same	same	ADJ
bracis-19025	194	14	name	name	NOUN
bracis-19025	194	15	as	as	ADP
bracis-19025	194	16	a	a	DET
bracis-19025	194	17	hotel	hotel	NOUN
bracis-19025	194	18	.	.	PUNCT
bracis-19025	195	1	4.3	4.3	NUM
bracis-19025	195	2	dcda	dcda	PROPN
bracis-19025	195	3	evaluation	evaluation	NOUN
bracis-19025	195	4	to	to	PART
bracis-19025	195	5	evaluate	evaluate	VERB
bracis-19025	195	6	our	our	PRON
bracis-19025	195	7	proposal	proposal	NOUN
bracis-19025	195	8	we	we	PRON
bracis-19025	195	9	assessed	assess	VERB
bracis-19025	195	10	four	four	NUM
bracis-19025	195	11	models	model	NOUN
bracis-19025	195	12	:	:	PUNCT
bracis-19025	195	13	the	the	DET
bracis-19025	195	14	baseline	baseline	NOUN
bracis-19025	195	15	rule	rule	NOUN
bracis-19025	195	16	-	-	PUNCT
bracis-19025	195	17	based	base	VERB
bracis-19025	195	18	policy	policy	NOUN
bracis-19025	195	19	available	available	ADJ
bracis-19025	195	20	in	in	ADP
bracis-19025	195	21	convlab-2	convlab-2	PROPN
bracis-19025	195	22	,	,	PUNCT
bracis-19025	195	23	the	the	DET
bracis-19025	195	24	vlme	vlme	NOUN
bracis-19025	195	25	policy	policy	NOUN
bracis-19025	195	26	(	(	PUNCT
bracis-19025	195	27	obtained	obtain	VERB
bracis-19025	195	28	from	from	ADP
bracis-19025	195	29	the	the	DET
bracis-19025	195	30	vlme	vlme	NOUN
bracis-19025	195	31	algorithm	algorithm	NOUN
bracis-19025	195	32	)	)	PUNCT
bracis-19025	195	33	,	,	PUNCT
bracis-19025	195	34	and	and	CCONJ
bracis-19025	195	35	the	the	DET
bracis-19025	195	36	ppo	ppo	PROPN
bracis-19025	195	37	algorithm	algorithm	NOUN
bracis-19025	195	38	trained	train	VERB
bracis-19025	195	39	in	in	ADP
bracis-19025	195	40	both	both	DET
bracis-19025	195	41	approaches	approach	NOUN
bracis-19025	195	42	:	:	PUNCT
bracis-19025	195	43	a	a	DET
bracis-19025	195	44	centralized	centralized	ADJ
bracis-19025	195	45	system	system	NOUN
bracis-19025	195	46	with	with	ADP
bracis-19025	195	47	a	a	DET
bracis-19025	195	48	unique	unique	ADJ
bracis-19025	195	49	agent	agent	NOUN
bracis-19025	195	50	trained	train	VERB
bracis-19025	195	51	to	to	PART
bracis-19025	195	52	handle	handle	VERB
bracis-19025	195	53	all	all	DET
bracis-19025	195	54	domains	domain	NOUN
bracis-19025	195	55	at	at	ADP
bracis-19025	195	56	once	once	ADV
bracis-19025	195	57	(	(	PUNCT
bracis-19025	195	58	ppo\(_{all}\	ppo\(_{all}\	NOUN
bracis-19025	195	59	)	)	PUNCT
bracis-19025	195	60	)	)	PUNCT
bracis-19025	195	61	and	and	CCONJ
bracis-19025	195	62	our	our	PRON
bracis-19025	195	63	proposal	proposal	NOUN
bracis-19025	195	64	(	(	PUNCT
bracis-19025	195	65	dcda	dcda	PROPN
bracis-19025	195	66	)	)	PUNCT
bracis-19025	195	67	.	.	PUNCT
bracis-19025	196	1	we	we	PRON
bracis-19025	196	2	also	also	ADV
bracis-19025	196	3	evaluated	evaluate	VERB
bracis-19025	196	4	the	the	DET
bracis-19025	196	5	effects	effect	NOUN
bracis-19025	196	6	of	of	ADP
bracis-19025	196	7	using	use	VERB
bracis-19025	196	8	or	or	CCONJ
bracis-19025	196	9	not	not	PART
bracis-19025	196	10	the	the	DET
bracis-19025	196	11	s2	s2	NOUN
bracis-19025	196	12	m	m	NOUN
bracis-19025	196	13	in	in	ADP
bracis-19025	196	14	the	the	DET
bracis-19025	196	15	rule	rule	NOUN
bracis-19025	196	16	and	and	CCONJ
bracis-19025	196	17	dcda	dcda	ADJ
bracis-19025	196	18	agents	agent	NOUN
bracis-19025	196	19	.	.	PUNCT
bracis-19025	197	1	the	the	DET
bracis-19025	197	2	metrics	metric	NOUN
bracis-19025	197	3	are	be	AUX
bracis-19025	197	4	automatically	automatically	ADV
bracis-19025	197	5	computed	compute	VERB
bracis-19025	197	6	by	by	ADP
bracis-19025	197	7	the	the	DET
bracis-19025	197	8	evaluator	evaluator	NOUN
bracis-19025	197	9	presented	present	VERB
bracis-19025	197	10	in	in	ADP
bracis-19025	197	11	convlab-2	convlab-2	NOUN
bracis-19025	197	12	and	and	CCONJ
bracis-19025	197	13	encompasses	encompass	VERB
bracis-19025	197	14	the	the	DET
bracis-19025	197	15	complete	complete	ADJ
bracis-19025	197	16	rate	rate	NOUN
bracis-19025	197	17	,	,	PUNCT
bracis-19025	197	18	success	success	NOUN
bracis-19025	197	19	rate	rate	NOUN
bracis-19025	197	20	,	,	PUNCT
bracis-19025	197	21	book	book	NOUN
bracis-19025	197	22	rate	rate	NOUN
bracis-19025	197	23	,	,	PUNCT
bracis-19025	197	24	precision	precision	NOUN
bracis-19025	197	25	,	,	PUNCT
bracis-19025	197	26	recall	recall	NOUN
bracis-19025	197	27	,	,	PUNCT
bracis-19025	197	28	f1	f1	NOUN
bracis-19025	197	29	-	-	PUNCT
bracis-19025	197	30	score	score	NOUN
bracis-19025	197	31	for	for	ADP
bracis-19025	197	32	the	the	DET
bracis-19025	197	33	informed	informed	ADJ
bracis-19025	197	34	slots	slot	NOUN
bracis-19025	197	35	,	,	PUNCT
bracis-19025	197	36	and	and	CCONJ
bracis-19025	197	37	average	average	ADJ
bracis-19025	197	38	number	number	NOUN
bracis-19025	197	39	of	of	ADP
bracis-19025	197	40	turns	turn	NOUN
bracis-19025	197	41	for	for	ADP
bracis-19025	197	42	both	both	CCONJ
bracis-19025	197	43	the	the	DET
bracis-19025	197	44	dialogues	dialogue	NOUN
bracis-19025	197	45	that	that	PRON
bracis-19025	197	46	were	be	AUX
bracis-19025	197	47	successful	successful	ADJ
bracis-19025	197	48	and	and	CCONJ
bracis-19025	197	49	the	the	DET
bracis-19025	197	50	total	total	ADJ
bracis-19025	197	51	set	set	NOUN
bracis-19025	197	52	of	of	ADP
bracis-19025	197	53	dialogues	dialogue	NOUN
bracis-19025	197	54	.	.	PUNCT
bracis-19025	198	1	the	the	DET
bracis-19025	198	2	complete	complete	ADJ
bracis-19025	198	3	rate	rate	NOUN
bracis-19025	198	4	indicates	indicate	VERB
bracis-19025	198	5	the	the	DET
bracis-19025	198	6	rate	rate	NOUN
bracis-19025	198	7	of	of	ADP
bracis-19025	198	8	dialogues	dialogue	NOUN
bracis-19025	198	9	that	that	PRON
bracis-19025	198	10	could	could	AUX
bracis-19025	198	11	finish	finish	VERB
bracis-19025	198	12	(	(	PUNCT
bracis-19025	198	13	either	either	CCONJ
bracis-19025	198	14	with	with	ADP
bracis-19025	198	15	success	success	NOUN
bracis-19025	198	16	or	or	CCONJ
bracis-19025	198	17	fail	fail	ADJ
bracis-19025	198	18	)	)	PUNCT
bracis-19025	198	19	before	before	ADP
bracis-19025	198	20	achieving	achieve	VERB
bracis-19025	198	21	the	the	DET
bracis-19025	198	22	maximum	maximum	ADJ
bracis-19025	198	23	number	number	NOUN
bracis-19025	198	24	of	of	ADP
bracis-19025	198	25	turns	turn	NOUN
bracis-19025	198	26	.	.	PUNCT
bracis-19025	199	1	the	the	DET
bracis-19025	199	2	precision	precision	NOUN
bracis-19025	199	3	,	,	PUNCT
bracis-19025	199	4	recall	recall	NOUN
bracis-19025	199	5	and	and	CCONJ
bracis-19025	199	6	f1	f1	NOUN
bracis-19025	199	7	-	-	PUNCT
bracis-19025	199	8	score	score	NOUN
bracis-19025	199	9	indicate	indicate	VERB
bracis-19025	199	10	the	the	DET
bracis-19025	199	11	ability	ability	NOUN
bracis-19025	199	12	of	of	ADP
bracis-19025	199	13	the	the	DET
bracis-19025	199	14	agent	agent	NOUN
bracis-19025	199	15	to	to	PART
bracis-19025	199	16	fulfill	fulfill	VERB
bracis-19025	199	17	the	the	DET
bracis-19025	199	18	slots	slot	NOUN
bracis-19025	199	19	of	of	ADP
bracis-19025	199	20	the	the	DET
bracis-19025	199	21	user	user	NOUN
bracis-19025	199	22	goal	goal	NOUN
bracis-19025	199	23	,	,	PUNCT
bracis-19025	199	24	i.e.	i.e.	X
bracis-19025	199	25	,	,	PUNCT
bracis-19025	199	26	leads	lead	VERB
bracis-19025	199	27	to	to	ADP
bracis-19025	199	28	the	the	DET
bracis-19025	199	29	correct	correct	ADJ
bracis-19025	199	30	slot	slot	NOUN
bracis-19025	199	31	.	.	PUNCT
bracis-19025	200	1	tests	test	NOUN
bracis-19025	200	2	were	be	AUX
bracis-19025	200	3	performed	perform	VERB
bracis-19025	200	4	over	over	ADP
bracis-19025	200	5	2000	2000	NUM
bracis-19025	200	6	dialogues	dialogue	NOUN
bracis-19025	200	7	.	.	PUNCT
bracis-19025	201	1	table	table	NOUN
bracis-19025	201	2	 	 	SPACE
bracis-19025	201	3	1	1	NUM
bracis-19025	201	4	shows	show	VERB
bracis-19025	201	5	the	the	DET
bracis-19025	201	6	evaluation	evaluation	NOUN
bracis-19025	201	7	results	result	NOUN
bracis-19025	201	8	for	for	ADP
bracis-19025	201	9	all	all	DET
bracis-19025	201	10	the	the	DET
bracis-19025	201	11	four	four	NUM
bracis-19025	201	12	models	model	NOUN
bracis-19025	201	13	trained	train	VERB
bracis-19025	201	14	in	in	ADP
bracis-19025	201	15	the	the	DET
bracis-19025	201	16	pipeline	pipeline	NOUN
bracis-19025	201	17	setting	set	VERB
bracis-19025	201	18	,	,	PUNCT
bracis-19025	201	19	i.e.	i.e.	X
bracis-19025	201	20	,	,	PUNCT
bracis-19025	201	21	without	without	ADP
bracis-19025	201	22	the	the	DET
bracis-19025	201	23	nlu	nlu	NOUN
bracis-19025	201	24	and	and	CCONJ
bracis-19025	201	25	nlg	nlg	NOUN
bracis-19025	201	26	modules	module	NOUN
bracis-19025	201	27	.	.	PUNCT
bracis-19025	202	1	as	as	SCONJ
bracis-19025	202	2	expected	expect	VERB
bracis-19025	202	3	the	the	DET
bracis-19025	202	4	rule	rule	NOUN
bracis-19025	202	5	policy	policy	NOUN
bracis-19025	202	6	performs	perform	VERB
bracis-19025	202	7	almost	almost	ADV
bracis-19025	202	8	“	"	PUNCT
bracis-19025	202	9	perfectly	perfectly	ADV
bracis-19025	202	10	”	"	PUNCT
bracis-19025	202	11	succeeding	succeed	VERB
bracis-19025	202	12	in	in	ADP
bracis-19025	202	13	98.45	98.45	NUM
bracis-19025	202	14	%	%	NOUN
bracis-19025	202	15	of	of	ADP
bracis-19025	202	16	the	the	DET
bracis-19025	202	17	dialogues	dialogue	NOUN
bracis-19025	202	18	and	and	CCONJ
bracis-19025	202	19	it	it	PRON
bracis-19025	202	20	can	can	AUX
bracis-19025	202	21	serve	serve	VERB
bracis-19025	202	22	as	as	ADP
bracis-19025	202	23	a	a	DET
bracis-19025	202	24	baseline	baseline	NOUN
bracis-19025	202	25	.	.	PUNCT
bracis-19025	203	1	among	among	ADP
bracis-19025	203	2	the	the	DET
bracis-19025	203	3	trainable	trainable	ADJ
bracis-19025	203	4	agents	agent	NOUN
bracis-19025	203	5	,	,	PUNCT
bracis-19025	203	6	dcda	dcda	NOUN
bracis-19025	203	7	performs	perform	VERB
bracis-19025	203	8	better	well	ADV
bracis-19025	203	9	in	in	ADP
bracis-19025	203	10	almost	almost	ADV
bracis-19025	203	11	all	all	PRON
bracis-19025	203	12	aspects	aspect	NOUN
bracis-19025	203	13	achieving	achieve	VERB
bracis-19025	203	14	88.14	88.14	NUM
bracis-19025	203	15	%	%	NOUN
bracis-19025	203	16	of	of	ADP
bracis-19025	203	17	success	success	NOUN
bracis-19025	203	18	rate	rate	NOUN
bracis-19025	203	19	,	,	PUNCT
bracis-19025	203	20	94.01	94.01	NUM
bracis-19025	203	21	%	%	NOUN
bracis-19025	203	22	of	of	ADP
bracis-19025	203	23	completion	completion	NOUN
bracis-19025	203	24	rate	rate	NOUN
bracis-19025	203	25	,	,	PUNCT
bracis-19025	203	26	and	and	CCONJ
bracis-19025	203	27	88.01	88.01	NUM
bracis-19025	203	28	%	%	NOUN
bracis-19025	203	29	of	of	ADP
bracis-19025	203	30	book	book	NOUN
bracis-19025	203	31	rate	rate	NOUN
bracis-19025	203	32	.	.	PUNCT
bracis-19025	204	1	it	it	PRON
bracis-19025	204	2	beats	beat	VERB
bracis-19025	204	3	the	the	DET
bracis-19025	204	4	ppo\(_{all}\	ppo\(_{all}\	NOUN
bracis-19025	204	5	)	)	PUNCT
bracis-19025	204	6	by	by	ADP
bracis-19025	204	7	almost	almost	ADV
bracis-19025	204	8	21.51	21.51	NUM
bracis-19025	204	9	%	%	NOUN
bracis-19025	204	10	in	in	ADP
bracis-19025	204	11	the	the	DET
bracis-19025	204	12	success	success	NOUN
bracis-19025	204	13	rate	rate	NOUN
bracis-19025	204	14	,	,	PUNCT
bracis-19025	204	15	showing	show	VERB
bracis-19025	204	16	a	a	DET
bracis-19025	204	17	much	much	ADV
bracis-19025	204	18	better	well	ADJ
bracis-19025	204	19	performance	performance	NOUN
bracis-19025	204	20	and	and	CCONJ
bracis-19025	204	21	efficiency	efficiency	NOUN
bracis-19025	204	22	as	as	SCONJ
bracis-19025	204	23	it	it	PRON
bracis-19025	204	24	can	can	AUX
bracis-19025	204	25	solve	solve	VERB
bracis-19025	204	26	user	user	NOUN
bracis-19025	204	27	tasks	task	NOUN
bracis-19025	204	28	using	use	VERB
bracis-19025	204	29	less	less	ADJ
bracis-19025	204	30	number	number	NOUN
bracis-19025	204	31	of	of	ADP
bracis-19025	204	32	turns	turn	NOUN
bracis-19025	204	33	.	.	PUNCT
bracis-19025	205	1	the	the	DET
bracis-19025	205	2	average	average	ADJ
bracis-19025	205	3	number	number	NOUN
bracis-19025	205	4	of	of	ADP
bracis-19025	205	5	turns	turn	NOUN
bracis-19025	205	6	in	in	ADP
bracis-19025	205	7	all	all	DET
bracis-19025	205	8	dialogues	dialogue	NOUN
bracis-19025	205	9	,	,	PUNCT
bracis-19025	205	10	14.92	14.92	NUM
bracis-19025	205	11	,	,	PUNCT
bracis-19025	205	12	is	be	AUX
bracis-19025	205	13	very	very	ADV
bracis-19025	205	14	close	close	ADJ
bracis-19025	205	15	to	to	ADP
bracis-19025	205	16	the	the	DET
bracis-19025	205	17	baseline	baseline	NOUN
bracis-19025	205	18	rule	rule	NOUN
bracis-19025	205	19	policy	policy	NOUN
bracis-19025	205	20	(	(	PUNCT
bracis-19025	205	21	13.48	13.48	NUM
bracis-19025	205	22	)	)	PUNCT
bracis-19025	205	23	showing	show	VERB
bracis-19025	205	24	it	it	PRON
bracis-19025	205	25	could	could	AUX
bracis-19025	205	26	learn	learn	VERB
bracis-19025	205	27	a	a	DET
bracis-19025	205	28	very	very	ADV
bracis-19025	205	29	good	good	ADJ
bracis-19025	205	30	policy	policy	NOUN
bracis-19025	205	31	in	in	ADP
bracis-19025	205	32	solving	solve	VERB
bracis-19025	205	33	tasks	task	NOUN
bracis-19025	205	34	.	.	PUNCT
bracis-19025	206	1	the	the	DET
bracis-19025	206	2	large	large	ADJ
bracis-19025	206	3	increase	increase	NOUN
bracis-19025	206	4	in	in	ADP
bracis-19025	206	5	the	the	DET
bracis-19025	206	6	average	average	ADJ
bracis-19025	206	7	number	number	NOUN
bracis-19025	206	8	of	of	ADP
bracis-19025	206	9	turns	turn	NOUN
bracis-19025	206	10	for	for	ADP
bracis-19025	206	11	all	all	DET
bracis-19025	206	12	dialogues	dialogue	NOUN
bracis-19025	206	13	can	can	AUX
bracis-19025	206	14	be	be	AUX
bracis-19025	206	15	explained	explain	VERB
bracis-19025	206	16	by	by	ADP
bracis-19025	206	17	analysing	analyse	VERB
bracis-19025	206	18	the	the	DET
bracis-19025	206	19	failed	fail	VERB
bracis-19025	206	20	dialogues	dialogue	NOUN
bracis-19025	206	21	during	during	ADP
bracis-19025	206	22	test	test	NOUN
bracis-19025	206	23	.	.	PUNCT
bracis-19025	207	1	it	it	PRON
bracis-19025	207	2	can	can	AUX
bracis-19025	207	3	be	be	AUX
bracis-19025	207	4	seen	see	VERB
bracis-19025	207	5	that	that	SCONJ
bracis-19025	207	6	in	in	ADP
bracis-19025	207	7	many	many	ADJ
bracis-19025	207	8	failed	fail	VERB
bracis-19025	207	9	dialogues	dialogue	NOUN
bracis-19025	207	10	the	the	DET
bracis-19025	207	11	conversation	conversation	NOUN
bracis-19025	207	12	went	go	VERB
bracis-19025	207	13	in	in	ADP
bracis-19025	207	14	a	a	DET
bracis-19025	207	15	loop	loop	NOUN
bracis-19025	207	16	with	with	ADP
bracis-19025	207	17	the	the	DET
bracis-19025	207	18	agent	agent	NOUN
bracis-19025	207	19	and	and	CCONJ
bracis-19025	207	20	the	the	DET
bracis-19025	207	21	simulated	simulated	ADJ
bracis-19025	207	22	user	user	NOUN
bracis-19025	207	23	,	,	PUNCT
bracis-19025	207	24	repeating	repeat	VERB
bracis-19025	207	25	the	the	DET
bracis-19025	207	26	same	same	ADJ
bracis-19025	207	27	act	act	NOUN
bracis-19025	207	28	of	of	ADP
bracis-19025	207	29	dialogue	dialogue	NOUN
bracis-19025	207	30	consecutively	consecutively	ADV
bracis-19025	207	31	.	.	PUNCT
bracis-19025	208	1	the	the	DET
bracis-19025	208	2	reason	reason	NOUN
bracis-19025	208	3	why	why	SCONJ
bracis-19025	208	4	this	this	DET
bracis-19025	208	5	phenomenon	phenomenon	NOUN
bracis-19025	208	6	occurs	occur	VERB
bracis-19025	208	7	is	be	AUX
bracis-19025	208	8	not	not	PART
bracis-19025	208	9	very	very	ADV
bracis-19025	208	10	clear	clear	ADJ
bracis-19025	208	11	to	to	ADP
bracis-19025	208	12	us	we	PRON
bracis-19025	208	13	.	.	PUNCT
bracis-19025	209	1	the	the	DET
bracis-19025	209	2	worst	bad	ADJ
bracis-19025	209	3	performance	performance	NOUN
bracis-19025	209	4	of	of	ADP
bracis-19025	209	5	the	the	DET
bracis-19025	209	6	vlme	vlme	NOUN
bracis-19025	209	7	is	be	AUX
bracis-19025	209	8	expected	expect	VERB
bracis-19025	209	9	,	,	PUNCT
bracis-19025	209	10	as	as	SCONJ
bracis-19025	209	11	the	the	DET
bracis-19025	209	12	other	other	ADJ
bracis-19025	209	13	agents	agent	NOUN
bracis-19025	209	14	depend	depend	VERB
bracis-19025	209	15	on	on	ADP
bracis-19025	209	16	the	the	DET
bracis-19025	209	17	vlme	vlme	NOUN
bracis-19025	209	18	for	for	ADP
bracis-19025	209	19	pre	pre	ADJ
bracis-19025	209	20	-	-	ADJ
bracis-19025	209	21	training	training	ADJ
bracis-19025	209	22	.	.	PUNCT
bracis-19025	210	1	table	table	NOUN
bracis-19025	210	2	1	1	NUM
bracis-19025	210	3	.	.	PUNCT
bracis-19025	211	1	results	result	NOUN
bracis-19025	211	2	of	of	ADP
bracis-19025	211	3	the	the	DET
bracis-19025	211	4	four	four	NUM
bracis-19025	211	5	agents	agent	NOUN
bracis-19025	211	6	:	:	PUNCT
bracis-19025	211	7	rule	rule	NOUN
bracis-19025	211	8	,	,	PUNCT
bracis-19025	211	9	vlme	vlme	NOUN
bracis-19025	211	10	,	,	PUNCT
bracis-19025	211	11	ppo\(_{all}\	ppo\(_{all}\	NOUN
bracis-19025	211	12	)	)	PUNCT
bracis-19025	211	13	and	and	CCONJ
bracis-19025	211	14	dcda	dcda	NOUN
bracis-19025	211	15	tested	test	VERB
bracis-19025	211	16	in	in	ADP
bracis-19025	211	17	a	a	DET
bracis-19025	211	18	pipeline	pipeline	NOUN
bracis-19025	211	19	setting	set	VERB
bracis-19025	211	20	.	.	PUNCT
bracis-19025	212	1	best	good	ADJ
bracis-19025	212	2	results	result	NOUN
bracis-19025	212	3	among	among	ADP
bracis-19025	212	4	trainable	trainable	ADJ
bracis-19025	212	5	agents	agent	NOUN
bracis-19025	212	6	are	be	AUX
bracis-19025	212	7	in	in	ADP
bracis-19025	212	8	bold.full	bold.full	NUM
bracis-19025	212	9	size	size	NOUN
bracis-19025	212	10	table	table	NOUN
bracis-19025	212	11	table	table	NOUN
bracis-19025	212	12	2	2	NUM
bracis-19025	212	13	.	.	PUNCT
bracis-19025	212	14	evaluation	evaluation	NOUN
bracis-19025	212	15	of	of	ADP
bracis-19025	212	16	the	the	DET
bracis-19025	212	17	use	use	NOUN
bracis-19025	212	18	of	of	ADP
bracis-19025	212	19	s2	s2	NOUN
bracis-19025	212	20	m	m	PROPN
bracis-19025	212	21	in	in	ADP
bracis-19025	212	22	the	the	DET
bracis-19025	212	23	rule	rule	NOUN
bracis-19025	212	24	policy	policy	NOUN
bracis-19025	212	25	and	and	CCONJ
bracis-19025	212	26	dcda	dcda	NOUN
bracis-19025	212	27	with	with	ADP
bracis-19025	212	28	the	the	DET
bracis-19025	212	29	goal	goal	NOUN
bracis-19025	212	30	generator	generator	NOUN
bracis-19025	212	31	generating	generate	VERB
bracis-19025	212	32	random	random	ADJ
bracis-19025	212	33	goals	goal	NOUN
bracis-19025	212	34	.	.	PUNCT
bracis-19025	213	1	best	good	ADJ
bracis-19025	213	2	results	result	NOUN
bracis-19025	213	3	are	be	AUX
bracis-19025	213	4	in	in	ADP
bracis-19025	213	5	bold.full	bold.full	NUM
bracis-19025	213	6	size	size	NOUN
bracis-19025	213	7	table	table	NOUN
bracis-19025	213	8	the	the	DET
bracis-19025	213	9	results	result	NOUN
bracis-19025	213	10	of	of	ADP
bracis-19025	213	11	the	the	DET
bracis-19025	213	12	second	second	ADJ
bracis-19025	213	13	experiment	experiment	NOUN
bracis-19025	213	14	regarding	regard	VERB
bracis-19025	213	15	the	the	DET
bracis-19025	213	16	use	use	NOUN
bracis-19025	213	17	of	of	ADP
bracis-19025	213	18	the	the	DET
bracis-19025	213	19	slot	slot	NOUN
bracis-19025	213	20	sharing	sharing	NOUN
bracis-19025	213	21	mechanism	mechanism	NOUN
bracis-19025	213	22	are	be	AUX
bracis-19025	213	23	presented	present	VERB
bracis-19025	213	24	in	in	ADP
bracis-19025	213	25	table	table	NOUN
bracis-19025	213	26	 	 	SPACE
bracis-19025	213	27	2	2	NUM
bracis-19025	213	28	.	.	PUNCT
bracis-19025	214	1	we	we	PRON
bracis-19025	214	2	evaluated	evaluate	VERB
bracis-19025	214	3	both	both	CCONJ
bracis-19025	214	4	the	the	DET
bracis-19025	214	5	rule	rule	NOUN
bracis-19025	214	6	policy	policy	NOUN
bracis-19025	214	7	and	and	CCONJ
bracis-19025	214	8	our	our	PRON
bracis-19025	214	9	proposed	propose	VERB
bracis-19025	214	10	model	model	NOUN
bracis-19025	214	11	dcda	dcda	PROPN
bracis-19025	214	12	.	.	PUNCT
bracis-19025	215	1	results	result	NOUN
bracis-19025	215	2	show	show	VERB
bracis-19025	215	3	that	that	SCONJ
bracis-19025	215	4	for	for	ADP
bracis-19025	215	5	the	the	DET
bracis-19025	215	6	rule	rule	NOUN
bracis-19025	215	7	policy	policy	NOUN
bracis-19025	215	8	the	the	DET
bracis-19025	215	9	sharing	sharing	NOUN
bracis-19025	215	10	mechanism	mechanism	NOUN
bracis-19025	215	11	also	also	ADV
bracis-19025	215	12	helped	help	VERB
bracis-19025	215	13	the	the	DET
bracis-19025	215	14	agent	agent	NOUN
bracis-19025	215	15	to	to	PART
bracis-19025	215	16	have	have	VERB
bracis-19025	215	17	a	a	DET
bracis-19025	215	18	slightly	slightly	ADV
bracis-19025	215	19	better	well	ADJ
bracis-19025	215	20	performance	performance	NOUN
bracis-19025	215	21	.	.	PUNCT
bracis-19025	216	1	although	although	SCONJ
bracis-19025	216	2	the	the	DET
bracis-19025	216	3	success	success	NOUN
bracis-19025	216	4	rate	rate	NOUN
bracis-19025	216	5	for	for	ADP
bracis-19025	216	6	dcda	dcda	NOUN
bracis-19025	216	7	did	do	AUX
bracis-19025	216	8	not	not	PART
bracis-19025	216	9	change	change	VERB
bracis-19025	216	10	much	much	ADV
bracis-19025	216	11	,	,	PUNCT
bracis-19025	216	12	the	the	DET
bracis-19025	216	13	sharing	sharing	NOUN
bracis-19025	216	14	mechanism	mechanism	NOUN
bracis-19025	216	15	also	also	ADV
bracis-19025	216	16	helped	help	VERB
bracis-19025	216	17	it	it	PRON
bracis-19025	216	18	to	to	PART
bracis-19025	216	19	have	have	VERB
bracis-19025	216	20	a	a	DET
bracis-19025	216	21	better	well	ADV
bracis-19025	216	22	complete	complete	ADJ
bracis-19025	216	23	and	and	CCONJ
bracis-19025	216	24	book	book	NOUN
bracis-19025	216	25	rate	rate	NOUN
bracis-19025	216	26	.	.	PUNCT
bracis-19025	217	1	another	another	DET
bracis-19025	217	2	enhancement	enhancement	NOUN
bracis-19025	217	3	was	be	AUX
bracis-19025	217	4	in	in	ADP
bracis-19025	217	5	the	the	DET
bracis-19025	217	6	average	average	ADJ
bracis-19025	217	7	number	number	NOUN
bracis-19025	217	8	of	of	ADP
bracis-19025	217	9	turns	turn	NOUN
bracis-19025	217	10	.	.	PUNCT
bracis-19025	218	1	the	the	DET
bracis-19025	218	2	average	average	ADJ
bracis-19025	218	3	number	number	NOUN
bracis-19025	218	4	of	of	ADP
bracis-19025	218	5	turns	turn	NOUN
bracis-19025	218	6	required	require	VERB
bracis-19025	218	7	in	in	ADP
bracis-19025	218	8	successful	successful	ADJ
bracis-19025	218	9	dialogues	dialogue	NOUN
bracis-19025	218	10	for	for	ADP
bracis-19025	218	11	the	the	DET
bracis-19025	218	12	rule	rule	NOUN
bracis-19025	218	13	and	and	CCONJ
bracis-19025	218	14	dcda	dcda	NOUN
bracis-19025	218	15	policies	policy	NOUN
bracis-19025	218	16	decreased	decrease	VERB
bracis-19025	218	17	from	from	ADP
bracis-19025	218	18	13.40	13.40	NUM
bracis-19025	218	19	to	to	ADP
bracis-19025	218	20	13.20	13.20	NUM
bracis-19025	218	21	and	and	CCONJ
bracis-19025	218	22	from	from	ADP
bracis-19025	218	23	13.84	13.84	NUM
bracis-19025	218	24	to	to	ADP
bracis-19025	218	25	13.43	13.43	NUM
bracis-19025	218	26	,	,	PUNCT
bracis-19025	218	27	respectively	respectively	ADV
bracis-19025	218	28	,	,	PUNCT
bracis-19025	218	29	when	when	SCONJ
bracis-19025	218	30	the	the	DET
bracis-19025	218	31	sharing	sharing	NOUN
bracis-19025	218	32	mechanism	mechanism	NOUN
bracis-19025	218	33	was	be	AUX
bracis-19025	218	34	incorporated	incorporate	VERB
bracis-19025	218	35	.	.	PUNCT
bracis-19025	219	1	thus	thus	ADV
bracis-19025	219	2	we	we	PRON
bracis-19025	219	3	can	can	AUX
bracis-19025	219	4	see	see	VERB
bracis-19025	219	5	that	that	SCONJ
bracis-19025	219	6	the	the	DET
bracis-19025	219	7	sharing	sharing	NOUN
bracis-19025	219	8	mechanism	mechanism	NOUN
bracis-19025	219	9	makes	make	VERB
bracis-19025	219	10	the	the	DET
bracis-19025	219	11	agent	agent	NOUN
bracis-19025	219	12	to	to	PART
bracis-19025	219	13	complete	complete	VERB
bracis-19025	219	14	dialogues	dialogue	NOUN
bracis-19025	219	15	faster	fast	ADV
bracis-19025	219	16	than	than	ADP
bracis-19025	219	17	without	without	ADP
bracis-19025	219	18	this	this	DET
bracis-19025	219	19	mechanism	mechanism	NOUN
bracis-19025	219	20	for	for	ADP
bracis-19025	219	21	both	both	DET
bracis-19025	219	22	agents	agent	NOUN
bracis-19025	219	23	.	.	PUNCT
bracis-19025	220	1	an	an	DET
bracis-19025	220	2	interesting	interesting	ADJ
bracis-19025	220	3	fact	fact	NOUN
bracis-19025	220	4	is	be	AUX
bracis-19025	220	5	that	that	SCONJ
bracis-19025	220	6	besides	besides	SCONJ
bracis-19025	220	7	the	the	DET
bracis-19025	220	8	slightly	slightly	ADV
bracis-19025	220	9	better	well	ADJ
bracis-19025	220	10	performance	performance	NOUN
bracis-19025	220	11	with	with	ADP
bracis-19025	220	12	the	the	DET
bracis-19025	220	13	sharing	sharing	NOUN
bracis-19025	220	14	mechanism	mechanism	NOUN
bracis-19025	220	15	,	,	PUNCT
bracis-19025	220	16	the	the	DET
bracis-19025	220	17	precision	precision	NOUN
bracis-19025	220	18	,	,	PUNCT
bracis-19025	220	19	recall	recall	NOUN
bracis-19025	220	20	and	and	CCONJ
bracis-19025	220	21	f1	f1	NOUN
bracis-19025	220	22	-	-	PUNCT
bracis-19025	220	23	score	score	NOUN
bracis-19025	220	24	did	do	AUX
bracis-19025	220	25	not	not	PART
bracis-19025	220	26	followed	follow	VERB
bracis-19025	220	27	the	the	DET
bracis-19025	220	28	same	same	ADJ
bracis-19025	220	29	behavior	behavior	NOUN
bracis-19025	220	30	,	,	PUNCT
bracis-19025	220	31	i.e.	i.e.	X
bracis-19025	220	32	,	,	PUNCT
bracis-19025	220	33	they	they	PRON
bracis-19025	220	34	had	have	VERB
bracis-19025	220	35	better	well	ADJ
bracis-19025	220	36	results	result	NOUN
bracis-19025	220	37	or	or	CCONJ
bracis-19025	220	38	very	very	ADV
bracis-19025	220	39	close	close	ADJ
bracis-19025	220	40	(	(	PUNCT
bracis-19025	220	41	less	less	ADJ
bracis-19025	220	42	than	than	ADP
bracis-19025	220	43	0.05	0.05	NUM
bracis-19025	220	44	%	%	NOUN
bracis-19025	220	45	)	)	PUNCT
bracis-19025	220	46	results	result	NOUN
bracis-19025	220	47	as	as	ADP
bracis-19025	220	48	those	those	PRON
bracis-19025	220	49	without	without	ADP
bracis-19025	220	50	the	the	DET
bracis-19025	220	51	sharing	sharing	NOUN
bracis-19025	220	52	mechanism	mechanism	NOUN
bracis-19025	220	53	.	.	PUNCT
bracis-19025	221	1	this	this	DET
bracis-19025	221	2	result	result	NOUN
bracis-19025	221	3	is	be	AUX
bracis-19025	221	4	not	not	PART
bracis-19025	221	5	very	very	ADV
bracis-19025	221	6	surprising	surprising	ADJ
bracis-19025	221	7	because	because	SCONJ
bracis-19025	221	8	as	as	SCONJ
bracis-19025	221	9	the	the	DET
bracis-19025	221	10	agent	agent	NOUN
bracis-19025	221	11	with	with	ADP
bracis-19025	221	12	the	the	DET
bracis-19025	221	13	sharing	sharing	NOUN
bracis-19025	221	14	mechanism	mechanism	NOUN
bracis-19025	221	15	tries	try	VERB
bracis-19025	221	16	to	to	PART
bracis-19025	221	17	“	"	PUNCT
bracis-19025	221	18	guess	guess	VERB
bracis-19025	221	19	”	"	PUNCT
bracis-19025	221	20	the	the	DET
bracis-19025	221	21	slots	slot	NOUN
bracis-19025	221	22	of	of	ADP
bracis-19025	221	23	new	new	ADJ
bracis-19025	221	24	domains	domain	NOUN
bracis-19025	221	25	within	within	ADP
bracis-19025	221	26	the	the	DET
bracis-19025	221	27	conversation	conversation	NOUN
bracis-19025	221	28	,	,	PUNCT
bracis-19025	221	29	it	it	PRON
bracis-19025	221	30	ends	end	VERB
bracis-19025	221	31	up	up	ADP
bracis-19025	221	32	reporting	report	VERB
bracis-19025	221	33	more	more	ADV
bracis-19025	221	34	wrong	wrong	ADJ
bracis-19025	221	35	slots	slot	NOUN
bracis-19025	221	36	of	of	ADP
bracis-19025	221	37	the	the	DET
bracis-19025	221	38	user	user	NOUN
bracis-19025	221	39	goal	goal	NOUN
bracis-19025	221	40	causing	cause	VERB
bracis-19025	221	41	worse	bad	ADJ
bracis-19025	221	42	precision	precision	NOUN
bracis-19025	221	43	,	,	PUNCT
bracis-19025	221	44	recall	recall	NOUN
bracis-19025	221	45	,	,	PUNCT
bracis-19025	221	46	and	and	CCONJ
bracis-19025	221	47	f1	f1	NOUN
bracis-19025	221	48	-	-	PUNCT
bracis-19025	221	49	score	score	NOUN
bracis-19025	221	50	.	.	PUNCT
bracis-19025	222	1	all	all	DET
bracis-19025	222	2	theses	theses	DET
bracis-19025	222	3	experiments	experiment	NOUN
bracis-19025	222	4	was	be	AUX
bracis-19025	222	5	assessed	assess	VERB
bracis-19025	222	6	with	with	ADP
bracis-19025	222	7	the	the	DET
bracis-19025	222	8	user	user	NOUN
bracis-19025	222	9	simulator	simulator	NOUN
bracis-19025	222	10	generating	generate	VERB
bracis-19025	222	11	random	random	ADJ
bracis-19025	222	12	goals	goal	NOUN
bracis-19025	222	13	based	base	VERB
bracis-19025	222	14	on	on	ADP
bracis-19025	222	15	a	a	DET
bracis-19025	222	16	distribution	distribution	NOUN
bracis-19025	222	17	of	of	ADP
bracis-19025	222	18	the	the	DET
bracis-19025	222	19	goal	goal	NOUN
bracis-19025	222	20	model	model	NOUN
bracis-19025	222	21	extracted	extract	VERB
bracis-19025	222	22	from	from	ADP
bracis-19025	222	23	the	the	DET
bracis-19025	222	24	dataset	dataset	NOUN
bracis-19025	222	25	.	.	PUNCT
bracis-19025	223	1	so	so	ADV
bracis-19025	223	2	this	this	PRON
bracis-19025	223	3	can	can	AUX
bracis-19025	223	4	include	include	VERB
bracis-19025	223	5	simple	simple	ADJ
bracis-19025	223	6	goals	goal	NOUN
bracis-19025	223	7	within	within	ADP
bracis-19025	223	8	only	only	ADV
bracis-19025	223	9	one	one	NUM
bracis-19025	223	10	domain	domain	NOUN
bracis-19025	223	11	and/or	and/or	CCONJ
bracis-19025	223	12	goals	goal	NOUN
bracis-19025	223	13	that	that	PRON
bracis-19025	223	14	span	span	VERB
bracis-19025	223	15	to	to	ADP
bracis-19025	223	16	more	more	ADJ
bracis-19025	223	17	than	than	ADP
bracis-19025	223	18	one	one	NUM
bracis-19025	223	19	domain	domain	NOUN
bracis-19025	223	20	but	but	CCONJ
bracis-19025	223	21	do	do	AUX
bracis-19025	223	22	not	not	PART
bracis-19025	223	23	have	have	VERB
bracis-19025	223	24	any	any	DET
bracis-19025	223	25	slot	slot	NOUN
bracis-19025	223	26	with	with	ADP
bracis-19025	223	27	the	the	DET
bracis-19025	223	28	same	same	ADJ
bracis-19025	223	29	value	value	NOUN
bracis-19025	223	30	.	.	PUNCT
bracis-19025	224	1	indeed	indeed	ADV
bracis-19025	224	2	,	,	PUNCT
bracis-19025	224	3	among	among	ADP
bracis-19025	224	4	all	all	DET
bracis-19025	224	5	2000	2000	NUM
bracis-19025	224	6	goals	goal	NOUN
bracis-19025	224	7	generated	generate	VERB
bracis-19025	224	8	during	during	ADP
bracis-19025	224	9	testing	testing	NOUN
bracis-19025	224	10	,	,	PUNCT
bracis-19025	224	11	only	only	ADV
bracis-19025	224	12	about	about	ADV
bracis-19025	224	13	400	400	NUM
bracis-19025	224	14	contain	contain	VERB
bracis-19025	224	15	common	common	ADJ
bracis-19025	224	16	values	value	NOUN
bracis-19025	224	17	between	between	ADP
bracis-19025	224	18	slots	slot	NOUN
bracis-19025	224	19	.	.	PUNCT
bracis-19025	225	1	with	with	ADP
bracis-19025	225	2	that	that	PRON
bracis-19025	225	3	in	in	ADP
bracis-19025	225	4	mind	mind	NOUN
bracis-19025	225	5	,	,	PUNCT
bracis-19025	225	6	we	we	PRON
bracis-19025	225	7	ran	run	VERB
bracis-19025	225	8	another	another	DET
bracis-19025	225	9	test	test	NOUN
bracis-19025	225	10	of	of	ADP
bracis-19025	225	11	the	the	DET
bracis-19025	225	12	sharing	sharing	NOUN
bracis-19025	225	13	mechanism	mechanism	NOUN
bracis-19025	225	14	that	that	PRON
bracis-19025	225	15	restricts	restrict	VERB
bracis-19025	225	16	the	the	DET
bracis-19025	225	17	user	user	NOUN
bracis-19025	225	18	simulator	simulator	NOUN
bracis-19025	225	19	to	to	PART
bracis-19025	225	20	only	only	ADV
bracis-19025	225	21	generating	generate	VERB
bracis-19025	225	22	goals	goal	NOUN
bracis-19025	225	23	that	that	PRON
bracis-19025	225	24	contain	contain	VERB
bracis-19025	225	25	common	common	ADJ
bracis-19025	225	26	slots	slot	NOUN
bracis-19025	225	27	.	.	PUNCT
bracis-19025	226	1	therefore	therefore	ADV
bracis-19025	226	2	,	,	PUNCT
bracis-19025	226	3	the	the	DET
bracis-19025	226	4	generated	generate	VERB
bracis-19025	226	5	goals	goal	NOUN
bracis-19025	226	6	end	end	VERB
bracis-19025	226	7	up	up	ADP
bracis-19025	226	8	being	be	AUX
bracis-19025	226	9	more	more	ADV
bracis-19025	226	10	complex	complex	ADJ
bracis-19025	226	11	in	in	ADP
bracis-19025	226	12	general	general	ADJ
bracis-19025	226	13	than	than	ADP
bracis-19025	226	14	those	those	PRON
bracis-19025	226	15	generated	generate	VERB
bracis-19025	226	16	in	in	ADP
bracis-19025	226	17	the	the	DET
bracis-19025	226	18	first	first	ADJ
bracis-19025	226	19	test	test	NOUN
bracis-19025	226	20	.	.	PUNCT
bracis-19025	227	1	table	table	NOUN
bracis-19025	227	2	 	 	SPACE
bracis-19025	227	3	3	3	NUM
bracis-19025	227	4	shows	show	VERB
bracis-19025	227	5	the	the	DET
bracis-19025	227	6	results	result	NOUN
bracis-19025	227	7	.	.	PUNCT
bracis-19025	228	1	there	there	PRON
bracis-19025	228	2	is	be	VERB
bracis-19025	228	3	an	an	DET
bracis-19025	228	4	expected	expect	VERB
bracis-19025	228	5	significant	significant	ADJ
bracis-19025	228	6	decrease	decrease	NOUN
bracis-19025	228	7	in	in	ADP
bracis-19025	228	8	the	the	DET
bracis-19025	228	9	general	general	ADJ
bracis-19025	228	10	performance	performance	NOUN
bracis-19025	228	11	due	due	ADP
bracis-19025	228	12	to	to	ADP
bracis-19025	228	13	the	the	DET
bracis-19025	228	14	increase	increase	NOUN
bracis-19025	228	15	in	in	ADP
bracis-19025	228	16	user	user	NOUN
bracis-19025	228	17	goals	goal	NOUN
bracis-19025	228	18	complexity	complexity	NOUN
bracis-19025	228	19	.	.	PUNCT
bracis-19025	229	1	however	however	ADV
bracis-19025	229	2	,	,	PUNCT
bracis-19025	229	3	here	here	ADV
bracis-19025	229	4	we	we	PRON
bracis-19025	229	5	can	can	AUX
bracis-19025	229	6	clearly	clearly	ADV
bracis-19025	229	7	observe	observe	VERB
bracis-19025	229	8	the	the	DET
bracis-19025	229	9	great	great	ADJ
bracis-19025	229	10	advantage	advantage	NOUN
bracis-19025	229	11	of	of	ADP
bracis-19025	229	12	the	the	DET
bracis-19025	229	13	sharing	sharing	NOUN
bracis-19025	229	14	mechanism	mechanism	NOUN
bracis-19025	229	15	in	in	ADP
bracis-19025	229	16	this	this	DET
bracis-19025	229	17	setting	setting	NOUN
bracis-19025	229	18	.	.	PUNCT
bracis-19025	230	1	table	table	NOUN
bracis-19025	230	2	3	3	NUM
bracis-19025	230	3	.	.	PUNCT
bracis-19025	230	4	evaluation	evaluation	NOUN
bracis-19025	230	5	of	of	ADP
bracis-19025	230	6	the	the	DET
bracis-19025	230	7	use	use	NOUN
bracis-19025	230	8	of	of	ADP
bracis-19025	230	9	s2	s2	NOUN
bracis-19025	230	10	m	m	PROPN
bracis-19025	230	11	in	in	ADP
bracis-19025	230	12	the	the	DET
bracis-19025	230	13	rule	rule	NOUN
bracis-19025	230	14	policy	policy	NOUN
bracis-19025	230	15	and	and	CCONJ
bracis-19025	230	16	dcda	dcda	NOUN
bracis-19025	230	17	with	with	ADP
bracis-19025	230	18	the	the	DET
bracis-19025	230	19	goal	goal	NOUN
bracis-19025	230	20	generator	generator	NOUN
bracis-19025	230	21	generating	generating	NOUN
bracis-19025	230	22	slots	slot	NOUN
bracis-19025	230	23	with	with	ADP
bracis-19025	230	24	common	common	ADJ
bracis-19025	230	25	values	value	NOUN
bracis-19025	230	26	.	.	PUNCT
bracis-19025	231	1	best	good	ADJ
bracis-19025	231	2	results	result	NOUN
bracis-19025	231	3	are	be	AUX
bracis-19025	231	4	in	in	ADP
bracis-19025	231	5	bold.full	bold.full	NUM
bracis-19025	231	6	size	size	NOUN
bracis-19025	231	7	table	table	NOUN
bracis-19025	231	8	there	there	PRON
bracis-19025	231	9	is	be	VERB
bracis-19025	231	10	a	a	DET
bracis-19025	231	11	12.25	12.25	NUM
bracis-19025	231	12	%	%	NOUN
bracis-19025	231	13	and	and	CCONJ
bracis-19025	231	14	9.99	9.99	NUM
bracis-19025	231	15	%	%	NOUN
bracis-19025	231	16	success	success	NOUN
bracis-19025	231	17	rate	rate	NOUN
bracis-19025	231	18	difference	difference	NOUN
bracis-19025	231	19	with	with	ADP
bracis-19025	231	20	the	the	DET
bracis-19025	231	21	rule	rule	NOUN
bracis-19025	231	22	and	and	CCONJ
bracis-19025	231	23	dcda	dcda	NOUN
bracis-19025	231	24	policies	policy	NOUN
bracis-19025	231	25	,	,	PUNCT
bracis-19025	231	26	respectively	respectively	ADV
bracis-19025	231	27	.	.	PUNCT
bracis-19025	232	1	we	we	PRON
bracis-19025	232	2	also	also	ADV
bracis-19025	232	3	see	see	VERB
bracis-19025	232	4	a	a	DET
bracis-19025	232	5	bigger	big	ADJ
bracis-19025	232	6	impact	impact	NOUN
bracis-19025	232	7	on	on	ADP
bracis-19025	232	8	the	the	DET
bracis-19025	232	9	average	average	ADJ
bracis-19025	232	10	number	number	NOUN
bracis-19025	232	11	of	of	ADP
bracis-19025	232	12	turns	turn	NOUN
bracis-19025	232	13	.	.	PUNCT
bracis-19025	233	1	it	it	PRON
bracis-19025	233	2	affects	affect	VERB
bracis-19025	233	3	mostly	mostly	ADV
bracis-19025	233	4	the	the	DET
bracis-19025	233	5	successful	successful	ADJ
bracis-19025	233	6	dialogues	dialogue	NOUN
bracis-19025	233	7	because	because	SCONJ
bracis-19025	233	8	the	the	DET
bracis-19025	233	9	number	number	NOUN
bracis-19025	233	10	of	of	ADP
bracis-19025	233	11	turns	turn	NOUN
bracis-19025	233	12	is	be	AUX
bracis-19025	233	13	affected	affect	VERB
bracis-19025	233	14	only	only	ADV
bracis-19025	233	15	when	when	SCONJ
bracis-19025	233	16	the	the	DET
bracis-19025	233	17	transferred	transfer	VERB
bracis-19025	233	18	slots	slot	NOUN
bracis-19025	233	19	values	value	NOUN
bracis-19025	233	20	are	be	AUX
bracis-19025	233	21	correct	correct	ADJ
bracis-19025	233	22	–	–	PUNCT
bracis-19025	233	23	otherwise	otherwise	ADV
bracis-19025	233	24	the	the	DET
bracis-19025	233	25	user	user	NOUN
bracis-19025	233	26	would	would	AUX
bracis-19025	233	27	still	still	ADV
bracis-19025	233	28	need	need	VERB
bracis-19025	233	29	to	to	PART
bracis-19025	233	30	inform	inform	VERB
bracis-19025	233	31	these	these	DET
bracis-19025	233	32	slots	slot	NOUN
bracis-19025	233	33	–	–	PUNCT
bracis-19025	233	34	and	and	CCONJ
bracis-19025	233	35	chances	chance	NOUN
bracis-19025	233	36	of	of	ADP
bracis-19025	233	37	a	a	DET
bracis-19025	233	38	successful	successful	ADJ
bracis-19025	233	39	dialogue	dialogue	NOUN
bracis-19025	233	40	increase	increase	NOUN
bracis-19025	233	41	when	when	SCONJ
bracis-19025	233	42	it	it	PRON
bracis-19025	233	43	happens	happen	VERB
bracis-19025	233	44	.	.	PUNCT
bracis-19025	234	1	finally	finally	ADV
bracis-19025	234	2	,	,	PUNCT
bracis-19025	234	3	we	we	PRON
bracis-19025	234	4	also	also	ADV
bracis-19025	234	5	see	see	VERB
bracis-19025	234	6	a	a	DET
bracis-19025	234	7	better	well	ADJ
bracis-19025	234	8	precision	precision	NOUN
bracis-19025	234	9	,	,	PUNCT
bracis-19025	234	10	recall	recall	NOUN
bracis-19025	234	11	and	and	CCONJ
bracis-19025	234	12	f1	f1	NOUN
bracis-19025	234	13	-	-	PUNCT
bracis-19025	234	14	score	score	NOUN
bracis-19025	234	15	for	for	ADP
bracis-19025	234	16	the	the	DET
bracis-19025	234	17	agent	agent	NOUN
bracis-19025	234	18	with	with	ADP
bracis-19025	234	19	the	the	DET
bracis-19025	234	20	sharing	sharing	NOUN
bracis-19025	234	21	mechanism	mechanism	NOUN
bracis-19025	234	22	.	.	PUNCT
bracis-19025	235	1	since	since	SCONJ
bracis-19025	235	2	all	all	DET
bracis-19025	235	3	goals	goal	NOUN
bracis-19025	235	4	in	in	ADP
bracis-19025	235	5	this	this	DET
bracis-19025	235	6	tests	test	NOUN
bracis-19025	235	7	have	have	VERB
bracis-19025	235	8	at	at	ADV
bracis-19025	235	9	least	least	ADV
bracis-19025	235	10	one	one	NUM
bracis-19025	235	11	common	common	ADJ
bracis-19025	235	12	value	value	NOUN
bracis-19025	235	13	among	among	ADP
bracis-19025	235	14	the	the	DET
bracis-19025	235	15	slots	slot	NOUN
bracis-19025	235	16	,	,	PUNCT
bracis-19025	235	17	the	the	DET
bracis-19025	235	18	agent	agent	NOUN
bracis-19025	235	19	“	"	PUNCT
bracis-19025	235	20	guesses	guess	NOUN
bracis-19025	235	21	”	"	PUNCT
bracis-19025	235	22	are	be	AUX
bracis-19025	235	23	more	more	ADV
bracis-19025	235	24	likely	likely	ADJ
bracis-19025	235	25	to	to	PART
bracis-19025	235	26	be	be	AUX
bracis-19025	235	27	correct	correct	ADJ
bracis-19025	235	28	.	.	PUNCT
bracis-19025	236	1	fig	fig	NOUN
bracis-19025	236	2	.	.	PUNCT
bracis-19025	237	1	5	5	NUM
bracis-19025	237	2	.	.	NOUN
bracis-19025	237	3	example	example	NOUN
bracis-19025	237	4	of	of	ADP
bracis-19025	237	5	dialogue	dialogue	NOUN
bracis-19025	237	6	using	use	VERB
bracis-19025	237	7	the	the	DET
bracis-19025	237	8	slot	slot	NOUN
bracis-19025	237	9	sharing	sharing	NOUN
bracis-19025	237	10	mechanism	mechanism	NOUN
bracis-19025	237	11	,	,	PUNCT
bracis-19025	237	12	resulting	result	VERB
bracis-19025	237	13	in	in	ADP
bracis-19025	237	14	a	a	DET
bracis-19025	237	15	dialogue	dialogue	NOUN
bracis-19025	237	16	length	length	NOUN
bracis-19025	237	17	8	8	NUM
bracis-19025	237	18	.	.	PUNCT
bracis-19025	238	1	full	full	ADJ
bracis-19025	238	2	size	size	NOUN
bracis-19025	238	3	image	image	NOUN
bracis-19025	238	4	fig	fig	NOUN
bracis-19025	238	5	.	.	PUNCT
bracis-19025	239	1	6	6	NUM
bracis-19025	239	2	.	.	NOUN
bracis-19025	239	3	example	example	NOUN
bracis-19025	239	4	of	of	ADP
bracis-19025	239	5	dialogue	dialogue	NOUN
bracis-19025	239	6	that	that	PRON
bracis-19025	239	7	does	do	AUX
bracis-19025	239	8	not	not	PART
bracis-19025	239	9	use	use	VERB
bracis-19025	239	10	slot	slot	NOUN
bracis-19025	239	11	sharing	sharing	NOUN
bracis-19025	239	12	mechanism	mechanism	NOUN
bracis-19025	239	13	,	,	PUNCT
bracis-19025	239	14	resulting	result	VERB
bracis-19025	239	15	in	in	ADP
bracis-19025	239	16	a	a	DET
bracis-19025	239	17	dialogue	dialogue	NOUN
bracis-19025	239	18	length	length	NOUN
bracis-19025	239	19	11	11	NUM
bracis-19025	239	20	.	.	PUNCT
bracis-19025	240	1	full	full	ADJ
bracis-19025	240	2	size	size	NOUN
bracis-19025	240	3	image	image	NOUN
bracis-19025	240	4	figures	figure	NOUN
bracis-19025	240	5	 	 	SPACE
bracis-19025	240	6	5	5	NUM
bracis-19025	240	7	and	and	CCONJ
bracis-19025	240	8	6	6	NUM
bracis-19025	240	9	show	show	VERB
bracis-19025	240	10	examples	example	NOUN
bracis-19025	240	11	of	of	ADP
bracis-19025	240	12	system	system	NOUN
bracis-19025	240	13	generated	generate	VERB
bracis-19025	240	14	dialogues	dialogue	NOUN
bracis-19025	240	15	using	use	VERB
bracis-19025	240	16	and	and	CCONJ
bracis-19025	240	17	not	not	PART
bracis-19025	240	18	using	use	VERB
bracis-19025	240	19	the	the	DET
bracis-19025	240	20	slot	slot	NOUN
bracis-19025	240	21	sharing	sharing	NOUN
bracis-19025	240	22	mechanism	mechanism	NOUN
bracis-19025	240	23	,	,	PUNCT
bracis-19025	240	24	respectively	respectively	ADV
bracis-19025	240	25	.	.	PUNCT
bracis-19025	241	1	observe	observe	VERB
bracis-19025	241	2	that	that	SCONJ
bracis-19025	241	3	when	when	SCONJ
bracis-19025	241	4	the	the	DET
bracis-19025	241	5	domain	domain	NOUN
bracis-19025	241	6	switched	switch	VERB
bracis-19025	241	7	to	to	ADP
bracis-19025	241	8	the	the	DET
bracis-19025	241	9	hotel	hotel	NOUN
bracis-19025	241	10	domain	domain	NOUN
bracis-19025	241	11	,	,	PUNCT
bracis-19025	241	12	the	the	DET
bracis-19025	241	13	agent	agent	NOUN
bracis-19025	241	14	in	in	ADP
bracis-19025	241	15	fig	fig	NOUN
bracis-19025	241	16	.	.	PUNCT
bracis-19025	241	17	 	 	SPACE
bracis-19025	242	1	5	5	NUM
bracis-19025	242	2	asked	ask	VERB
bracis-19025	242	3	for	for	ADP
bracis-19025	242	4	confirmation	confirmation	NOUN
bracis-19025	242	5	if	if	SCONJ
bracis-19025	242	6	the	the	DET
bracis-19025	242	7	price	price	NOUN
bracis-19025	242	8	is	be	AUX
bracis-19025	242	9	moderate	moderate	ADJ
bracis-19025	242	10	and	and	CCONJ
bracis-19025	242	11	area	area	NOUN
bracis-19025	242	12	is	be	AUX
bracis-19025	242	13	north	north	ADJ
bracis-19025	242	14	and	and	CCONJ
bracis-19025	242	15	recommended	recommend	VERB
bracis-19025	242	16	a	a	DET
bracis-19025	242	17	hotel	hotel	NOUN
bracis-19025	242	18	with	with	ADP
bracis-19025	242	19	these	these	DET
bracis-19025	242	20	constraints	constraint	NOUN
bracis-19025	242	21	.	.	PUNCT
bracis-19025	243	1	in	in	ADP
bracis-19025	243	2	natural	natural	ADJ
bracis-19025	243	3	language	language	NOUN
bracis-19025	243	4	we	we	PRON
bracis-19025	243	5	could	could	AUX
bracis-19025	243	6	think	think	VERB
bracis-19025	243	7	in	in	ADP
bracis-19025	243	8	this	this	DET
bracis-19025	243	9	dialogue	dialogue	NOUN
bracis-19025	243	10	act	act	NOUN
bracis-19025	243	11	as	as	ADP
bracis-19025	243	12	:	:	PUNCT
bracis-19025	243	13	“	"	PUNCT
bracis-19025	243	14	do	do	AUX
bracis-19025	243	15	you	you	PRON
bracis-19025	243	16	want	want	VERB
bracis-19025	243	17	a	a	DET
bracis-19025	243	18	hotel	hotel	NOUN
bracis-19025	243	19	in	in	ADP
bracis-19025	243	20	north	north	NOUN
bracis-19025	243	21	with	with	ADP
bracis-19025	243	22	a	a	DET
bracis-19025	243	23	moderate	moderate	ADJ
bracis-19025	243	24	price	price	NOUN
bracis-19025	243	25	,	,	PUNCT
bracis-19025	243	26	right	right	ADJ
bracis-19025	243	27	?	?	PUNCT
bracis-19025	244	1	there	there	PRON
bracis-19025	244	2	is	be	VERB
bracis-19025	244	3	the	the	DET
bracis-19025	244	4	hotel	hotel	NOUN
bracis-19025	244	5	limehouse	limehouse	NOUN
bracis-19025	244	6	”	"	PUNCT
bracis-19025	244	7	.	.	PUNCT
bracis-19025	245	1	in	in	ADP
bracis-19025	245	2	this	this	DET
bracis-19025	245	3	way	way	NOUN
bracis-19025	245	4	,	,	PUNCT
bracis-19025	245	5	the	the	DET
bracis-19025	245	6	user	user	NOUN
bracis-19025	245	7	did	do	AUX
bracis-19025	245	8	not	not	PART
bracis-19025	245	9	need	need	VERB
bracis-19025	245	10	to	to	PART
bracis-19025	245	11	inform	inform	VERB
bracis-19025	245	12	these	these	DET
bracis-19025	245	13	slots	slot	NOUN
bracis-19025	245	14	again	again	ADV
bracis-19025	245	15	,	,	PUNCT
bracis-19025	245	16	saving	save	VERB
bracis-19025	245	17	some	some	DET
bracis-19025	245	18	turns	turn	NOUN
bracis-19025	245	19	until	until	ADP
bracis-19025	245	20	task	task	NOUN
bracis-19025	245	21	completion	completion	NOUN
bracis-19025	245	22	.	.	PUNCT
bracis-19025	246	1	while	while	SCONJ
bracis-19025	246	2	in	in	ADP
bracis-19025	246	3	fig	fig	NOUN
bracis-19025	246	4	.	.	PUNCT
bracis-19025	246	5	 	 	SPACE
bracis-19025	246	6	6	6	NUM
bracis-19025	246	7	the	the	DET
bracis-19025	246	8	agent	agent	NOUN
bracis-19025	246	9	needed	need	VERB
bracis-19025	246	10	to	to	PART
bracis-19025	246	11	ask	ask	VERB
bracis-19025	246	12	again	again	ADV
bracis-19025	246	13	the	the	DET
bracis-19025	246	14	area	area	NOUN
bracis-19025	246	15	and	and	CCONJ
bracis-19025	246	16	price	price	NOUN
bracis-19025	246	17	for	for	ADP
bracis-19025	246	18	the	the	DET
bracis-19025	246	19	user	user	NOUN
bracis-19025	246	20	,	,	PUNCT
bracis-19025	246	21	resulting	result	VERB
bracis-19025	246	22	in	in	ADP
bracis-19025	246	23	a	a	DET
bracis-19025	246	24	redundant	redundant	ADJ
bracis-19025	246	25	dialogue	dialogue	NOUN
bracis-19025	246	26	which	which	PRON
bracis-19025	246	27	takes	take	VERB
bracis-19025	246	28	more	more	ADJ
bracis-19025	246	29	turns	turn	NOUN
bracis-19025	246	30	to	to	PART
bracis-19025	246	31	be	be	AUX
bracis-19025	246	32	completed	complete	VERB
bracis-19025	246	33	(	(	PUNCT
bracis-19025	246	34	11	11	NUM
bracis-19025	246	35	turns	turn	VERB
bracis-19025	246	36	against	against	ADP
bracis-19025	246	37	8	8	NUM
bracis-19025	246	38	turns	turn	NOUN
bracis-19025	246	39	)	)	PUNCT
bracis-19025	246	40	.	.	PUNCT
bracis-19025	247	1	one	one	NUM
bracis-19025	247	2	drawback	drawback	NOUN
bracis-19025	247	3	for	for	ADP
bracis-19025	247	4	the	the	DET
bracis-19025	247	5	dcda	dcda	NOUN
bracis-19025	247	6	-	-	PUNCT
bracis-19025	247	7	s2	s2	NOUN
bracis-19025	247	8	m	m	VERB
bracis-19025	247	9	is	be	AUX
bracis-19025	247	10	the	the	DET
bracis-19025	247	11	training	training	NOUN
bracis-19025	247	12	time	time	NOUN
bracis-19025	247	13	required	require	VERB
bracis-19025	247	14	for	for	ADP
bracis-19025	247	15	training	train	VERB
bracis-19025	247	16	all	all	DET
bracis-19025	247	17	the	the	DET
bracis-19025	247	18	agents	agent	NOUN
bracis-19025	247	19	.	.	PUNCT
bracis-19025	248	1	table	table	NOUN
bracis-19025	248	2	 	 	SPACE
bracis-19025	248	3	4	4	NUM
bracis-19025	248	4	shows	show	VERB
bracis-19025	248	5	the	the	DET
bracis-19025	248	6	average	average	ADJ
bracis-19025	248	7	training	training	NOUN
bracis-19025	248	8	time	time	NOUN
bracis-19025	248	9	for	for	ADP
bracis-19025	248	10	each	each	DET
bracis-19025	248	11	agent	agent	NOUN
bracis-19025	248	12	.	.	PUNCT
bracis-19025	249	1	as	as	SCONJ
bracis-19025	249	2	we	we	PRON
bracis-19025	249	3	can	can	AUX
bracis-19025	249	4	see	see	VERB
bracis-19025	249	5	,	,	PUNCT
bracis-19025	249	6	the	the	DET
bracis-19025	249	7	total	total	ADJ
bracis-19025	249	8	amount	amount	NOUN
bracis-19025	249	9	of	of	ADP
bracis-19025	249	10	time	time	NOUN
bracis-19025	249	11	required	require	VERB
bracis-19025	249	12	to	to	PART
bracis-19025	249	13	train	train	VERB
bracis-19025	249	14	all	all	DET
bracis-19025	249	15	seven	seven	NUM
bracis-19025	249	16	agents	agent	NOUN
bracis-19025	249	17	is	be	AUX
bracis-19025	249	18	291.29	291.29	NUM
bracis-19025	249	19	minutes	minute	NOUN
bracis-19025	249	20	,	,	PUNCT
bracis-19025	249	21	which	which	PRON
bracis-19025	249	22	is	be	AUX
bracis-19025	249	23	approximately	approximately	ADV
bracis-19025	249	24	16	16	NUM
bracis-19025	249	25	%	%	NOUN
bracis-19025	249	26	more	more	ADJ
bracis-19025	249	27	than	than	ADP
bracis-19025	249	28	centralized	centralized	ADJ
bracis-19025	249	29	system	system	NOUN
bracis-19025	249	30	training	training	NOUN
bracis-19025	249	31	.	.	PUNCT
bracis-19025	250	1	however	however	ADV
bracis-19025	250	2	,	,	PUNCT
bracis-19025	250	3	it	it	PRON
bracis-19025	250	4	is	be	AUX
bracis-19025	250	5	worth	worth	ADJ
bracis-19025	250	6	noting	note	VERB
bracis-19025	250	7	that	that	SCONJ
bracis-19025	250	8	agents	agent	NOUN
bracis-19025	250	9	could	could	AUX
bracis-19025	250	10	be	be	AUX
bracis-19025	250	11	trained	train	VERB
bracis-19025	250	12	in	in	ADP
bracis-19025	250	13	parallel	parallel	NOUN
bracis-19025	250	14	,	,	PUNCT
bracis-19025	250	15	which	which	PRON
bracis-19025	250	16	would	would	AUX
bracis-19025	250	17	require	require	VERB
bracis-19025	250	18	greater	great	ADJ
bracis-19025	250	19	computational	computational	ADJ
bracis-19025	250	20	power	power	NOUN
bracis-19025	250	21	.	.	PUNCT
bracis-19025	251	1	table	table	NOUN
bracis-19025	251	2	4	4	NUM
bracis-19025	251	3	.	.	PUNCT
bracis-19025	251	4	training	training	NOUN
bracis-19025	251	5	time	time	NOUN
bracis-19025	251	6	in	in	ADP
bracis-19025	251	7	minutes	minute	NOUN
bracis-19025	251	8	for	for	ADP
bracis-19025	251	9	each	each	DET
bracis-19025	251	10	agent.full	agent.full	NOUN
bracis-19025	251	11	size	size	NOUN
bracis-19025	251	12	table	table	NOUN
bracis-19025	251	13	5	5	NUM
bracis-19025	251	14	conclusions	conclusion	NOUN
bracis-19025	251	15	in	in	ADP
bracis-19025	251	16	this	this	DET
bracis-19025	251	17	work	work	NOUN
bracis-19025	251	18	we	we	PRON
bracis-19025	251	19	show	show	VERB
bracis-19025	251	20	that	that	SCONJ
bracis-19025	251	21	the	the	DET
bracis-19025	251	22	use	use	NOUN
bracis-19025	251	23	of	of	ADP
bracis-19025	251	24	a	a	DET
bracis-19025	251	25	distributed	distribute	VERB
bracis-19025	251	26	architecture	architecture	NOUN
bracis-19025	251	27	,	,	PUNCT
bracis-19025	251	28	with	with	ADP
bracis-19025	251	29	multiple	multiple	ADJ
bracis-19025	251	30	agents	agent	NOUN
bracis-19025	251	31	trained	train	VERB
bracis-19025	251	32	separately	separately	ADV
bracis-19025	251	33	for	for	ADP
bracis-19025	251	34	each	each	DET
bracis-19025	251	35	domain	domain	NOUN
bracis-19025	251	36	,	,	PUNCT
bracis-19025	251	37	can	can	AUX
bracis-19025	251	38	leverage	leverage	VERB
bracis-19025	251	39	the	the	DET
bracis-19025	251	40	system	system	NOUN
bracis-19025	251	41	performance	performance	NOUN
bracis-19025	251	42	compared	compare	VERB
bracis-19025	251	43	to	to	ADP
bracis-19025	251	44	the	the	DET
bracis-19025	251	45	same	same	ADJ
bracis-19025	251	46	algorithm	algorithm	NOUN
bracis-19025	251	47	used	use	VERB
bracis-19025	251	48	to	to	PART
bracis-19025	251	49	train	train	VERB
bracis-19025	251	50	a	a	DET
bracis-19025	251	51	single	single	ADJ
bracis-19025	251	52	agent	agent	NOUN
bracis-19025	251	53	for	for	ADP
bracis-19025	251	54	all	all	DET
bracis-19025	251	55	domains	domain	NOUN
bracis-19025	251	56	at	at	ADP
bracis-19025	251	57	once	once	ADV
bracis-19025	251	58	.	.	PUNCT
bracis-19025	252	1	this	this	PRON
bracis-19025	252	2	is	be	AUX
bracis-19025	252	3	because	because	SCONJ
bracis-19025	252	4	each	each	DET
bracis-19025	252	5	agent	agent	NOUN
bracis-19025	252	6	can	can	AUX
bracis-19025	252	7	specialize	specialize	VERB
bracis-19025	252	8	in	in	ADP
bracis-19025	252	9	solving	solve	VERB
bracis-19025	252	10	its	its	PRON
bracis-19025	252	11	own	own	ADJ
bracis-19025	252	12	problem	problem	NOUN
bracis-19025	252	13	well	well	ADV
bracis-19025	252	14	,	,	PUNCT
bracis-19025	252	15	which	which	PRON
bracis-19025	252	16	is	be	AUX
bracis-19025	252	17	much	much	ADV
bracis-19025	252	18	simpler	simple	ADJ
bracis-19025	252	19	than	than	ADP
bracis-19025	252	20	solving	solve	VERB
bracis-19025	252	21	tasks	task	NOUN
bracis-19025	252	22	well	well	ADV
bracis-19025	252	23	in	in	ADP
bracis-19025	252	24	all	all	DET
bracis-19025	252	25	domains	domain	NOUN
bracis-19025	252	26	,	,	PUNCT
bracis-19025	252	27	as	as	ADP
bracis-19025	252	28	with	with	ADP
bracis-19025	252	29	the	the	DET
bracis-19025	252	30	centralized	centralized	ADJ
bracis-19025	252	31	approach	approach	NOUN
bracis-19025	252	32	in	in	ADP
bracis-19025	252	33	a	a	DET
bracis-19025	252	34	single	single	ADJ
bracis-19025	252	35	agent	agent	NOUN
bracis-19025	252	36	.	.	PUNCT
bracis-19025	253	1	furthermore	furthermore	ADV
bracis-19025	253	2	,	,	PUNCT
bracis-19025	253	3	distributed	distribute	VERB
bracis-19025	253	4	systems	system	NOUN
bracis-19025	253	5	can	can	AUX
bracis-19025	253	6	add	add	VERB
bracis-19025	253	7	new	new	ADJ
bracis-19025	253	8	domains	domain	NOUN
bracis-19025	253	9	without	without	ADP
bracis-19025	253	10	the	the	DET
bracis-19025	253	11	need	need	NOUN
bracis-19025	253	12	to	to	PART
bracis-19025	253	13	retrain	retrain	VERB
bracis-19025	253	14	the	the	DET
bracis-19025	253	15	entire	entire	ADJ
bracis-19025	253	16	system	system	NOUN
bracis-19025	253	17	.	.	PUNCT
bracis-19025	254	1	the	the	DET
bracis-19025	254	2	use	use	NOUN
bracis-19025	254	3	of	of	ADP
bracis-19025	254	4	the	the	DET
bracis-19025	254	5	slot	slot	NOUN
bracis-19025	254	6	sharing	sharing	NOUN
bracis-19025	254	7	mechanism	mechanism	NOUN
bracis-19025	254	8	also	also	ADV
bracis-19025	254	9	proved	prove	VERB
bracis-19025	254	10	to	to	PART
bracis-19025	254	11	enhance	enhance	VERB
bracis-19025	254	12	system	system	NOUN
bracis-19025	254	13	performance	performance	NOUN
bracis-19025	254	14	,	,	PUNCT
bracis-19025	254	15	especially	especially	ADV
bracis-19025	254	16	for	for	ADP
bracis-19025	254	17	tasks	task	NOUN
bracis-19025	254	18	where	where	SCONJ
bracis-19025	254	19	the	the	DET
bracis-19025	254	20	goal	goal	NOUN
bracis-19025	254	21	has	have	VERB
bracis-19025	254	22	some	some	DET
bracis-19025	254	23	common	common	ADJ
bracis-19025	254	24	slot	slot	NOUN
bracis-19025	254	25	across	across	ADP
bracis-19025	254	26	domains	domain	NOUN
bracis-19025	254	27	.	.	PUNCT
bracis-19025	255	1	besides	besides	SCONJ
bracis-19025	255	2	improving	improve	VERB
bracis-19025	255	3	the	the	DET
bracis-19025	255	4	system	system	NOUN
bracis-19025	255	5	’s	’s	PART
bracis-19025	255	6	success	success	NOUN
bracis-19025	255	7	rate	rate	NOUN
bracis-19025	255	8	,	,	PUNCT
bracis-19025	255	9	it	it	PRON
bracis-19025	255	10	also	also	ADV
bracis-19025	255	11	decreases	decrease	VERB
bracis-19025	255	12	the	the	DET
bracis-19025	255	13	average	average	ADJ
bracis-19025	255	14	number	number	NOUN
bracis-19025	255	15	of	of	ADP
bracis-19025	255	16	turns	turn	NOUN
bracis-19025	255	17	,	,	PUNCT
bracis-19025	255	18	showing	show	VERB
bracis-19025	255	19	that	that	SCONJ
bracis-19025	255	20	the	the	DET
bracis-19025	255	21	system	system	NOUN
bracis-19025	255	22	avoided	avoid	VERB
bracis-19025	255	23	asking	ask	VERB
bracis-19025	255	24	for	for	ADP
bracis-19025	255	25	redundant	redundant	ADJ
bracis-19025	255	26	information	information	NOUN
bracis-19025	255	27	.	.	PUNCT
bracis-19025	256	1	a	a	DET
bracis-19025	256	2	major	major	ADJ
bracis-19025	256	3	disadvantage	disadvantage	NOUN
bracis-19025	256	4	of	of	ADP
bracis-19025	256	5	dcda	dcda	NOUN
bracis-19025	256	6	-	-	PUNCT
bracis-19025	256	7	s2	s2	NOUN
bracis-19025	256	8	m	m	VERB
bracis-19025	256	9	is	be	AUX
bracis-19025	256	10	the	the	DET
bracis-19025	256	11	need	need	NOUN
bracis-19025	256	12	to	to	PART
bracis-19025	256	13	train	train	VERB
bracis-19025	256	14	several	several	ADJ
bracis-19025	256	15	agents	agent	NOUN
bracis-19025	256	16	separately	separately	ADV
bracis-19025	256	17	and	and	CCONJ
bracis-19025	256	18	this	this	PRON
bracis-19025	256	19	can	can	AUX
bracis-19025	256	20	be	be	AUX
bracis-19025	256	21	time	time	NOUN
bracis-19025	256	22	and	and	CCONJ
bracis-19025	256	23	energy	energy	NOUN
bracis-19025	256	24	consuming	consuming	NOUN
bracis-19025	256	25	.	.	PUNCT
bracis-19025	257	1	in	in	ADP
bracis-19025	257	2	this	this	DET
bracis-19025	257	3	sense	sense	NOUN
bracis-19025	257	4	,	,	PUNCT
bracis-19025	257	5	for	for	ADP
bracis-19025	257	6	future	future	ADJ
bracis-19025	257	7	work	work	NOUN
bracis-19025	257	8	we	we	PRON
bracis-19025	257	9	intend	intend	VERB
bracis-19025	257	10	to	to	PART
bracis-19025	257	11	explore	explore	VERB
bracis-19025	257	12	transfer	transfer	NOUN
bracis-19025	257	13	learning	learn	VERB
bracis-19025	257	14	techniques	technique	NOUN
bracis-19025	257	15	in	in	ADP
bracis-19025	257	16	reinforcement	reinforcement	NOUN
bracis-19025	257	17	learning	learning	NOUN
bracis-19025	257	18	to	to	PART
bracis-19025	257	19	accelerate	accelerate	VERB
bracis-19025	257	20	the	the	DET
bracis-19025	257	21	training	training	NOUN
bracis-19025	257	22	of	of	ADP
bracis-19025	257	23	new	new	ADJ
bracis-19025	257	24	agents	agent	NOUN
bracis-19025	257	25	.	.	PUNCT
bracis-19025	258	1	notes	note	VERB
bracis-19025	258	2	1.multiwoz	1.multiwoz	NUM
bracis-19025	258	3	is	be	AUX
bracis-19025	258	4	a	a	DET
bracis-19025	258	5	fully	fully	ADV
bracis-19025	258	6	-	-	PUNCT
bracis-19025	258	7	labeled	label	VERB
bracis-19025	258	8	collection	collection	NOUN
bracis-19025	258	9	of	of	ADP
bracis-19025	258	10	human	human	ADJ
bracis-19025	258	11	-	-	PUNCT
bracis-19025	258	12	human	human	ADJ
bracis-19025	258	13	written	write	VERB
bracis-19025	258	14	conversations	conversation	NOUN
bracis-19025	258	15	spanning	span	VERB
bracis-19025	258	16	over	over	ADP
bracis-19025	258	17	multiple	multiple	ADJ
bracis-19025	258	18	domains	domain	NOUN
bracis-19025	258	19	and	and	CCONJ
bracis-19025	258	20	topics	topic	NOUN
bracis-19025	258	21	–	–	PUNCT
bracis-19025	258	22	https://github.com/budzianowski/multiwoz	https://github.com/budzianowski/multiwoz	ADJ
bracis-19025	258	23	.	.	PUNCT
bracis-19025	259	1	2.https://github.com/thu-coai/convlab-2	2.https://github.com/thu-coai/convlab-2	X
bracis-19025	259	2	.	.	PUNCT
bracis-19025	260	1	references	reference	NOUN
bracis-19025	260	2	ahmed	ahmed	PROPN
bracis-19025	260	3	,	,	PUNCT
bracis-19025	260	4	a.	a.	NOUN
bracis-19025	260	5	,	,	PUNCT
bracis-19025	260	6	shervashidze	shervashidze	NOUN
bracis-19025	260	7	,	,	PUNCT
bracis-19025	260	8	n.	n.	NOUN
bracis-19025	260	9	,	,	PUNCT
bracis-19025	260	10	narayanamurthy	narayanamurthy	PROPN
bracis-19025	260	11	,	,	PUNCT
bracis-19025	260	12	s.	s.	PROPN
bracis-19025	260	13	,	,	PUNCT
bracis-19025	260	14	josifovski	josifovski	PROPN
bracis-19025	260	15	,	,	PUNCT
bracis-19025	260	16	v.	v.	PROPN
bracis-19025	260	17	,	,	PUNCT
bracis-19025	260	18	smola	smola	PROPN
bracis-19025	260	19	,	,	PUNCT
bracis-19025	260	20	a.j	a.j	PROPN
bracis-19025	260	21	.	.	PROPN
bracis-19025	260	22	:	:	PUNCT
bracis-19025	261	1	distributed	distribute	VERB
bracis-19025	261	2	large	large	ADJ
bracis-19025	261	3	-	-	PUNCT
bracis-19025	261	4	scale	scale	NOUN
bracis-19025	261	5	natural	natural	ADJ
bracis-19025	261	6	graph	graph	NOUN
bracis-19025	261	7	factorization	factorization	NOUN
bracis-19025	261	8	.	.	PUNCT
bracis-19025	262	1	in	in	ADP
bracis-19025	262	2	:	:	PUNCT
bracis-19025	262	3	proceedings	proceeding	NOUN
bracis-19025	262	4	of	of	ADP
bracis-19025	262	5	the	the	DET
bracis-19025	262	6	22nd	22nd	ADJ
bracis-19025	262	7	international	international	ADJ
bracis-19025	262	8	conference	conference	NOUN
bracis-19025	262	9	on	on	ADP
bracis-19025	262	10	world	world	NOUN
bracis-19025	262	11	wide	wide	ADJ
bracis-19025	262	12	web	web	NOUN
bracis-19025	262	13	,	,	PUNCT
bracis-19025	262	14	pp	pp	ADJ
bracis-19025	262	15	.	.	PUNCT
bracis-19025	263	1	37–48	37–48	NUM
bracis-19025	263	2	(	(	PUNCT
bracis-19025	263	3	2013	2013	NUM
bracis-19025	263	4	)	)	PUNCT
bracis-19025	263	5	google	google	PROPN
bracis-19025	263	6	scholar	scholar	NOUN
bracis-19025	263	7	  	  	SPACE
bracis-19025	263	8	bordes	borde	NOUN
bracis-19025	263	9	,	,	PUNCT
bracis-19025	263	10	a.	a.	PROPN
bracis-19025	263	11	,	,	PUNCT
bracis-19025	263	12	weston	weston	PROPN
bracis-19025	263	13	,	,	PUNCT
bracis-19025	263	14	j.	j.	PROPN
bracis-19025	263	15	:	:	PUNCT
bracis-19025	263	16	learning	learn	VERB
bracis-19025	263	17	end	end	NOUN
bracis-19025	263	18	-	-	PUNCT
bracis-19025	263	19	to	to	ADP
bracis-19025	263	20	-	-	PUNCT
bracis-19025	263	21	end	end	NOUN
bracis-19025	263	22	goal	goal	NOUN
bracis-19025	263	23	-	-	PUNCT
bracis-19025	263	24	oriented	orient	VERB
bracis-19025	263	25	dialog	dialog	NOUN
bracis-19025	263	26	.	.	PUNCT
bracis-19025	264	1	in	in	ADP
bracis-19025	264	2	:	:	PUNCT
bracis-19025	264	3	2017	2017	NUM
bracis-19025	264	4	international	international	ADJ
bracis-19025	264	5	conference	conference	NOUN
bracis-19025	264	6	on	on	ADP
bracis-19025	264	7	learning	learn	VERB
bracis-19025	264	8	representations	representation	NOUN
bracis-19025	264	9	(	(	PUNCT
bracis-19025	264	10	iclr	iclr	NOUN
bracis-19025	264	11	)	)	PUNCT
bracis-19025	264	12	(	(	PUNCT
bracis-19025	264	13	2017	2017	NUM
bracis-19025	264	14	)	)	PUNCT
bracis-19025	264	15	google	google	PROPN
bracis-19025	264	16	scholar	scholar	NOUN
bracis-19025	264	17	  	  	SPACE
bracis-19025	264	18	chen	chen	PROPN
bracis-19025	264	19	,	,	PUNCT
bracis-19025	264	20	l.	l.	PROPN
bracis-19025	264	21	,	,	PUNCT
bracis-19025	264	22	chen	chen	PROPN
bracis-19025	264	23	,	,	PUNCT
bracis-19025	264	24	z.	z.	PROPN
bracis-19025	264	25	,	,	PUNCT
bracis-19025	264	26	tan	tan	PROPN
bracis-19025	264	27	,	,	PUNCT
bracis-19025	264	28	b.	b.	PROPN
bracis-19025	264	29	,	,	PUNCT
bracis-19025	264	30	long	long	ADV
bracis-19025	264	31	,	,	PUNCT
bracis-19025	264	32	s.	s.	PROPN
bracis-19025	264	33	,	,	PUNCT
bracis-19025	264	34	gasic	gasic	NOUN
bracis-19025	264	35	,	,	PUNCT
bracis-19025	264	36	m.	m.	NOUN
bracis-19025	264	37	,	,	PUNCT
bracis-19025	264	38	yu	yu	PROPN
bracis-19025	264	39	,	,	PUNCT
bracis-19025	264	40	k.	k.	PROPN
bracis-19025	264	41	:	:	PUNCT
bracis-19025	264	42	agentgraph	agentgraph	NOUN
bracis-19025	264	43	:	:	PUNCT
bracis-19025	264	44	towards	towards	ADP
bracis-19025	264	45	universal	universal	ADJ
bracis-19025	264	46	dialogue	dialogue	NOUN
bracis-19025	264	47	management	management	NOUN
bracis-19025	264	48	with	with	ADP
bracis-19025	264	49	structured	structured	ADJ
bracis-19025	264	50	deep	deep	ADJ
bracis-19025	264	51	reinforcement	reinforcement	NOUN
bracis-19025	264	52	learning	learning	NOUN
bracis-19025	264	53	.	.	PUNCT
bracis-19025	265	1	arxiv	arxiv	NOUN
bracis-19025	265	2	:	:	PUNCT
bracis-19025	265	3	abs/1905.11259	abs/1905.11259	NOUN
bracis-19025	265	4	(	(	PUNCT
bracis-19025	265	5	2019	2019	NUM
bracis-19025	265	6	)	)	PUNCT
bracis-19025	265	7	cuayáhuitl	cuayáhuitl	PROPN
bracis-19025	265	8	,	,	PUNCT
bracis-19025	265	9	h.	h.	PROPN
bracis-19025	265	10	,	,	PUNCT
bracis-19025	265	11	yu	yu	PROPN
bracis-19025	265	12	,	,	PUNCT
bracis-19025	265	13	s.	s.	PROPN
bracis-19025	265	14	,	,	PUNCT
bracis-19025	265	15	williamson	williamson	PROPN
bracis-19025	265	16	,	,	PUNCT
bracis-19025	265	17	a.	a.	PROPN
bracis-19025	265	18	,	,	PUNCT
bracis-19025	265	19	carse	carse	PROPN
bracis-19025	265	20	,	,	PUNCT
bracis-19025	265	21	j.	j.	PROPN
bracis-19025	265	22	:	:	PUNCT
bracis-19025	265	23	scaling	scale	VERB
bracis-19025	265	24	up	up	ADP
bracis-19025	265	25	deep	deep	ADJ
bracis-19025	265	26	reinforcement	reinforcement	NOUN
bracis-19025	265	27	learning	learning	NOUN
bracis-19025	265	28	for	for	ADP
bracis-19025	265	29	multi	multi	ADJ
bracis-19025	265	30	-	-	ADJ
bracis-19025	265	31	domain	domain	ADJ
bracis-19025	265	32	dialogue	dialogue	NOUN
bracis-19025	265	33	systems	system	NOUN
bracis-19025	265	34	.	.	PUNCT
bracis-19025	266	1	in	in	ADP
bracis-19025	266	2	:	:	PUNCT
bracis-19025	266	3	2017	2017	NUM
bracis-19025	266	4	international	international	ADJ
bracis-19025	266	5	joint	joint	ADJ
bracis-19025	266	6	conference	conference	NOUN
bracis-19025	266	7	on	on	ADP
bracis-19025	266	8	neural	neural	ADJ
bracis-19025	266	9	networks	network	NOUN
bracis-19025	266	10	(	(	PUNCT
bracis-19025	266	11	ijcnn	ijcnn	PROPN
bracis-19025	266	12	)	)	PUNCT
bracis-19025	266	13	,	,	PUNCT
bracis-19025	266	14	pp	pp	ADP
bracis-19025	266	15	.	.	PUNCT
bracis-19025	267	1	3339–3346	3339–3346	NUM
bracis-19025	267	2	(	(	PUNCT
bracis-19025	267	3	2017	2017	NUM
bracis-19025	267	4	)	)	PUNCT
bracis-19025	267	5	google	google	PROPN
bracis-19025	267	6	scholar	scholar	NOUN
bracis-19025	267	7	  	  	SPACE
bracis-19025	267	8	dai	dai	PROPN
bracis-19025	267	9	,	,	PUNCT
bracis-19025	267	10	y.	y.	PROPN
bracis-19025	267	11	,	,	PUNCT
bracis-19025	267	12	yu	yu	PROPN
bracis-19025	267	13	,	,	PUNCT
bracis-19025	267	14	h.	h.	PROPN
bracis-19025	267	15	,	,	PUNCT
bracis-19025	267	16	jiang	jiang	PROPN
bracis-19025	267	17	,	,	PUNCT
bracis-19025	267	18	y.	y.	PROPN
bracis-19025	267	19	,	,	PUNCT
bracis-19025	267	20	tang	tang	PROPN
bracis-19025	267	21	,	,	PUNCT
bracis-19025	267	22	c.	c.	PROPN
bracis-19025	267	23	,	,	PUNCT
bracis-19025	267	24	li	li	PROPN
bracis-19025	267	25	,	,	PUNCT
bracis-19025	267	26	y.	y.	PROPN
bracis-19025	267	27	,	,	PUNCT
bracis-19025	267	28	sun	sun	PROPN
bracis-19025	267	29	,	,	PUNCT
bracis-19025	267	30	j.	j.	PROPN
bracis-19025	267	31	:	:	PUNCT
bracis-19025	267	32	a	a	DET
bracis-19025	267	33	survey	survey	NOUN
bracis-19025	267	34	on	on	ADP
bracis-19025	267	35	dialog	dialog	NOUN
bracis-19025	267	36	management	management	NOUN
bracis-19025	267	37	:	:	PUNCT
bracis-19025	267	38	recent	recent	ADJ
bracis-19025	267	39	advances	advance	NOUN
bracis-19025	267	40	and	and	CCONJ
bracis-19025	267	41	challenges	challenge	NOUN
bracis-19025	267	42	.	.	PUNCT
bracis-19025	268	1	arxiv	arxiv	NOUN
bracis-19025	268	2	:	:	PUNCT
bracis-19025	268	3	abs/2005.02233	abs/2005.02233	X
bracis-19025	268	4	(	(	PUNCT
bracis-19025	268	5	2020	2020	NUM
bracis-19025	268	6	)	)	PUNCT
bracis-19025	268	7	gao	gao	PROPN
bracis-19025	268	8	,	,	PUNCT
bracis-19025	268	9	j.	j.	PROPN
bracis-19025	268	10	,	,	PUNCT
bracis-19025	268	11	galley	galley	NOUN
bracis-19025	268	12	,	,	PUNCT
bracis-19025	268	13	m.	m.	NOUN
bracis-19025	268	14	,	,	PUNCT
bracis-19025	268	15	li	li	PROPN
bracis-19025	268	16	,	,	PUNCT
bracis-19025	268	17	l.	l.	PROPN
bracis-19025	268	18	:	:	PUNCT
bracis-19025	268	19	neural	neural	ADJ
bracis-19025	268	20	approaches	approach	NOUN
bracis-19025	268	21	to	to	ADP
bracis-19025	268	22	conversational	conversational	ADJ
bracis-19025	268	23	ai	ai	NOUN
bracis-19025	268	24	.	.	PROPN
bracis-19025	268	25	found	find	VERB
bracis-19025	268	26	.	.	PUNCT
bracis-19025	269	1	trends	trend	NOUN
bracis-19025	269	2	®	®	PROPN
bracis-19025	269	3	inf	inf	PROPN
bracis-19025	269	4	.	.	PUNCT
bracis-19025	270	1	retr	retr	PROPN
bracis-19025	270	2	.	.	PUNCT
bracis-19025	271	1	13	13	NUM
bracis-19025	271	2	,	,	PUNCT
bracis-19025	271	3	127–298	127–298	NUM
bracis-19025	271	4	(	(	PUNCT
bracis-19025	271	5	2019	2019	NUM
bracis-19025	271	6	)	)	PUNCT
bracis-19025	271	7	article	article	NOUN
bracis-19025	271	8	  	  	SPACE
bracis-19025	271	9	google	google	PROPN
bracis-19025	271	10	scholar	scholar	NOUN
bracis-19025	271	11	  	  	SPACE
bracis-19025	271	12	gordon	gordon	PROPN
bracis-19025	271	13	-	-	PUNCT
bracis-19025	271	14	hall	hall	PROPN
bracis-19025	271	15	,	,	PUNCT
bracis-19025	271	16	g.	g.	PROPN
bracis-19025	271	17	,	,	PUNCT
bracis-19025	271	18	gorinski	gorinski	NOUN
bracis-19025	271	19	,	,	PUNCT
bracis-19025	271	20	p.j	p.j	PROPN
bracis-19025	271	21	.	.	PROPN
bracis-19025	271	22	,	,	PUNCT
bracis-19025	271	23	cohen	cohen	PROPN
bracis-19025	271	24	,	,	PUNCT
bracis-19025	271	25	s.b	s.b	PROPN
bracis-19025	271	26	.	.	PROPN
bracis-19025	271	27	:	:	PUNCT
bracis-19025	271	28	learning	learn	VERB
bracis-19025	271	29	dialog	dialog	NOUN
bracis-19025	271	30	policies	policy	NOUN
bracis-19025	271	31	from	from	ADP
bracis-19025	271	32	weak	weak	ADJ
bracis-19025	271	33	demonstrations	demonstration	NOUN
bracis-19025	271	34	.	.	PUNCT
bracis-19025	272	1	in	in	ADP
bracis-19025	272	2	:	:	PUNCT
bracis-19025	272	3	proceedings	proceeding	NOUN
bracis-19025	272	4	of	of	ADP
bracis-19025	272	5	the	the	DET
bracis-19025	272	6	58th	58th	ADJ
bracis-19025	272	7	annual	annual	ADJ
bracis-19025	272	8	meeting	meeting	NOUN
bracis-19025	272	9	of	of	ADP
bracis-19025	272	10	the	the	DET
bracis-19025	272	11	association	association	NOUN
bracis-19025	272	12	for	for	ADP
bracis-19025	272	13	computational	computational	ADJ
bracis-19025	272	14	linguistics	linguistic	NOUN
bracis-19025	272	15	,	,	PUNCT
bracis-19025	272	16	pp	pp	ADJ
bracis-19025	272	17	.	.	PUNCT
bracis-19025	273	1	1394–1405	1394–1405	NUM
bracis-19025	273	2	(	(	PUNCT
bracis-19025	273	3	july	july	PROPN
bracis-19025	273	4	2020	2020	NUM
bracis-19025	273	5	)	)	PUNCT
bracis-19025	273	6	google	google	PROPN
bracis-19025	273	7	scholar	scholar	NOUN
bracis-19025	273	8	  	  	SPACE
bracis-19025	273	9	gordon	gordon	PROPN
bracis-19025	273	10	-	-	PUNCT
bracis-19025	273	11	hall	hall	PROPN
bracis-19025	273	12	,	,	PUNCT
bracis-19025	273	13	g.	g.	PROPN
bracis-19025	273	14	,	,	PUNCT
bracis-19025	273	15	gorinski	gorinski	NOUN
bracis-19025	273	16	,	,	PUNCT
bracis-19025	273	17	p.j	p.j	PROPN
bracis-19025	273	18	.	.	PROPN
bracis-19025	273	19	,	,	PUNCT
bracis-19025	273	20	lampouras	lampouras	PROPN
bracis-19025	273	21	,	,	PUNCT
bracis-19025	273	22	g.	g.	PROPN
bracis-19025	273	23	,	,	PUNCT
bracis-19025	273	24	iacobacci	iacobacci	PROPN
bracis-19025	273	25	,	,	PUNCT
bracis-19025	273	26	i.	i.	PROPN
bracis-19025	273	27	:	:	PUNCT
bracis-19025	273	28	show	show	VERB
bracis-19025	273	29	us	we	PRON
bracis-19025	273	30	the	the	DET
bracis-19025	273	31	way	way	NOUN
bracis-19025	273	32	:	:	PUNCT
bracis-19025	273	33	learning	learn	VERB
bracis-19025	273	34	to	to	PART
bracis-19025	273	35	manage	manage	VERB
bracis-19025	273	36	dialog	dialog	NOUN
bracis-19025	273	37	from	from	ADP
bracis-19025	273	38	demonstrations	demonstration	NOUN
bracis-19025	273	39	.	.	PUNCT
bracis-19025	274	1	arxiv	arxiv	NOUN
bracis-19025	274	2	:	:	PUNCT
bracis-19025	274	3	abs/2004.08114	abs/2004.08114	PROPN
bracis-19025	274	4	(	(	PUNCT
bracis-19025	274	5	2020	2020	NUM
bracis-19025	274	6	)	)	PUNCT
bracis-19025	274	7	ilievski	ilievski	ADJ
bracis-19025	274	8	,	,	PUNCT
bracis-19025	274	9	v.	v.	ADV
bracis-19025	274	10	,	,	PUNCT
bracis-19025	274	11	musat	musat	NOUN
bracis-19025	274	12	,	,	PUNCT
bracis-19025	274	13	c.	c.	PROPN
bracis-19025	274	14	,	,	PUNCT
bracis-19025	274	15	hossmann	hossmann	PROPN
bracis-19025	274	16	,	,	PUNCT
bracis-19025	274	17	a.	a.	NOUN
bracis-19025	274	18	,	,	PUNCT
bracis-19025	274	19	baeriswyl	baeriswyl	NOUN
bracis-19025	274	20	,	,	PUNCT
bracis-19025	274	21	m.	m.	NOUN
bracis-19025	274	22	:	:	PUNCT
bracis-19025	274	23	goal	goal	NOUN
bracis-19025	274	24	-	-	PUNCT
bracis-19025	274	25	oriented	orient	VERB
bracis-19025	274	26	chatbot	chatbot	NOUN
bracis-19025	274	27	dialog	dialog	NOUN
bracis-19025	274	28	management	management	NOUN
bracis-19025	274	29	bootstrapping	bootstrappe	VERB
bracis-19025	274	30	with	with	ADP
bracis-19025	274	31	transfer	transfer	NOUN
bracis-19025	274	32	learning	learning	NOUN
bracis-19025	274	33	.	.	PUNCT
bracis-19025	275	1	in	in	ADP
bracis-19025	275	2	:	:	PUNCT
bracis-19025	275	3	proceedings	proceeding	NOUN
bracis-19025	275	4	of	of	ADP
bracis-19025	275	5	the	the	DET
bracis-19025	275	6	twenty	twenty	NUM
bracis-19025	275	7	-	-	PUNCT
bracis-19025	275	8	seventh	seventh	ADJ
bracis-19025	275	9	international	international	ADJ
bracis-19025	275	10	joint	joint	ADJ
bracis-19025	275	11	conference	conference	NOUN
bracis-19025	275	12	on	on	ADP
bracis-19025	275	13	artificial	artificial	ADJ
bracis-19025	275	14	intelligence	intelligence	NOUN
bracis-19025	275	15	(	(	PUNCT
bracis-19025	275	16	2018	2018	NUM
bracis-19025	275	17	)	)	PUNCT
bracis-19025	275	18	google	google	PROPN
bracis-19025	275	19	scholar	scholar	NOUN
bracis-19025	275	20	  	  	SPACE
bracis-19025	275	21	kim	kim	PROPN
bracis-19025	275	22	,	,	PUNCT
bracis-19025	275	23	y.	y.	PROPN
bracis-19025	275	24	,	,	PUNCT
bracis-19025	275	25	lee	lee	PROPN
bracis-19025	275	26	,	,	PUNCT
bracis-19025	275	27	s.	s.	PROPN
bracis-19025	275	28	,	,	PUNCT
bracis-19025	275	29	stratos	stratos	PROPN
bracis-19025	275	30	,	,	PUNCT
bracis-19025	275	31	k.	k.	PROPN
bracis-19025	275	32	:	:	PUNCT
bracis-19025	275	33	onenet	onenet	NOUN
bracis-19025	275	34	:	:	PUNCT
bracis-19025	275	35	joint	joint	ADJ
bracis-19025	275	36	domain	domain	NOUN
bracis-19025	275	37	,	,	PUNCT
bracis-19025	275	38	intent	intent	NOUN
bracis-19025	275	39	,	,	PUNCT
bracis-19025	275	40	slot	slot	NOUN
bracis-19025	275	41	prediction	prediction	NOUN
bracis-19025	275	42	for	for	ADP
bracis-19025	275	43	spoken	spoken	ADJ
bracis-19025	275	44	language	language	NOUN
bracis-19025	275	45	understanding	understanding	NOUN
bracis-19025	275	46	.	.	PUNCT
bracis-19025	276	1	in	in	ADP
bracis-19025	276	2	:	:	PUNCT
bracis-19025	276	3	2017	2017	NUM
bracis-19025	276	4	ieee	ieee	NOUN
bracis-19025	276	5	automatic	automatic	ADJ
bracis-19025	276	6	speech	speech	NOUN
bracis-19025	276	7	recognition	recognition	NOUN
bracis-19025	276	8	and	and	CCONJ
bracis-19025	276	9	understanding	understanding	NOUN
bracis-19025	276	10	workshop	workshop	NOUN
bracis-19025	276	11	(	(	PUNCT
bracis-19025	276	12	asru	asru	PROPN
bracis-19025	276	13	)	)	PUNCT
bracis-19025	276	14	,	,	PUNCT
bracis-19025	276	15	pp	pp	ADP
bracis-19025	276	16	.	.	PUNCT
bracis-19025	277	1	547–553	547–553	NUM
bracis-19025	277	2	(	(	PUNCT
bracis-19025	277	3	2017	2017	NUM
bracis-19025	277	4	)	)	PUNCT
bracis-19025	277	5	google	google	PROPN
bracis-19025	277	6	scholar	scholar	NOUN
bracis-19025	277	7	  	  	SPACE
bracis-19025	277	8	komatani	komatani	PROPN
bracis-19025	277	9	,	,	PUNCT
bracis-19025	277	10	k.	k.	PROPN
bracis-19025	277	11	,	,	PUNCT
bracis-19025	277	12	et	et	PROPN
bracis-19025	277	13	al	al	PROPN
bracis-19025	277	14	.	.	PUNCT
bracis-19025	277	15	:	:	PUNCT
bracis-19025	278	1	multi	multi	ADJ
bracis-19025	278	2	-	-	ADJ
bracis-19025	278	3	domain	domain	ADJ
bracis-19025	278	4	spoken	spoken	ADJ
bracis-19025	278	5	dialogue	dialogue	NOUN
bracis-19025	278	6	system	system	NOUN
bracis-19025	278	7	with	with	ADP
bracis-19025	278	8	extensibility	extensibility	NOUN
bracis-19025	278	9	and	and	CCONJ
bracis-19025	278	10	robustness	robustness	NOUN
bracis-19025	278	11	against	against	ADP
bracis-19025	278	12	speech	speech	NOUN
bracis-19025	278	13	recognition	recognition	NOUN
bracis-19025	278	14	errors	error	NOUN
bracis-19025	278	15	.	.	PUNCT
bracis-19025	279	1	in	in	ADP
bracis-19025	279	2	:	:	PUNCT
bracis-19025	279	3	proceedings	proceeding	NOUN
bracis-19025	279	4	of	of	ADP
bracis-19025	279	5	the	the	DET
bracis-19025	279	6	7th	7th	ADJ
bracis-19025	279	7	sigdial	sigdial	ADJ
bracis-19025	279	8	workshop	workshop	NOUN
bracis-19025	279	9	on	on	ADP
bracis-19025	279	10	discourse	discourse	NOUN
bracis-19025	279	11	and	and	CCONJ
bracis-19025	279	12	dialogue	dialogue	NOUN
bracis-19025	279	13	,	,	PUNCT
bracis-19025	279	14	pp	pp	ADP
bracis-19025	279	15	.	.	PUNCT
bracis-19025	280	1	9–17	9–17	NOUN
bracis-19025	280	2	(	(	PUNCT
bracis-19025	280	3	july	july	PROPN
bracis-19025	280	4	2006	2006	NUM
bracis-19025	280	5	)	)	PUNCT
bracis-19025	280	6	google	google	PROPN
bracis-19025	280	7	scholar	scholar	NOUN
bracis-19025	280	8	  	  	SPACE
bracis-19025	280	9	li	li	PROPN
bracis-19025	280	10	,	,	PUNCT
bracis-19025	280	11	x.	x.	PROPN
bracis-19025	280	12	,	,	PUNCT
bracis-19025	280	13	chen	chen	PROPN
bracis-19025	280	14	,	,	PUNCT
bracis-19025	280	15	y.n	y.n	PROPN
bracis-19025	280	16	.	.	PROPN
bracis-19025	280	17	,	,	PUNCT
bracis-19025	280	18	li	li	PROPN
bracis-19025	280	19	,	,	PUNCT
bracis-19025	280	20	l.	l.	PROPN
bracis-19025	280	21	:	:	PUNCT
bracis-19025	280	22	end	end	NOUN
bracis-19025	280	23	-	-	PUNCT
bracis-19025	280	24	to	to	ADP
bracis-19025	280	25	-	-	PUNCT
bracis-19025	280	26	end	end	NOUN
bracis-19025	280	27	task	task	NOUN
bracis-19025	280	28	-	-	PUNCT
bracis-19025	280	29	completion	completion	NOUN
bracis-19025	280	30	neural	neural	ADJ
bracis-19025	280	31	dialogue	dialogue	NOUN
bracis-19025	280	32	system	system	NOUN
bracis-19025	280	33	.	.	PUNCT
bracis-19025	281	1	in	in	ADP
bracis-19025	281	2	:	:	PUNCT
bracis-19025	281	3	proceedings	proceeding	NOUN
bracis-19025	281	4	of	of	ADP
bracis-19025	281	5	the	the	DET
bracis-19025	281	6	the	the	DET
bracis-19025	281	7	8th	8th	ADJ
bracis-19025	281	8	international	international	ADJ
bracis-19025	281	9	joint	joint	ADJ
bracis-19025	281	10	conference	conference	NOUN
bracis-19025	281	11	on	on	ADP
bracis-19025	281	12	natural	natural	ADJ
bracis-19025	281	13	language	language	NOUN
bracis-19025	281	14	processing	processing	NOUN
bracis-19025	281	15	,	,	PUNCT
bracis-19025	281	16	pp	pp	ADJ
bracis-19025	281	17	.	.	PUNCT
bracis-19025	282	1	733–743	733–743	NUM
bracis-19025	282	2	(	(	PUNCT
bracis-19025	282	3	2017	2017	NUM
bracis-19025	282	4	)	)	PUNCT
bracis-19025	282	5	google	google	PROPN
bracis-19025	282	6	scholar	scholar	NOUN
bracis-19025	282	7	  	  	SPACE
bracis-19025	282	8	peng	peng	PROPN
bracis-19025	282	9	,	,	PUNCT
bracis-19025	282	10	b.	b.	PROPN
bracis-19025	282	11	,	,	PUNCT
bracis-19025	282	12	li	li	PROPN
bracis-19025	282	13	,	,	PUNCT
bracis-19025	282	14	x.	x.	PROPN
bracis-19025	282	15	,	,	PUNCT
bracis-19025	282	16	gao	gao	PROPN
bracis-19025	282	17	,	,	PUNCT
bracis-19025	282	18	j.	j.	PROPN
bracis-19025	282	19	,	,	PUNCT
bracis-19025	282	20	liu	liu	PROPN
bracis-19025	282	21	,	,	PUNCT
bracis-19025	282	22	j.	j.	PROPN
bracis-19025	282	23	,	,	PUNCT
bracis-19025	282	24	wong	wong	PROPN
bracis-19025	282	25	,	,	PUNCT
bracis-19025	282	26	k.f	k.f	PROPN
bracis-19025	282	27	.	.	PROPN
bracis-19025	282	28	,	,	PUNCT
bracis-19025	282	29	su	su	PROPN
bracis-19025	282	30	,	,	PUNCT
bracis-19025	282	31	s.y	s.y	PROPN
bracis-19025	282	32	.	.	PROPN
bracis-19025	282	33	:	:	PUNCT
bracis-19025	283	1	deep	deep	ADJ
bracis-19025	283	2	dyna	dyna	PROPN
bracis-19025	283	3	-	-	PROPN
bracis-19025	283	4	q	q	NOUN
bracis-19025	283	5	:	:	PUNCT
bracis-19025	283	6	integrating	integrate	VERB
bracis-19025	283	7	planning	planning	NOUN
bracis-19025	283	8	for	for	ADP
bracis-19025	283	9	task	task	NOUN
bracis-19025	283	10	-	-	PUNCT
bracis-19025	283	11	completion	completion	NOUN
bracis-19025	283	12	dialogue	dialogue	NOUN
bracis-19025	283	13	policy	policy	NOUN
bracis-19025	283	14	learning	learning	NOUN
bracis-19025	283	15	.	.	PUNCT
bracis-19025	284	1	in	in	ADP
bracis-19025	284	2	:	:	PUNCT
bracis-19025	284	3	acl	acl	PROPN
bracis-19025	284	4	(	(	PUNCT
bracis-19025	284	5	2018	2018	NUM
bracis-19025	284	6	)	)	PUNCT
bracis-19025	284	7	google	google	PROPN
bracis-19025	284	8	scholar	scholar	NOUN
bracis-19025	284	9	  	  	SPACE
bracis-19025	284	10	peng	peng	PROPN
bracis-19025	284	11	,	,	PUNCT
bracis-19025	284	12	b.	b.	PROPN
bracis-19025	284	13	,	,	PUNCT
bracis-19025	284	14	et	et	PROPN
bracis-19025	284	15	al	al	PROPN
bracis-19025	284	16	.	.	PUNCT
bracis-19025	284	17	:	:	PUNCT
bracis-19025	285	1	composite	composite	ADJ
bracis-19025	285	2	task	task	NOUN
bracis-19025	285	3	-	-	PUNCT
bracis-19025	285	4	completion	completion	NOUN
bracis-19025	285	5	dialogue	dialogue	NOUN
bracis-19025	285	6	policy	policy	NOUN
bracis-19025	285	7	learning	learning	NOUN
bracis-19025	285	8	via	via	ADP
bracis-19025	285	9	hierarchical	hierarchical	ADJ
bracis-19025	285	10	deep	deep	ADJ
bracis-19025	285	11	reinforcement	reinforcement	NOUN
bracis-19025	285	12	learning	learning	NOUN
bracis-19025	285	13	.	.	PUNCT
bracis-19025	286	1	in	in	ADP
bracis-19025	286	2	:	:	PUNCT
bracis-19025	286	3	proceedings	proceeding	NOUN
bracis-19025	286	4	of	of	ADP
bracis-19025	286	5	the	the	DET
bracis-19025	286	6	2017	2017	NUM
bracis-19025	286	7	conference	conference	NOUN
bracis-19025	286	8	on	on	ADP
bracis-19025	286	9	empirical	empirical	ADJ
bracis-19025	286	10	methods	method	NOUN
bracis-19025	286	11	in	in	ADP
bracis-19025	286	12	natural	natural	ADJ
bracis-19025	286	13	language	language	NOUN
bracis-19025	286	14	processing	processing	NOUN
bracis-19025	286	15	,	,	PUNCT
bracis-19025	286	16	pp	pp	ADP
bracis-19025	286	17	.	.	PUNCT
bracis-19025	287	1	2231–2240	2231–2240	NUM
bracis-19025	287	2	(	(	PUNCT
bracis-19025	287	3	2017	2017	NUM
bracis-19025	287	4	)	)	PUNCT
bracis-19025	287	5	google	google	PROPN
bracis-19025	287	6	scholar	scholar	NOUN
bracis-19025	287	7	  	  	SPACE
bracis-19025	287	8	saha	saha	NOUN
bracis-19025	287	9	,	,	PUNCT
bracis-19025	287	10	t.	t.	PROPN
bracis-19025	287	11	,	,	PUNCT
bracis-19025	287	12	gupta	gupta	PROPN
bracis-19025	287	13	,	,	PUNCT
bracis-19025	287	14	d.	d.	PROPN
bracis-19025	287	15	,	,	PUNCT
bracis-19025	287	16	saha	saha	PROPN
bracis-19025	287	17	,	,	PUNCT
bracis-19025	287	18	s.	s.	PROPN
bracis-19025	287	19	,	,	PUNCT
bracis-19025	287	20	bhattacharyya	bhattacharyya	ADJ
bracis-19025	287	21	,	,	PUNCT
bracis-19025	287	22	p.	p.	NOUN
bracis-19025	287	23	:	:	PUNCT
bracis-19025	287	24	towards	towards	ADP
bracis-19025	287	25	integrated	integrate	VERB
bracis-19025	287	26	dialogue	dialogue	NOUN
bracis-19025	287	27	policy	policy	NOUN
bracis-19025	287	28	learning	learning	NOUN
bracis-19025	287	29	for	for	ADP
bracis-19025	287	30	multiple	multiple	ADJ
bracis-19025	287	31	domains	domain	NOUN
bracis-19025	287	32	and	and	CCONJ
bracis-19025	287	33	intents	intent	NOUN
bracis-19025	287	34	using	use	VERB
bracis-19025	287	35	hierarchical	hierarchical	ADJ
bracis-19025	287	36	deep	deep	ADJ
bracis-19025	287	37	reinforcement	reinforcement	NOUN
bracis-19025	287	38	learning	learning	NOUN
bracis-19025	287	39	.	.	PUNCT
bracis-19025	288	1	expert	expert	NOUN
bracis-19025	288	2	syst	syst	PROPN
bracis-19025	288	3	.	.	PUNCT
bracis-19025	289	1	appl	appl	PROPN
bracis-19025	289	2	.	.	PROPN
bracis-19025	290	1	162	162	NUM
bracis-19025	290	2	,	,	PUNCT
bracis-19025	290	3	113650	113650	NUM
bracis-19025	290	4	(	(	PUNCT
bracis-19025	290	5	2020	2020	NUM
bracis-19025	290	6	)	)	PUNCT
bracis-19025	290	7	article	article	NOUN
bracis-19025	290	8	  	  	SPACE
bracis-19025	290	9	google	google	PROPN
bracis-19025	290	10	scholar	scholar	NOUN
bracis-19025	290	11	  	  	SPACE
bracis-19025	290	12	schatzmann	schatzmann	NOUN
bracis-19025	290	13	,	,	PUNCT
bracis-19025	290	14	j.	j.	PROPN
bracis-19025	290	15	,	,	PUNCT
bracis-19025	290	16	young	young	PROPN
bracis-19025	290	17	,	,	PUNCT
bracis-19025	290	18	s.	s.	PROPN
bracis-19025	290	19	:	:	PUNCT
bracis-19025	290	20	the	the	DET
bracis-19025	290	21	hidden	hide	VERB
bracis-19025	290	22	agenda	agenda	NOUN
bracis-19025	290	23	user	user	NOUN
bracis-19025	290	24	simulation	simulation	PROPN
bracis-19025	290	25	model	model	PROPN
bracis-19025	290	26	.	.	PUNCT
bracis-19025	291	1	ieee	ieee	PROPN
bracis-19025	291	2	trans	trans	PROPN
bracis-19025	291	3	.	.	PUNCT
bracis-19025	291	4	audio	audio	PROPN
bracis-19025	291	5	speech	speech	NOUN
bracis-19025	291	6	lang	lang	PROPN
bracis-19025	291	7	.	.	PUNCT
bracis-19025	291	8	process	process	NOUN
bracis-19025	291	9	.	.	PUNCT
bracis-19025	292	1	17	17	NUM
bracis-19025	292	2	,	,	PUNCT
bracis-19025	292	3	733–747	733–747	NUM
bracis-19025	292	4	(	(	PUNCT
bracis-19025	292	5	2009	2009	NUM
bracis-19025	292	6	)	)	PUNCT
bracis-19025	292	7	article	article	NOUN
bracis-19025	292	8	  	  	SPACE
bracis-19025	292	9	google	google	PROPN
bracis-19025	292	10	scholar	scholar	NOUN
bracis-19025	292	11	  	  	SPACE
bracis-19025	292	12	schulman	schulman	PROPN
bracis-19025	292	13	,	,	PUNCT
bracis-19025	292	14	j.	j.	PROPN
bracis-19025	292	15	,	,	PUNCT
bracis-19025	292	16	moritz	moritz	PROPN
bracis-19025	292	17	,	,	PUNCT
bracis-19025	292	18	p.	p.	PROPN
bracis-19025	292	19	,	,	PUNCT
bracis-19025	292	20	levine	levine	PROPN
bracis-19025	292	21	,	,	PUNCT
bracis-19025	292	22	s.	s.	PROPN
bracis-19025	292	23	,	,	PUNCT
bracis-19025	292	24	jordan	jordan	PROPN
bracis-19025	292	25	,	,	PUNCT
bracis-19025	292	26	m.	m.	NOUN
bracis-19025	292	27	,	,	PUNCT
bracis-19025	292	28	abbeel	abbeel	NOUN
bracis-19025	292	29	,	,	PUNCT
bracis-19025	292	30	p.	p.	NOUN
bracis-19025	292	31	:	:	PUNCT
bracis-19025	292	32	high	high	ADJ
bracis-19025	292	33	-	-	PUNCT
bracis-19025	292	34	dimensional	dimensional	ADJ
bracis-19025	292	35	continuous	continuous	ADJ
bracis-19025	292	36	control	control	NOUN
bracis-19025	292	37	using	use	VERB
bracis-19025	292	38	generalized	generalized	ADJ
bracis-19025	292	39	advantage	advantage	NOUN
bracis-19025	292	40	estimation	estimation	NOUN
bracis-19025	292	41	.	.	PUNCT
bracis-19025	293	1	arxiv	arxiv	NOUN
bracis-19025	293	2	:	:	PUNCT
bracis-19025	293	3	abs/1506.02438	abs/1506.02438	PROPN
bracis-19025	293	4	(	(	PUNCT
bracis-19025	293	5	2015	2015	NUM
bracis-19025	293	6	)	)	PUNCT
bracis-19025	293	7	schulman	schulman	PROPN
bracis-19025	293	8	,	,	PUNCT
bracis-19025	293	9	j.	j.	PROPN
bracis-19025	293	10	,	,	PUNCT
bracis-19025	293	11	wolski	wolski	PROPN
bracis-19025	293	12	,	,	PUNCT
bracis-19025	293	13	f.	f.	PROPN
bracis-19025	293	14	,	,	PUNCT
bracis-19025	293	15	dhariwal	dhariwal	NOUN
bracis-19025	293	16	,	,	PUNCT
bracis-19025	293	17	p.	p.	PROPN
bracis-19025	293	18	,	,	PUNCT
bracis-19025	293	19	radford	radford	PROPN
bracis-19025	293	20	,	,	PUNCT
bracis-19025	293	21	a.	a.	PROPN
bracis-19025	293	22	,	,	PUNCT
bracis-19025	293	23	klimov	klimov	PROPN
bracis-19025	293	24	,	,	PUNCT
bracis-19025	293	25	o.	o.	NOUN
bracis-19025	293	26	:	:	PUNCT
bracis-19025	293	27	proximal	proximal	ADJ
bracis-19025	293	28	policy	policy	NOUN
bracis-19025	293	29	optimization	optimization	NOUN
bracis-19025	293	30	algorithms	algorithm	NOUN
bracis-19025	293	31	.	.	PUNCT
bracis-19025	294	1	arxiv	arxiv	NOUN
bracis-19025	294	2	:	:	PUNCT
bracis-19025	294	3	abs/1707.06347	abs/1707.06347	PROPN
bracis-19025	294	4	(	(	PUNCT
bracis-19025	294	5	2017	2017	NUM
bracis-19025	294	6	)	)	PUNCT
bracis-19025	294	7	serban	serban	PROPN
bracis-19025	294	8	,	,	PUNCT
bracis-19025	294	9	i.v	i.v	PROPN
bracis-19025	294	10	.	.	PROPN
bracis-19025	294	11	,	,	PUNCT
bracis-19025	294	12	sordoni	sordoni	INTJ
bracis-19025	294	13	,	,	PUNCT
bracis-19025	294	14	a.	a.	PROPN
bracis-19025	294	15	,	,	PUNCT
bracis-19025	294	16	benggio	benggio	PROPN
bracis-19025	294	17	,	,	PUNCT
bracis-19025	294	18	y.	y.	NOUN
bracis-19025	294	19	,	,	PUNCT
bracis-19025	294	20	courville	courville	NOUN
bracis-19025	294	21	,	,	PUNCT
bracis-19025	294	22	a.	a.	NOUN
bracis-19025	294	23	,	,	PUNCT
bracis-19025	294	24	pineau	pineau	PROPN
bracis-19025	294	25	,	,	PUNCT
bracis-19025	294	26	j.	j.	PROPN
bracis-19025	294	27	:	:	PUNCT
bracis-19025	294	28	building	build	VERB
bracis-19025	294	29	end	end	NOUN
bracis-19025	294	30	-	-	PUNCT
bracis-19025	294	31	to	to	ADP
bracis-19025	294	32	-	-	PUNCT
bracis-19025	294	33	end	end	NOUN
bracis-19025	294	34	dialogue	dialogue	NOUN
bracis-19025	294	35	systems	system	NOUN
bracis-19025	294	36	using	use	VERB
bracis-19025	294	37	generative	generative	ADJ
bracis-19025	294	38	hierarchical	hierarchical	ADJ
bracis-19025	294	39	neural	neural	ADJ
bracis-19025	294	40	network	network	NOUN
bracis-19025	294	41	models	model	NOUN
bracis-19025	294	42	.	.	PUNCT
bracis-19025	295	1	in	in	ADP
bracis-19025	295	2	:	:	PUNCT
bracis-19025	295	3	proceedings	proceeding	NOUN
bracis-19025	295	4	of	of	ADP
bracis-19025	295	5	the	the	DET
bracis-19025	295	6	thirtieth	thirtieth	ADJ
bracis-19025	295	7	aaai	aaai	PROPN
bracis-19025	295	8	conference	conference	NOUN
bracis-19025	295	9	on	on	ADP
bracis-19025	295	10	artificial	artificial	ADJ
bracis-19025	295	11	intelligence	intelligence	NOUN
bracis-19025	295	12	,	,	PUNCT
bracis-19025	295	13	pp	pp	ADJ
bracis-19025	295	14	.	.	PUNCT
bracis-19025	295	15	3776–3783	3776–3783	NUM
bracis-19025	295	16	(	(	PUNCT
bracis-19025	295	17	2016	2016	NUM
bracis-19025	295	18	)	)	PUNCT
bracis-19025	295	19	google	google	PROPN
bracis-19025	295	20	scholar	scholar	NOUN
bracis-19025	295	21	  	  	SPACE
bracis-19025	295	22	vaswani	vaswani	NOUN
bracis-19025	295	23	,	,	PUNCT
bracis-19025	295	24	a.	a.	NOUN
bracis-19025	295	25	,	,	PUNCT
bracis-19025	295	26	et	et	PROPN
bracis-19025	295	27	al	al	PROPN
bracis-19025	295	28	.	.	PUNCT
bracis-19025	295	29	:	:	PUNCT
bracis-19025	296	1	attention	attention	NOUN
bracis-19025	296	2	is	be	AUX
bracis-19025	296	3	all	all	PRON
bracis-19025	296	4	you	you	PRON
bracis-19025	296	5	need	need	VERB
bracis-19025	296	6	.	.	PUNCT
bracis-19025	297	1	in	in	ADP
bracis-19025	297	2	:	:	PUNCT
bracis-19025	297	3	advances	advance	NOUN
bracis-19025	297	4	in	in	ADP
bracis-19025	297	5	neural	neural	ADJ
bracis-19025	297	6	information	information	NOUN
bracis-19025	297	7	processing	processing	NOUN
bracis-19025	297	8	systems	system	NOUN
bracis-19025	297	9	,	,	PUNCT
bracis-19025	297	10	pp	pp	ADP
bracis-19025	297	11	.	.	PUNCT
bracis-19025	298	1	5998–6008	5998–6008	NUM
bracis-19025	298	2	(	(	PUNCT
bracis-19025	298	3	2017	2017	NUM
bracis-19025	298	4	)	)	PUNCT
bracis-19025	298	5	google	google	NOUN
bracis-19025	298	6	scholar	scholar	NOUN
bracis-19025	298	7	  	  	SPACE
bracis-19025	298	8	vlasov	vlasov	NOUN
bracis-19025	298	9	,	,	PUNCT
bracis-19025	298	10	v.	v.	ADV
bracis-19025	298	11	,	,	PUNCT
bracis-19025	298	12	drissner	drissner	NOUN
bracis-19025	298	13	-	-	PUNCT
bracis-19025	298	14	schmid	schmid	PROPN
bracis-19025	298	15	,	,	PUNCT
bracis-19025	298	16	a.	a.	PROPN
bracis-19025	298	17	,	,	PUNCT
bracis-19025	298	18	nichol	nichol	PROPN
bracis-19025	298	19	,	,	PUNCT
bracis-19025	298	20	a.	a.	NOUN
bracis-19025	298	21	:	:	PUNCT
bracis-19025	298	22	few	few	ADJ
bracis-19025	298	23	-	-	PUNCT
bracis-19025	298	24	shot	shot	NOUN
bracis-19025	298	25	generalization	generalization	NOUN
bracis-19025	298	26	across	across	ADP
bracis-19025	298	27	dialogue	dialogue	NOUN
bracis-19025	298	28	tasks	task	NOUN
bracis-19025	298	29	.	.	PUNCT
bracis-19025	299	1	corr	corr	NOUN
bracis-19025	299	2	:	:	PUNCT
bracis-19025	299	3	abs/1811.11707	abs/1811.11707	NOUN
bracis-19025	299	4	(	(	PUNCT
bracis-19025	299	5	2018	2018	NUM
bracis-19025	299	6	)	)	PUNCT
bracis-19025	299	7	google	google	PROPN
bracis-19025	299	8	scholar	scholar	NOUN
bracis-19025	299	9	  	  	SPACE
bracis-19025	299	10	vlasov	vlasov	NOUN
bracis-19025	299	11	,	,	PUNCT
bracis-19025	299	12	v.	v.	ADP
bracis-19025	299	13	,	,	PUNCT
bracis-19025	299	14	mosig	mosig	NOUN
bracis-19025	299	15	,	,	PUNCT
bracis-19025	299	16	j.e.m	j.e.m	PROPN
bracis-19025	299	17	.	.	PROPN
bracis-19025	299	18	,	,	PUNCT
bracis-19025	299	19	nichol	nichol	PROPN
bracis-19025	299	20	,	,	PUNCT
bracis-19025	299	21	a.	a.	NOUN
bracis-19025	299	22	:	:	PUNCT
bracis-19025	299	23	dialogue	dialogue	NOUN
bracis-19025	299	24	transformers	transformer	NOUN
bracis-19025	299	25	.	.	PUNCT
bracis-19025	300	1	arxiv	arxiv	PROPN
bracis-19025	300	2	:	:	PUNCT
bracis-19025	300	3	abs/1910.00486	abs/1910.00486	PROPN
bracis-19025	300	4	(	(	PUNCT
bracis-19025	300	5	2019	2019	NUM
bracis-19025	300	6	)	)	PUNCT
bracis-19025	300	7	wang	wang	PROPN
bracis-19025	300	8	,	,	PUNCT
bracis-19025	300	9	z.	z.	PROPN
bracis-19025	300	10	,	,	PUNCT
bracis-19025	300	11	chen	chen	PROPN
bracis-19025	300	12	,	,	PUNCT
bracis-19025	300	13	h.	h.	PROPN
bracis-19025	300	14	,	,	PUNCT
bracis-19025	300	15	wang	wang	PROPN
bracis-19025	300	16	,	,	PUNCT
bracis-19025	300	17	g.	g.	PROPN
bracis-19025	300	18	,	,	PUNCT
bracis-19025	300	19	tian	tian	PROPN
bracis-19025	300	20	,	,	PUNCT
bracis-19025	300	21	h.	h.	PROPN
bracis-19025	300	22	,	,	PUNCT
bracis-19025	300	23	wu	wu	PROPN
bracis-19025	300	24	,	,	PUNCT
bracis-19025	300	25	h.	h.	PROPN
bracis-19025	300	26	,	,	PUNCT
bracis-19025	300	27	wang	wang	PROPN
bracis-19025	300	28	,	,	PUNCT
bracis-19025	300	29	h.	h.	PROPN
bracis-19025	300	30	:	:	PUNCT
bracis-19025	300	31	policy	policy	NOUN
bracis-19025	300	32	learning	learning	NOUN
bracis-19025	300	33	for	for	ADP
bracis-19025	300	34	domain	domain	NOUN
bracis-19025	300	35	selection	selection	NOUN
bracis-19025	300	36	in	in	ADP
bracis-19025	300	37	an	an	DET
bracis-19025	300	38	extensible	extensible	ADJ
bracis-19025	300	39	multi	multi	ADJ
bracis-19025	300	40	-	-	ADJ
bracis-19025	300	41	domain	domain	ADJ
bracis-19025	300	42	spoken	spoken	ADJ
bracis-19025	300	43	dialogue	dialogue	NOUN
bracis-19025	300	44	system	system	NOUN
bracis-19025	300	45	.	.	PUNCT
bracis-19025	301	1	in	in	ADP
bracis-19025	301	2	:	:	PUNCT
bracis-19025	301	3	proceedings	proceeding	NOUN
bracis-19025	301	4	of	of	ADP
bracis-19025	301	5	the	the	DET
bracis-19025	301	6	2014	2014	NUM
bracis-19025	301	7	conference	conference	NOUN
bracis-19025	301	8	on	on	ADP
bracis-19025	301	9	empirical	empirical	ADJ
bracis-19025	301	10	methods	method	NOUN
bracis-19025	301	11	in	in	ADP
bracis-19025	301	12	natural	natural	ADJ
bracis-19025	301	13	language	language	NOUN
bracis-19025	301	14	processing	processing	NOUN
bracis-19025	301	15	(	(	PUNCT
bracis-19025	301	16	emnlp	emnlp	ADJ
bracis-19025	301	17	)	)	PUNCT
bracis-19025	301	18	,	,	PUNCT
bracis-19025	301	19	pp	pp	ADP
bracis-19025	301	20	.	.	PUNCT
bracis-19025	302	1	57–67	57–67	NUM
bracis-19025	302	2	,	,	PUNCT
bracis-19025	302	3	doha	doha	PROPN
bracis-19025	302	4	,	,	PUNCT
bracis-19025	302	5	qatar	qatar	PROPN
bracis-19025	302	6	(	(	PUNCT
bracis-19025	302	7	october	october	PROPN
bracis-19025	302	8	2014	2014	NUM
bracis-19025	302	9	)	)	PUNCT
bracis-19025	302	10	google	google	PROPN
bracis-19025	302	11	scholar	scholar	NOUN
bracis-19025	302	12	  	  	SPACE
bracis-19025	302	13	zhang	zhang	PROPN
bracis-19025	302	14	,	,	PUNCT
bracis-19025	302	15	z.	z.	PROPN
bracis-19025	302	16	,	,	PUNCT
bracis-19025	302	17	takanobu	takanobu	PROPN
bracis-19025	302	18	,	,	PUNCT
bracis-19025	302	19	r.	r.	PROPN
bracis-19025	302	20	,	,	PUNCT
bracis-19025	302	21	zhu	zhu	PROPN
bracis-19025	302	22	,	,	PUNCT
bracis-19025	302	23	q.	q.	PROPN
bracis-19025	302	24	,	,	PUNCT
bracis-19025	302	25	huang	huang	PROPN
bracis-19025	302	26	,	,	PUNCT
bracis-19025	302	27	m.	m.	NOUN
bracis-19025	302	28	,	,	PUNCT
bracis-19025	302	29	zhu	zhu	PROPN
bracis-19025	302	30	,	,	PUNCT
bracis-19025	302	31	x.	x.	NOUN
bracis-19025	302	32	:	:	PUNCT
bracis-19025	302	33	recent	recent	ADJ
bracis-19025	302	34	advances	advance	NOUN
bracis-19025	302	35	and	and	CCONJ
bracis-19025	302	36	challenges	challenge	NOUN
bracis-19025	302	37	in	in	ADP
bracis-19025	302	38	task	task	NOUN
bracis-19025	302	39	-	-	PUNCT
bracis-19025	302	40	oriented	orient	VERB
bracis-19025	302	41	dialog	dialog	NOUN
bracis-19025	302	42	system	system	NOUN
bracis-19025	302	43	.	.	PUNCT
bracis-19025	303	1	sci	sci	PROPN
bracis-19025	303	2	.	.	PUNCT
bracis-19025	304	1	china	china	PROPN
bracis-19025	304	2	technol	technol	PROPN
bracis-19025	304	3	.	.	PUNCT
bracis-19025	305	1	sci	sci	PROPN
bracis-19025	305	2	.	.	PROPN
bracis-19025	305	3	63	63	NUM
bracis-19025	305	4	,	,	PUNCT
bracis-19025	305	5	2011–2027	2011–2027	NUM
bracis-19025	305	6	(	(	PUNCT
bracis-19025	305	7	2020	2020	NUM
bracis-19025	305	8	)	)	PUNCT
bracis-19025	305	9	article	article	NOUN
bracis-19025	305	10	  	  	SPACE
bracis-19025	305	11	google	google	PROPN
bracis-19025	305	12	scholar	scholar	NOUN
bracis-19025	305	13	  	  	SPACE
bracis-19025	305	14	zhu	zhu	PROPN
bracis-19025	305	15	,	,	PUNCT
bracis-19025	305	16	q.	q.	PROPN
bracis-19025	305	17	,	,	PUNCT
bracis-19025	305	18	et	et	PROPN
bracis-19025	305	19	al	al	PROPN
bracis-19025	305	20	.	.	PUNCT
bracis-19025	305	21	:	:	PUNCT
bracis-19025	306	1	convlab-2	convlab-2	NUM
bracis-19025	306	2	:	:	PUNCT
bracis-19025	306	3	an	an	DET
bracis-19025	306	4	open	open	ADJ
bracis-19025	306	5	-	-	PUNCT
bracis-19025	306	6	source	source	NOUN
bracis-19025	306	7	toolkit	toolkit	NOUN
bracis-19025	306	8	for	for	ADP
bracis-19025	306	9	building	building	NOUN
bracis-19025	306	10	,	,	PUNCT
bracis-19025	306	11	evaluating	evaluating	NOUN
bracis-19025	306	12	,	,	PUNCT
bracis-19025	306	13	and	and	CCONJ
bracis-19025	306	14	diagnosing	diagnose	VERB
bracis-19025	306	15	dialogue	dialogue	NOUN
bracis-19025	306	16	systems	system	NOUN
bracis-19025	306	17	.	.	PUNCT
bracis-19025	307	1	in	in	ADP
bracis-19025	307	2	:	:	PUNCT
bracis-19025	307	3	proceedings	proceeding	NOUN
bracis-19025	307	4	of	of	ADP
bracis-19025	307	5	the	the	DET
bracis-19025	307	6	58th	58th	ADJ
bracis-19025	307	7	annual	annual	ADJ
bracis-19025	307	8	meeting	meeting	NOUN
bracis-19025	307	9	of	of	ADP
bracis-19025	307	10	the	the	DET
bracis-19025	307	11	association	association	NOUN
bracis-19025	307	12	for	for	ADP
bracis-19025	307	13	computational	computational	ADJ
bracis-19025	307	14	linguistics	linguistic	NOUN
bracis-19025	307	15	(	(	PUNCT
bracis-19025	307	16	2020	2020	NUM
bracis-19025	307	17	)	)	PUNCT
bracis-19025	307	18	google	google	PROPN
bracis-19025	307	19	scholar	scholar	NOUN
bracis-19025	307	20	  	  	SPACE
bracis-19025	307	21	download	download	NOUN
bracis-19025	307	22	references	reference	NOUN
bracis-19025	307	23	acknowledgments	acknowledgment	NOUN
bracis-19025	307	24	the	the	DET
bracis-19025	307	25	authors	author	NOUN
bracis-19025	307	26	acknowledge	acknowledge	VERB
bracis-19025	307	27	the	the	DET
bracis-19025	307	28	support	support	NOUN
bracis-19025	307	29	from	from	ADP
bracis-19025	307	30	the	the	DET
bracis-19025	307	31	conselho	conselho	NOUN
bracis-19025	307	32	nacional	nacional	PROPN
bracis-19025	307	33	de	de	X
bracis-19025	307	34	desenvolvimento	desenvolvimento	PROPN
bracis-19025	307	35	científico	científico	PROPN
bracis-19025	307	36	e	e	NOUN
bracis-19025	307	37	tecnológico	tecnológico	PROPN
bracis-19025	307	38	(	(	PUNCT
bracis-19025	307	39	cnpq	cnpq	NOUN
bracis-19025	307	40	grant	grant	PROPN
bracis-19025	307	41	310085/2020	310085/2020	NUM
bracis-19025	307	42	-	-	SYM
bracis-19025	307	43	9	9	NUM
bracis-19025	307	44	)	)	PUNCT
bracis-19025	307	45	,	,	PUNCT
bracis-19025	307	46	the	the	DET
bracis-19025	307	47	coordenação	coordenação	NOUN
bracis-19025	307	48	de	de	PROPN
bracis-19025	307	49	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-19025	307	50	de	de	X
bracis-19025	307	51	pessoal	pessoal	PROPN
bracis-19025	307	52	de	de	PROPN
bracis-19025	307	53	nível	nível	PROPN
bracis-19025	307	54	superior	superior	ADJ
bracis-19025	307	55	(	(	PUNCT
bracis-19025	307	56	capes	cape	NOUN
bracis-19025	307	57	finance	finance	NOUN
bracis-19025	307	58	code	code	NOUN
bracis-19025	307	59	001	001	NUM
bracis-19025	307	60	)	)	PUNCT
bracis-19025	307	61	,	,	PUNCT
bracis-19025	307	62	and	and	CCONJ
bracis-19025	307	63	from	from	ADP
bracis-19025	307	64	itaú	itaú	NOUN
bracis-19025	307	65	unibanco	unibanco	NOUN
bracis-19025	307	66	,	,	PUNCT
bracis-19025	307	67	through	through	ADP
bracis-19025	307	68	the	the	DET
bracis-19025	307	69	scholarship	scholarship	NOUN
bracis-19025	307	70	program	program	NOUN
bracis-19025	307	71	of	of	ADP
bracis-19025	307	72	programa	programa	PROPN
bracis-19025	307	73	de	de	X
bracis-19025	307	74	bolsas	bolsas	PROPN
bracis-19025	307	75	itaú	itaú	NOUN
bracis-19025	307	76	(	(	PUNCT
bracis-19025	307	77	pbi	pbi	NOUN
bracis-19025	307	78	)	)	PUNCT
bracis-19025	307	79	.	.	PUNCT
bracis-19025	308	1	author	author	NOUN
bracis-19025	308	2	information	information	NOUN
bracis-19025	308	3	authors	author	NOUN
bracis-19025	308	4	and	and	CCONJ
bracis-19025	308	5	affiliations	affiliation	NOUN
bracis-19025	308	6	universidade	universidade	PROPN
bracis-19025	308	7	de	de	PROPN
bracis-19025	308	8	são	são	PROPN
bracis-19025	308	9	paulo	paulo	PROPN
bracis-19025	308	10	,	,	PUNCT
bracis-19025	308	11	são	são	PROPN
bracis-19025	308	12	paulo	paulo	PROPN
bracis-19025	308	13	,	,	PUNCT
bracis-19025	308	14	brazil	brazil	PROPN
bracis-19025	308	15	bruno	bruno	PROPN
bracis-19025	308	16	eidi	eidi	PROPN
bracis-19025	308	17	nishimoto	nishimoto	PROPN
bracis-19025	308	18	 	 	SPACE
bracis-19025	308	19	&	&	CCONJ
bracis-19025	308	20	 	 	SPACE
bracis-19025	308	21	anna	anna	PROPN
bracis-19025	308	22	helena	helena	PROPN
bracis-19025	308	23	reali	reali	PROPN
bracis-19025	308	24	costa	costa	PROPN
bracis-19025	308	25	itaú	itaú	PROPN
bracis-19025	308	26	unibanco	unibanco	PROPN
bracis-19025	308	27	,	,	PUNCT
bracis-19025	308	28	são	são	PROPN
bracis-19025	308	29	paulo	paulo	PROPN
bracis-19025	308	30	,	,	PUNCT
bracis-19025	308	31	brazil	brazil	PROPN
bracis-19025	308	32	bruno	bruno	PROPN
bracis-19025	308	33	eidi	eidi	PROPN
bracis-19025	308	34	nishimoto	nishimoto	PROPN
bracis-19025	308	35	authors	authors	PROPN
bracis-19025	308	36	bruno	bruno	PROPN
bracis-19025	308	37	eidi	eidi	PROPN
bracis-19025	308	38	nishimotoview	nishimotoview	PROPN
bracis-19025	308	39	author	author	NOUN
bracis-19025	308	40	publications	publication	NOUN
bracis-19025	308	41	search	search	NOUN
bracis-19025	308	42	author	author	NOUN
bracis-19025	308	43	on	on	ADP
bracis-19025	308	44	:	:	PUNCT
bracis-19025	308	45	pubmed	pubmed	PROPN
bracis-19025	308	46	 	 	SPACE
bracis-19025	308	47	google	google	PROPN
bracis-19025	308	48	scholar	scholar	PROPN
bracis-19025	308	49	anna	anna	PROPN
bracis-19025	308	50	helena	helena	PROPN
bracis-19025	308	51	reali	reali	PROPN
bracis-19025	308	52	costaview	costaview	PROPN
bracis-19025	308	53	author	author	NOUN
bracis-19025	308	54	publications	publication	NOUN
bracis-19025	308	55	search	search	NOUN
bracis-19025	308	56	author	author	NOUN
bracis-19025	308	57	on	on	ADP
bracis-19025	308	58	:	:	PUNCT
bracis-19025	308	59	pubmed	pubmed	PROPN
bracis-19025	308	60	 	 	SPACE
bracis-19025	308	61	google	google	PROPN
bracis-19025	308	62	scholar	scholar	NOUN
bracis-19025	308	63	corresponding	correspond	VERB
bracis-19025	308	64	author	author	NOUN
bracis-19025	308	65	correspondence	correspondence	NOUN
bracis-19025	308	66	to	to	ADP
bracis-19025	308	67	bruno	bruno	PROPN
bracis-19025	308	68	eidi	eidi	PROPN
bracis-19025	308	69	nishimoto	nishimoto	PROPN
bracis-19025	308	70	.	.	PUNCT
bracis-19025	309	1	editor	editor	NOUN
bracis-19025	309	2	information	information	NOUN
bracis-19025	309	3	editors	editor	NOUN
bracis-19025	309	4	and	and	CCONJ
bracis-19025	309	5	affiliations	affiliation	NOUN
bracis-19025	309	6	universidade	universidade	PROPN
bracis-19025	309	7	federal	federal	PROPN
bracis-19025	309	8	de	de	X
bracis-19025	309	9	sergipe	sergipe	PROPN
bracis-19025	309	10	,	,	PUNCT
bracis-19025	309	11	são	são	NOUN
bracis-19025	309	12	cristóvão	cristóvão	PROPN
bracis-19025	309	13	,	,	PUNCT
bracis-19025	309	14	brazil	brazil	PROPN
bracis-19025	309	15	andré	andré	PROPN
bracis-19025	309	16	britto	britto	PROPN
bracis-19025	309	17	universidade	universidade	PROPN
bracis-19025	309	18	de	de	PROPN
bracis-19025	309	19	são	são	PROPN
bracis-19025	309	20	paulo	paulo	PROPN
bracis-19025	309	21	,	,	PUNCT
bracis-19025	309	22	são	são	PROPN
bracis-19025	309	23	paulo	paulo	PROPN
bracis-19025	309	24	,	,	PUNCT
bracis-19025	309	25	brazil	brazil	PROPN
bracis-19025	309	26	karina	karina	PROPN
bracis-19025	309	27	valdivia	valdivia	PROPN
bracis-19025	309	28	delgado	delgado	VERB
bracis-19025	309	29	rights	right	NOUN
bracis-19025	309	30	and	and	CCONJ
bracis-19025	309	31	permissions	permission	NOUN
bracis-19025	309	32	reprints	reprint	NOUN
bracis-19025	309	33	and	and	CCONJ
bracis-19025	309	34	permissions	permission	VERB
bracis-19025	309	35	copyright	copyright	NOUN
bracis-19025	309	36	information	information	NOUN
bracis-19025	309	37	©	©	PROPN
bracis-19025	309	38	2021	2021	NUM
bracis-19025	309	39	springer	springer	NOUN
bracis-19025	309	40	nature	nature	NOUN
bracis-19025	309	41	switzerland	switzerland	PROPN
bracis-19025	309	42	ag	ag	PROPN
bracis-19025	309	43	about	about	ADP
bracis-19025	309	44	this	this	DET
bracis-19025	309	45	paper	paper	NOUN
bracis-19025	309	46	cite	cite	VERB
bracis-19025	309	47	this	this	DET
bracis-19025	309	48	paper	paper	NOUN
bracis-19025	309	49	nishimoto	nishimoto	NOUN
bracis-19025	309	50	,	,	PUNCT
bracis-19025	309	51	b.e	b.e	PROPN
bracis-19025	309	52	.	.	PROPN
bracis-19025	309	53	,	,	PUNCT
bracis-19025	309	54	costa	costa	PROPN
bracis-19025	309	55	,	,	PUNCT
bracis-19025	309	56	a.h.r	a.h.r	PROPN
bracis-19025	309	57	.	.	PUNCT
bracis-19025	310	1	(	(	PUNCT
bracis-19025	310	2	2021	2021	NUM
bracis-19025	310	3	)	)	PUNCT
bracis-19025	310	4	.	.	PUNCT
bracis-19025	311	1	slot	slot	NOUN
bracis-19025	311	2	sharing	sharing	NOUN
bracis-19025	311	3	mechanism	mechanism	NOUN
bracis-19025	311	4	in	in	ADP
bracis-19025	311	5	multi	multi	ADJ
bracis-19025	311	6	-	-	ADJ
bracis-19025	311	7	domain	domain	ADJ
bracis-19025	311	8	dialogue	dialogue	NOUN
bracis-19025	311	9	systems	system	NOUN
bracis-19025	311	10	.	.	PUNCT
bracis-19025	312	1	in	in	ADP
bracis-19025	312	2	:	:	PUNCT
bracis-19025	312	3	britto	britto	PROPN
bracis-19025	312	4	,	,	PUNCT
bracis-19025	312	5	a.	a.	PROPN
bracis-19025	312	6	,	,	PUNCT
bracis-19025	312	7	valdivia	valdivia	PROPN
bracis-19025	312	8	delgado	delgado	PROPN
bracis-19025	312	9	,	,	PUNCT
bracis-19025	312	10	k.	k.	PROPN
bracis-19025	312	11	(	(	PUNCT
bracis-19025	312	12	eds	eds	PROPN
bracis-19025	312	13	)	)	PUNCT
bracis-19025	312	14	intelligent	intelligent	ADJ
bracis-19025	312	15	systems	system	NOUN
bracis-19025	312	16	.	.	PUNCT
bracis-19025	313	1	bracis	bracis	PROPN
bracis-19025	313	2	2021	2021	NUM
bracis-19025	313	3	.	.	PUNCT
bracis-19025	314	1	lecture	lecture	NOUN
bracis-19025	314	2	notes	note	NOUN
bracis-19025	314	3	in	in	ADP
bracis-19025	314	4	computer	computer	NOUN
bracis-19025	314	5	science	science	NOUN
bracis-19025	314	6	(	(	PUNCT
bracis-19025	314	7	)	)	PUNCT
bracis-19025	314	8	,	,	PUNCT
bracis-19025	314	9	vol	vol	NOUN
bracis-19025	314	10	13073	13073	NUM
bracis-19025	314	11	.	.	PUNCT
bracis-19025	315	1	springer	springer	NOUN
bracis-19025	315	2	,	,	PUNCT
bracis-19025	315	3	cham	cham	PROPN
bracis-19025	315	4	.	.	PUNCT
bracis-19025	316	1	https://doi.org/10.1007/978-3-030-91702-9_7	https://doi.org/10.1007/978-3-030-91702-9_7	PROPN
bracis-19025	316	2	download	download	PROPN
bracis-19025	316	3	citation	citation	NOUN
bracis-19025	316	4	.ris	.ris	PUNCT
bracis-19025	316	5	.enw	.enw	PROPN
bracis-19025	316	6	.bib	.bib	PUNCT
bracis-19025	317	1	doi	doi	PROPN
bracis-19025	317	2	:	:	PUNCT
bracis-19025	317	3	https://doi.org/10.1007/978-3-030-91702-9_7	https://doi.org/10.1007/978-3-030-91702-9_7	NOUN
bracis-19025	317	4	published	publish	VERB
bracis-19025	317	5	:	:	PUNCT
bracis-19025	317	6	28	28	NUM
bracis-19025	317	7	november	november	PROPN
bracis-19025	317	8	2021	2021	NUM
bracis-19025	317	9	publisher	publisher	NOUN
bracis-19025	317	10	name	name	NOUN
bracis-19025	317	11	:	:	PUNCT
bracis-19025	317	12	springer	springer	NOUN
bracis-19025	317	13	,	,	PUNCT
bracis-19025	317	14	cham	cham	PROPN
bracis-19025	317	15	print	print	PROPN
bracis-19025	317	16	isbn	isbn	PROPN
bracis-19025	317	17	:	:	PUNCT
bracis-19025	317	18	978	978	NUM
bracis-19025	317	19	-	-	SYM
bracis-19025	317	20	3	3	NUM
bracis-19025	317	21	-	-	PUNCT
bracis-19025	317	22	030	030	NUM
bracis-19025	317	23	-	-	PUNCT
bracis-19025	317	24	91701	91701	NUM
bracis-19025	317	25	-	-	SYM
bracis-19025	317	26	2	2	NUM
bracis-19025	317	27	online	online	ADJ
bracis-19025	317	28	isbn	isbn	NOUN
bracis-19025	317	29	:	:	PUNCT
bracis-19025	317	30	978	978	NUM
bracis-19025	317	31	-	-	SYM
bracis-19025	317	32	3	3	NUM
bracis-19025	317	33	-	-	PUNCT
bracis-19025	317	34	030	030	NUM
bracis-19025	317	35	-	-	PUNCT
bracis-19025	317	36	91702	91702	NUM
bracis-19025	317	37	-	-	SYM
bracis-19025	317	38	9	9	NUM
bracis-19025	317	39	ebook	ebook	NOUN
bracis-19025	317	40	packages	package	NOUN
bracis-19025	317	41	:	:	PUNCT
bracis-19025	317	42	computer	computer	NOUN
bracis-19025	317	43	sciencecomputer	sciencecomputer	NOUN
bracis-19025	317	44	science	science	NOUN
bracis-19025	317	45	(	(	PUNCT
bracis-19025	317	46	r0	r0	NOUN
bracis-19025	317	47	)	)	PUNCT
bracis-19025	317	48	share	share	VERB
bracis-19025	317	49	this	this	DET
bracis-19025	317	50	paper	paper	NOUN
bracis-19025	317	51	anyone	anyone	PRON
bracis-19025	317	52	you	you	PRON
bracis-19025	317	53	share	share	VERB
bracis-19025	317	54	the	the	DET
bracis-19025	317	55	following	follow	VERB
bracis-19025	317	56	link	link	NOUN
bracis-19025	317	57	with	with	ADP
bracis-19025	317	58	will	will	AUX
bracis-19025	317	59	be	be	AUX
bracis-19025	317	60	able	able	ADJ
bracis-19025	317	61	to	to	PART
bracis-19025	317	62	read	read	VERB
bracis-19025	317	63	this	this	DET
bracis-19025	317	64	content	content	NOUN
bracis-19025	317	65	:	:	PUNCT
bracis-19025	317	66	get	get	VERB
bracis-19025	317	67	shareable	shareable	ADJ
bracis-19025	317	68	linksorry	linksorry	NOUN
bracis-19025	317	69	,	,	PUNCT
bracis-19025	317	70	a	a	DET
bracis-19025	317	71	shareable	shareable	ADJ
bracis-19025	317	72	link	link	NOUN
bracis-19025	317	73	is	be	AUX
bracis-19025	317	74	not	not	PART
bracis-19025	317	75	currently	currently	ADV
bracis-19025	317	76	available	available	ADJ
bracis-19025	317	77	for	for	ADP
bracis-19025	317	78	this	this	DET
bracis-19025	317	79	article	article	NOUN
bracis-19025	317	80	.	.	PUNCT
bracis-19025	318	1	copy	copy	VERB
bracis-19025	318	2	shareable	shareable	ADJ
bracis-19025	318	3	link	link	NOUN
bracis-19025	318	4	to	to	PART
bracis-19025	318	5	clipboard	clipboard	NOUN
bracis-19025	318	6	provided	provide	VERB
bracis-19025	318	7	by	by	ADP
bracis-19025	318	8	the	the	DET
bracis-19025	318	9	springer	springer	NOUN
bracis-19025	318	10	nature	nature	PROPN
bracis-19025	318	11	sharedit	sharedit	PROPN
bracis-19025	318	12	content	content	NOUN
bracis-19025	318	13	-	-	PUNCT
bracis-19025	318	14	sharing	share	VERB
bracis-19025	318	15	initiative	initiative	NOUN
bracis-19025	318	16	keywords	keyword	NOUN
bracis-19025	318	17	dialogue	dialogue	NOUN
bracis-19025	318	18	systems	system	NOUN
bracis-19025	318	19	reinforcement	reinforcement	NOUN
bracis-19025	318	20	learning	learning	NOUN
bracis-19025	318	21	transfer	transfer	NOUN
bracis-19025	318	22	publish	publish	NOUN
bracis-19025	318	23	with	with	ADP
bracis-19025	318	24	us	us	PROPN
bracis-19025	318	25	policies	policy	NOUN
bracis-19025	318	26	and	and	CCONJ
bracis-19025	318	27	ethics	ethic	NOUN
bracis-19025	318	28	profiles	profile	NOUN
bracis-19025	318	29	anna	anna	PROPN
bracis-19025	318	30	helena	helena	PROPN
bracis-19025	318	31	reali	reali	PROPN
bracis-19025	318	32	costa	costa	PROPN
bracis-19025	318	33	view	view	PROPN
bracis-19025	318	34	author	author	NOUN
bracis-19025	318	35	profile	profile	NOUN
bracis-19025	318	36	search	search	NOUN
bracis-19025	318	37	search	search	NOUN
bracis-19025	318	38	by	by	ADP
bracis-19025	318	39	keyword	keyword	NOUN
bracis-19025	318	40	or	or	CCONJ
bracis-19025	318	41	author	author	NOUN
bracis-19025	318	42	search	search	NOUN
bracis-19025	318	43	navigation	navigation	NOUN
bracis-19025	318	44	find	find	VERB
bracis-19025	318	45	a	a	DET
bracis-19025	318	46	journal	journal	NOUN
bracis-19025	318	47	publish	publish	VERB
bracis-19025	318	48	with	with	ADP
bracis-19025	318	49	us	we	PRON
bracis-19025	318	50	track	track	VERB
bracis-19025	318	51	your	your	PRON
bracis-19025	318	52	research	research	NOUN
bracis-19025	318	53	discover	discover	VERB
bracis-19025	318	54	content	content	NOUN
bracis-19025	318	55	journals	journal	NOUN
bracis-19025	318	56	a	a	DET
bracis-19025	318	57	-	-	PUNCT
bracis-19025	318	58	z	z	NOUN
bracis-19025	318	59	books	book	NOUN
bracis-19025	318	60	a	a	DET
bracis-19025	318	61	-	-	PUNCT
bracis-19025	318	62	z	z	NOUN
bracis-19025	318	63	publish	publish	NOUN
bracis-19025	318	64	with	with	ADP
bracis-19025	318	65	us	us	PROPN
bracis-19025	318	66	journal	journal	PROPN
bracis-19025	318	67	finder	finder	PROPN
bracis-19025	318	68	publish	publish	VERB
bracis-19025	318	69	your	your	PRON
bracis-19025	318	70	research	research	NOUN
bracis-19025	318	71	language	language	NOUN
bracis-19025	318	72	editing	edit	VERB
bracis-19025	318	73	open	open	ADJ
bracis-19025	318	74	access	access	NOUN
bracis-19025	318	75	publishing	publishing	NOUN
bracis-19025	318	76	products	product	NOUN
bracis-19025	318	77	and	and	CCONJ
bracis-19025	318	78	services	service	NOUN
bracis-19025	318	79	our	our	PRON
bracis-19025	318	80	products	product	NOUN
bracis-19025	318	81	librarians	librarian	VERB
bracis-19025	318	82	societies	society	NOUN
bracis-19025	318	83	partners	partner	NOUN
bracis-19025	318	84	and	and	CCONJ
bracis-19025	318	85	advertisers	advertiser	NOUN
bracis-19025	318	86	our	our	PRON
bracis-19025	318	87	brands	brand	NOUN
bracis-19025	318	88	springer	springer	NOUN
bracis-19025	318	89	nature	nature	PROPN
bracis-19025	318	90	portfolio	portfolio	PROPN
bracis-19025	318	91	bmc	bmc	PROPN
bracis-19025	318	92	palgrave	palgrave	PROPN
bracis-19025	318	93	macmillan	macmillan	PROPN
bracis-19025	318	94	apress	apress	PROPN
bracis-19025	318	95	discover	discover	VERB
bracis-19025	318	96	your	your	PRON
bracis-19025	318	97	privacy	privacy	NOUN
bracis-19025	318	98	choices	choice	NOUN
bracis-19025	318	99	/	/	SYM
bracis-19025	318	100	manage	manage	NOUN
bracis-19025	318	101	cookies	cookie	NOUN
bracis-19025	318	102	your	your	PRON
bracis-19025	318	103	us	us	PROPN
bracis-19025	319	1	state	state	NOUN
bracis-19025	319	2	privacy	privacy	NOUN
bracis-19025	319	3	rights	right	NOUN
bracis-19025	319	4	accessibility	accessibility	NOUN
bracis-19025	319	5	statement	statement	NOUN
bracis-19025	319	6	terms	term	NOUN
bracis-19025	319	7	and	and	CCONJ
bracis-19025	319	8	conditions	condition	NOUN
bracis-19025	319	9	privacy	privacy	NOUN
bracis-19025	319	10	policy	policy	NOUN
bracis-19025	319	11	help	help	NOUN
bracis-19025	319	12	and	and	CCONJ
bracis-19025	319	13	support	support	VERB
bracis-19025	319	14	legal	legal	ADJ
bracis-19025	319	15	notice	notice	NOUN
bracis-19025	319	16	cancel	cancel	VERB
bracis-19025	319	17	contracts	contract	NOUN
bracis-19025	319	18	here	here	ADV
bracis-19025	319	19	129.74.145.123	129.74.145.123	NUM
bracis-19025	319	20	hesburgh	hesburgh	PROPN
bracis-19025	319	21	library	library	PROPN
bracis-19025	319	22	er	er	INTJ
bracis-19025	319	23	unit	unit	NOUN
bracis-19025	319	24	(	(	PUNCT
bracis-19025	319	25	3005732405	3005732405	NUM
bracis-19025	319	26	)	)	PUNCT
bracis-19025	319	27	northeast	northeast	ADJ
bracis-19025	319	28	research	research	NOUN
bracis-19025	319	29	libraries	library	NOUN
bracis-19025	319	30	(	(	PUNCT
bracis-19025	319	31	nerl	nerl	PROPN
bracis-19025	319	32	)	)	PUNCT
bracis-19025	319	33	(	(	PUNCT
bracis-19025	319	34	8200828607	8200828607	NUM
bracis-19025	319	35	)	)	PUNCT
bracis-19025	319	36	nerl	nerl	VERB
bracis-19025	319	37	ta	ta	X
bracis-19025	319	38	account	account	NOUN
bracis-19025	319	39	(	(	PUNCT
bracis-19025	319	40	3006206169	3006206169	NUM
bracis-19025	319	41	)	)	PUNCT
bracis-19025	319	42	university	university	NOUN
bracis-19025	319	43	of	of	ADP
bracis-19025	319	44	notre	notre	PROPN
bracis-19025	319	45	dame	dame	PROPN
bracis-19025	319	46	hesburgh	hesburgh	PROPN
bracis-19025	319	47	library	library	NOUN
bracis-19025	319	48	(	(	PUNCT
bracis-19025	319	49	3000184373	3000184373	NUM
bracis-19025	319	50	)	)	PUNCT
bracis-19025	320	1	©	©	ADP
bracis-19025	320	2	2025	2025	NUM
bracis-19025	320	3	springer	springer	NOUN
bracis-19025	320	4	nature	nature	NOUN