id	sid	tid	token	lemma	pos
dad-10731	1	1	dialogue	dialogue	PROPN
dad-10731	1	2	&	&	CCONJ
dad-10731	1	3	discourse	discourse	PROPN
dad-10731	1	4	7(3	7(3	NUM
dad-10731	1	5	)	)	PUNCT
dad-10731	1	6	(	(	PUNCT
dad-10731	1	7	2016	2016	NUM
dad-10731	1	8	)	)	PUNCT
dad-10731	1	9	47–64	47–64	PROPN
dad-10731	1	10	doi	doi	NOUN
dad-10731	1	11	:	:	PUNCT
dad-10731	1	12	10.5087	10.5087	NUM
dad-10731	1	13	/	/	SYM
dad-10731	1	14	dad.2016.302	dad.2016.302	NOUN
dad-10731	1	15	dialog	dialog	NOUN
dad-10731	1	16	history	history	NOUN
dad-10731	1	17	construction	construction	NOUN
dad-10731	1	18	with	with	ADP
dad-10731	1	19	long	long	ADJ
dad-10731	1	20	-	-	PUNCT
dad-10731	1	21	short	short	ADJ
dad-10731	1	22	term	term	NOUN
dad-10731	1	23	memory	memory	NOUN
dad-10731	1	24	for	for	ADP
dad-10731	1	25	robust	robust	ADJ
dad-10731	1	26	generative	generative	ADJ
dad-10731	1	27	dialog	dialog	NOUN
dad-10731	1	28	state	state	PROPN
dad-10731	1	29	tracking	tracking	PROPN
dad-10731	1	30	byung	byung	PROPN
dad-10731	1	31	-	-	PUNCT
dad-10731	1	32	jun	jun	PROPN
dad-10731	1	33	lee	lee	PROPN
dad-10731	1	34	bjlee@ai.kaist.ac.kr	bjlee@ai.kaist.ac.kr	PROPN
dad-10731	1	35	school	school	NOUN
dad-10731	1	36	of	of	ADP
dad-10731	1	37	computing	computing	NOUN
dad-10731	1	38	,	,	PUNCT
dad-10731	1	39	college	college	NOUN
dad-10731	1	40	of	of	ADP
dad-10731	1	41	engineering	engineering	PROPN
dad-10731	1	42	korea	korea	PROPN
dad-10731	1	43	advanced	advanced	PROPN
dad-10731	1	44	institute	institute	PROPN
dad-10731	1	45	of	of	ADP
dad-10731	1	46	science	science	NOUN
dad-10731	1	47	and	and	CCONJ
dad-10731	1	48	technology	technology	NOUN
dad-10731	1	49	291	291	NUM
dad-10731	1	50	daehak	daehak	NOUN
dad-10731	1	51	-	-	PUNCT
dad-10731	1	52	ro	ro	NOUN
dad-10731	1	53	,	,	PUNCT
dad-10731	1	54	yuseong	yuseong	NOUN
dad-10731	1	55	-	-	PUNCT
dad-10731	1	56	gu	gu	NOUN
dad-10731	1	57	,	,	PUNCT
dad-10731	1	58	daejeon	daejeon	NOUN
dad-10731	1	59	,	,	PUNCT
dad-10731	1	60	republic	republic	NOUN
dad-10731	1	61	of	of	ADP
dad-10731	1	62	korea	korea	PROPN
dad-10731	1	63	kee	kee	PROPN
dad-10731	1	64	-	-	PUNCT
dad-10731	1	65	eung	eung	PROPN
dad-10731	1	66	kim	kim	PROPN
dad-10731	1	67	kekim@cs.kaist.ac.kr	kekim@cs.kaist.ac.kr	PROPN
dad-10731	1	68	school	school	NOUN
dad-10731	1	69	of	of	ADP
dad-10731	1	70	computing	computing	NOUN
dad-10731	1	71	,	,	PUNCT
dad-10731	1	72	college	college	NOUN
dad-10731	1	73	of	of	ADP
dad-10731	1	74	engineering	engineering	PROPN
dad-10731	1	75	korea	korea	PROPN
dad-10731	1	76	advanced	advanced	PROPN
dad-10731	1	77	institute	institute	PROPN
dad-10731	1	78	of	of	ADP
dad-10731	1	79	science	science	NOUN
dad-10731	1	80	and	and	CCONJ
dad-10731	1	81	technology	technology	NOUN
dad-10731	1	82	291	291	NUM
dad-10731	1	83	daehak	daehak	NOUN
dad-10731	1	84	-	-	PUNCT
dad-10731	1	85	ro	ro	NOUN
dad-10731	1	86	,	,	PUNCT
dad-10731	1	87	yuseong	yuseong	NOUN
dad-10731	1	88	-	-	PUNCT
dad-10731	1	89	gu	gu	NOUN
dad-10731	1	90	,	,	PUNCT
dad-10731	1	91	daejeon	daejeon	NOUN
dad-10731	1	92	,	,	PUNCT
dad-10731	1	93	republic	republic	NOUN
dad-10731	1	94	of	of	ADP
dad-10731	1	95	korea	korea	PROPN
dad-10731	1	96	editor	editor	PROPN
dad-10731	1	97	:	:	PUNCT
dad-10731	1	98	jason	jason	PROPN
dad-10731	1	99	d.	d.	PROPN
dad-10731	1	100	williams	williams	PROPN
dad-10731	1	101	,	,	PUNCT
dad-10731	1	102	antoine	antoine	PROPN
dad-10731	1	103	raux	raux	PROPN
dad-10731	1	104	,	,	PUNCT
dad-10731	1	105	and	and	CCONJ
dad-10731	1	106	matthew	matthew	PROPN
dad-10731	1	107	henderson	henderson	PROPN
dad-10731	1	108	submitted	submit	VERB
dad-10731	1	109	04/15	04/15	NUM
dad-10731	1	110	;	;	PUNCT
dad-10731	1	111	accepted	accept	VERB
dad-10731	1	112	02/16	02/16	NUM
dad-10731	1	113	;	;	PUNCT
dad-10731	1	114	published	publish	VERB
dad-10731	1	115	online	online	ADV
dad-10731	1	116	04/16	04/16	NUM
dad-10731	1	117	abstract	abstract	ADJ
dad-10731	1	118	one	one	NUM
dad-10731	1	119	of	of	ADP
dad-10731	1	120	the	the	DET
dad-10731	1	121	crucial	crucial	ADJ
dad-10731	1	122	components	component	NOUN
dad-10731	1	123	of	of	ADP
dad-10731	1	124	dialog	dialog	NOUN
dad-10731	1	125	system	system	NOUN
dad-10731	1	126	is	be	AUX
dad-10731	1	127	the	the	DET
dad-10731	1	128	dialog	dialog	NOUN
dad-10731	1	129	state	state	NOUN
dad-10731	1	130	tracker	tracker	PROPN
dad-10731	1	131	,	,	PUNCT
dad-10731	1	132	which	which	PRON
dad-10731	1	133	infers	infer	VERB
dad-10731	1	134	user	user	NOUN
dad-10731	1	135	’s	’s	PART
dad-10731	1	136	intention	intention	NOUN
dad-10731	1	137	from	from	ADP
dad-10731	1	138	preliminary	preliminary	ADJ
dad-10731	1	139	speech	speech	NOUN
dad-10731	1	140	processing	processing	NOUN
dad-10731	1	141	.	.	PUNCT
dad-10731	2	1	since	since	SCONJ
dad-10731	2	2	the	the	DET
dad-10731	2	3	overall	overall	ADJ
dad-10731	2	4	performance	performance	NOUN
dad-10731	2	5	of	of	ADP
dad-10731	2	6	the	the	DET
dad-10731	2	7	dialog	dialog	NOUN
dad-10731	2	8	system	system	NOUN
dad-10731	2	9	is	be	AUX
dad-10731	2	10	heavily	heavily	ADV
dad-10731	2	11	affected	affect	VERB
dad-10731	2	12	by	by	ADP
dad-10731	2	13	that	that	PRON
dad-10731	2	14	of	of	ADP
dad-10731	2	15	the	the	DET
dad-10731	2	16	dialog	dialog	NOUN
dad-10731	2	17	tracker	tracker	NOUN
dad-10731	2	18	,	,	PUNCT
dad-10731	2	19	it	it	PRON
dad-10731	2	20	has	have	AUX
dad-10731	2	21	been	be	AUX
dad-10731	2	22	one	one	NUM
dad-10731	2	23	of	of	ADP
dad-10731	2	24	the	the	DET
dad-10731	2	25	core	core	NOUN
dad-10731	2	26	areas	area	NOUN
dad-10731	2	27	of	of	ADP
dad-10731	2	28	research	research	NOUN
dad-10731	2	29	on	on	ADP
dad-10731	2	30	dialog	dialog	NOUN
dad-10731	2	31	systems	system	NOUN
dad-10731	2	32	.	.	PUNCT
dad-10731	3	1	in	in	ADP
dad-10731	3	2	this	this	DET
dad-10731	3	3	paper	paper	NOUN
dad-10731	3	4	,	,	PUNCT
dad-10731	3	5	we	we	PRON
dad-10731	3	6	present	present	VERB
dad-10731	3	7	a	a	DET
dad-10731	3	8	dialog	dialog	NOUN
dad-10731	3	9	state	state	NOUN
dad-10731	3	10	tracker	tracker	NOUN
dad-10731	3	11	that	that	PRON
dad-10731	3	12	combines	combine	VERB
dad-10731	3	13	a	a	DET
dad-10731	3	14	generative	generative	ADJ
dad-10731	3	15	probabilistic	probabilistic	ADJ
dad-10731	3	16	model	model	NOUN
dad-10731	3	17	of	of	ADP
dad-10731	3	18	dialog	dialog	NOUN
dad-10731	3	19	state	state	NOUN
dad-10731	3	20	tracking	tracking	NOUN
dad-10731	3	21	with	with	ADP
dad-10731	3	22	the	the	DET
dad-10731	3	23	recurrent	recurrent	ADJ
dad-10731	3	24	neural	neural	ADJ
dad-10731	3	25	network	network	NOUN
dad-10731	3	26	for	for	ADP
dad-10731	3	27	encoding	encode	VERB
dad-10731	3	28	important	important	ADJ
dad-10731	3	29	aspects	aspect	NOUN
dad-10731	3	30	of	of	ADP
dad-10731	3	31	the	the	DET
dad-10731	3	32	dialog	dialog	NOUN
dad-10731	3	33	history	history	NOUN
dad-10731	3	34	.	.	PUNCT
dad-10731	4	1	we	we	PRON
dad-10731	4	2	describe	describe	VERB
dad-10731	4	3	a	a	DET
dad-10731	4	4	two	two	NUM
dad-10731	4	5	-	-	PUNCT
dad-10731	4	6	step	step	NOUN
dad-10731	4	7	gradient	gradient	ADJ
dad-10731	4	8	descent	descent	NOUN
dad-10731	4	9	algorithm	algorithm	NOUN
dad-10731	4	10	that	that	PRON
dad-10731	4	11	optimizes	optimize	VERB
dad-10731	4	12	the	the	DET
dad-10731	4	13	tracker	tracker	NOUN
dad-10731	4	14	with	with	ADP
dad-10731	4	15	a	a	DET
dad-10731	4	16	complex	complex	ADJ
dad-10731	4	17	loss	loss	NOUN
dad-10731	4	18	function	function	NOUN
dad-10731	4	19	.	.	PUNCT
dad-10731	5	1	we	we	PRON
dad-10731	5	2	demonstrate	demonstrate	VERB
dad-10731	5	3	that	that	SCONJ
dad-10731	5	4	this	this	DET
dad-10731	5	5	approach	approach	NOUN
dad-10731	5	6	yields	yield	VERB
dad-10731	5	7	a	a	DET
dad-10731	5	8	dialog	dialog	NOUN
dad-10731	5	9	state	state	NOUN
dad-10731	5	10	tracker	tracker	NOUN
dad-10731	5	11	that	that	PRON
dad-10731	5	12	performs	perform	VERB
dad-10731	5	13	competitively	competitively	ADV
dad-10731	5	14	with	with	ADP
dad-10731	5	15	top	top	ADV
dad-10731	5	16	-	-	PUNCT
dad-10731	5	17	performing	perform	VERB
dad-10731	5	18	trackers	tracker	NOUN
dad-10731	5	19	participated	participate	VERB
dad-10731	5	20	in	in	ADP
dad-10731	5	21	the	the	DET
dad-10731	5	22	first	first	ADJ
dad-10731	5	23	and	and	CCONJ
dad-10731	5	24	second	second	ADJ
dad-10731	5	25	dialog	dialog	NOUN
dad-10731	5	26	state	state	NOUN
dad-10731	5	27	tracking	tracking	NOUN
dad-10731	5	28	challenges	challenge	NOUN
dad-10731	5	29	.	.	PUNCT
dad-10731	6	1	keywords	keyword	NOUN
dad-10731	6	2	:	:	PUNCT
dad-10731	6	3	dialog	dialog	NOUN
dad-10731	6	4	state	state	NOUN
dad-10731	6	5	tracking	tracking	NOUN
dad-10731	6	6	,	,	PUNCT
dad-10731	6	7	dialog	dialog	NOUN
dad-10731	6	8	management	management	NOUN
dad-10731	6	9	,	,	PUNCT
dad-10731	6	10	spoken	spoken	ADJ
dad-10731	6	11	dialog	dialog	NOUN
dad-10731	6	12	system	system	NOUN
dad-10731	6	13	(	(	PUNCT
dad-10731	6	14	sds	sds	PROPN
dad-10731	6	15	)	)	PUNCT
dad-10731	6	16	,	,	PUNCT
dad-10731	6	17	hidden	hide	VERB
dad-10731	6	18	information	information	NOUN
dad-10731	6	19	state	state	NOUN
dad-10731	6	20	(	(	PUNCT
dad-10731	6	21	his	his	NOUN
dad-10731	6	22	)	)	PUNCT
dad-10731	6	23	,	,	PUNCT
dad-10731	6	24	long	long	ADJ
dad-10731	6	25	short	short	ADJ
dad-10731	6	26	term	term	NOUN
dad-10731	6	27	memory	memory	NOUN
dad-10731	6	28	(	(	PUNCT
dad-10731	6	29	lstm	lstm	NOUN
dad-10731	6	30	)	)	PUNCT
dad-10731	6	31	.	.	PUNCT
dad-10731	7	1	1	1	X
dad-10731	7	2	.	.	X
dad-10731	7	3	introduction	introduction	NOUN
dad-10731	7	4	spoken	speak	VERB
dad-10731	7	5	dialog	dialog	NOUN
dad-10731	7	6	systems	system	NOUN
dad-10731	7	7	(	(	PUNCT
dad-10731	7	8	sds	sds	PROPN
dad-10731	7	9	)	)	PUNCT
dad-10731	7	10	are	be	AUX
dad-10731	7	11	a	a	DET
dad-10731	7	12	rapidly	rapidly	ADV
dad-10731	7	13	growing	grow	VERB
dad-10731	7	14	subject	subject	NOUN
dad-10731	7	15	of	of	ADP
dad-10731	7	16	research	research	NOUN
dad-10731	7	17	with	with	ADP
dad-10731	7	18	the	the	DET
dad-10731	7	19	grand	grand	ADJ
dad-10731	7	20	challenge	challenge	NOUN
dad-10731	7	21	of	of	ADP
dad-10731	7	22	developing	develop	VERB
dad-10731	7	23	intelligent	intelligent	ADJ
dad-10731	7	24	systems	system	NOUN
dad-10731	7	25	capable	capable	ADJ
dad-10731	7	26	of	of	ADP
dad-10731	7	27	understanding	understand	VERB
dad-10731	7	28	conversational	conversational	ADJ
dad-10731	7	29	commands	command	NOUN
dad-10731	7	30	by	by	ADP
dad-10731	7	31	human	human	ADJ
dad-10731	7	32	users	user	NOUN
dad-10731	7	33	.	.	PUNCT
dad-10731	8	1	the	the	DET
dad-10731	8	2	generic	generic	ADJ
dad-10731	8	3	architecture	architecture	NOUN
dad-10731	8	4	of	of	ADP
dad-10731	8	5	a	a	DET
dad-10731	8	6	spoken	spoken	ADJ
dad-10731	8	7	dialog	dialog	NOUN
dad-10731	8	8	system	system	NOUN
dad-10731	8	9	is	be	AUX
dad-10731	8	10	shown	show	VERB
dad-10731	8	11	in	in	ADP
dad-10731	8	12	figure	figure	NOUN
dad-10731	8	13	1	1	NUM
dad-10731	8	14	:	:	PUNCT
dad-10731	8	15	the	the	DET
dad-10731	8	16	system	system	NOUN
dad-10731	8	17	decodes	decode	VERB
dad-10731	8	18	the	the	DET
dad-10731	8	19	user	user	NOUN
dad-10731	8	20	voice	voice	NOUN
dad-10731	8	21	into	into	ADP
dad-10731	8	22	the	the	DET
dad-10731	8	23	list	list	NOUN
dad-10731	8	24	of	of	ADP
dad-10731	8	25	hypotheses	hypothesis	NOUN
dad-10731	8	26	in	in	ADP
dad-10731	8	27	a	a	DET
dad-10731	8	28	form	form	NOUN
dad-10731	8	29	of	of	ADP
dad-10731	8	30	action	action	NOUN
dad-10731	8	31	type	type	NOUN
dad-10731	8	32	and	and	CCONJ
dad-10731	8	33	slot	slot	NOUN
dad-10731	8	34	-	-	PUNCT
dad-10731	8	35	value	value	NOUN
dad-10731	8	36	pairs	pair	NOUN
dad-10731	8	37	(	(	PUNCT
dad-10731	8	38	see	see	VERB
dad-10731	8	39	table	table	NOUN
dad-10731	8	40	1	1	NUM
dad-10731	8	41	for	for	ADP
dad-10731	8	42	details	detail	NOUN
dad-10731	8	43	)	)	PUNCT
dad-10731	8	44	,	,	PUNCT
dad-10731	8	45	which	which	PRON
dad-10731	8	46	is	be	AUX
dad-10731	8	47	defined	define	VERB
dad-10731	8	48	as	as	ADP
dad-10731	8	49	the	the	DET
dad-10731	8	50	spoken	spoken	ADJ
dad-10731	8	51	language	language	NOUN
dad-10731	8	52	understanding	understanding	NOUN
dad-10731	8	53	(	(	PUNCT
dad-10731	8	54	slu	slu	NOUN
dad-10731	8	55	)	)	PUNCT
dad-10731	8	56	.	.	PUNCT
dad-10731	9	1	the	the	DET
dad-10731	9	2	system	system	NOUN
dad-10731	9	3	then	then	ADV
dad-10731	9	4	analyzes	analyze	VERB
dad-10731	9	5	the	the	DET
dad-10731	9	6	hypotheses	hypothesis	NOUN
dad-10731	9	7	to	to	PART
dad-10731	9	8	decide	decide	VERB
dad-10731	9	9	how	how	SCONJ
dad-10731	9	10	to	to	PART
dad-10731	9	11	respond	respond	VERB
dad-10731	9	12	to	to	ADP
dad-10731	9	13	the	the	DET
dad-10731	9	14	user	user	NOUN
dad-10731	9	15	,	,	PUNCT
dad-10731	9	16	which	which	PRON
dad-10731	9	17	is	be	AUX
dad-10731	9	18	referred	refer	VERB
dad-10731	9	19	to	to	ADP
dad-10731	9	20	as	as	ADP
dad-10731	9	21	dialog	dialog	NOUN
dad-10731	9	22	management	management	NOUN
dad-10731	9	23	(	(	PUNCT
dad-10731	9	24	dm	dm	PROPN
dad-10731	9	25	)	)	PUNCT
dad-10731	9	26	.	.	PUNCT
dad-10731	10	1	the	the	DET
dad-10731	10	2	dm	dm	PROPN
dad-10731	10	3	can	can	AUX
dad-10731	10	4	be	be	AUX
dad-10731	10	5	further	far	ADV
dad-10731	10	6	decomposed	decompose	VERB
dad-10731	10	7	into	into	ADP
dad-10731	10	8	two	two	NUM
dad-10731	10	9	sub	sub	NOUN
dad-10731	10	10	-	-	NOUN
dad-10731	10	11	tasks	task	NOUN
dad-10731	10	12	:	:	PUNCT
dad-10731	10	13	the	the	DET
dad-10731	10	14	dialog	dialog	NOUN
dad-10731	10	15	state	state	NOUN
dad-10731	10	16	tracking	tracking	NOUN
dad-10731	10	17	that	that	PRON
dad-10731	10	18	identifies	identify	VERB
dad-10731	10	19	the	the	DET
dad-10731	10	20	user	user	NOUN
dad-10731	10	21	goal	goal	NOUN
dad-10731	10	22	and	and	CCONJ
dad-10731	10	23	the	the	DET
dad-10731	10	24	dialog	dialog	NOUN
dad-10731	10	25	policy	policy	NOUN
dad-10731	10	26	optimization	optimization	NOUN
dad-10731	10	27	that	that	PRON
dad-10731	10	28	finds	find	VERB
dad-10731	10	29	the	the	DET
dad-10731	10	30	appropriate	appropriate	ADJ
dad-10731	10	31	response	response	NOUN
dad-10731	10	32	.	.	PUNCT
dad-10731	11	1	the	the	DET
dad-10731	11	2	actual	actual	ADJ
dad-10731	11	3	vocal	vocal	ADJ
dad-10731	11	4	response	response	NOUN
dad-10731	11	5	is	be	AUX
dad-10731	11	6	produced	produce	VERB
dad-10731	11	7	by	by	ADP
dad-10731	11	8	the	the	DET
dad-10731	11	9	speech	speech	NOUN
dad-10731	11	10	generation	generation	NOUN
dad-10731	11	11	.	.	PUNCT
dad-10731	12	1	due	due	ADP
dad-10731	12	2	to	to	ADP
dad-10731	12	3	the	the	DET
dad-10731	12	4	inevitable	inevitable	ADJ
dad-10731	12	5	misinterpretation	misinterpretation	NOUN
dad-10731	12	6	of	of	ADP
dad-10731	12	7	the	the	DET
dad-10731	12	8	user	user	NOUN
dad-10731	12	9	utterance	utterance	NOUN
dad-10731	12	10	(	(	PUNCT
dad-10731	12	11	i.e.	i.e.	X
dad-10731	12	12	ambiguity	ambiguity	NOUN
dad-10731	12	13	)	)	PUNCT
dad-10731	12	14	in	in	ADP
dad-10731	12	15	slu	slu	NOUN
dad-10731	12	16	,	,	PUNCT
dad-10731	12	17	robust	robust	ADJ
dad-10731	12	18	dm	dm	NOUN
dad-10731	12	19	is	be	AUX
dad-10731	12	20	essential	essential	ADJ
dad-10731	12	21	in	in	ADP
dad-10731	12	22	any	any	DET
dad-10731	12	23	dialog	dialog	NOUN
dad-10731	12	24	system	system	NOUN
dad-10731	12	25	.	.	PUNCT
dad-10731	13	1	since	since	SCONJ
dad-10731	13	2	the	the	DET
dad-10731	13	3	task	task	NOUN
dad-10731	13	4	of	of	ADP
dad-10731	13	5	determining	determine	VERB
dad-10731	13	6	an	an	DET
dad-10731	13	7	appropriate	appropriate	ADJ
dad-10731	13	8	response	response	NOUN
dad-10731	13	9	based	base	VERB
dad-10731	13	10	on	on	ADP
dad-10731	13	11	the	the	DET
dad-10731	13	12	history	history	NOUN
dad-10731	13	13	of	of	ADP
dad-10731	13	14	slu	slu	NOUN
dad-10731	13	15	data	datum	NOUN
dad-10731	13	16	aligns	align	VERB
dad-10731	13	17	well	well	ADV
dad-10731	13	18	with	with	ADP
dad-10731	13	19	reinforcement	reinforcement	NOUN
dad-10731	13	20	learning	learning	NOUN
dad-10731	13	21	framework	framework	NOUN
dad-10731	13	22	,	,	PUNCT
dad-10731	13	23	a	a	DET
dad-10731	13	24	large	large	ADJ
dad-10731	13	25	number	number	NOUN
dad-10731	13	26	of	of	ADP
dad-10731	13	27	previous	previous	ADJ
dad-10731	13	28	studies	study	NOUN
dad-10731	13	29	were	be	AUX
dad-10731	13	30	based	base	VERB
dad-10731	13	31	on	on	ADP
dad-10731	13	32	the	the	DET
dad-10731	13	33	markov	markov	NOUN
dad-10731	13	34	decision	decision	NOUN
dad-10731	13	35	process	process	NOUN
dad-10731	13	36	(	(	PUNCT
dad-10731	13	37	mdp	mdp	PROPN
dad-10731	13	38	,	,	PUNCT
dad-10731	13	39	levin	levin	PROPN
dad-10731	13	40	et	et	PROPN
dad-10731	13	41	al	al	PROPN
dad-10731	13	42	.	.	PROPN
dad-10731	13	43	1998	1998	NUM
dad-10731	13	44	;	;	PUNCT
dad-10731	13	45	daubigney	daubigney	NOUN
dad-10731	13	46	c	c	PROPN
dad-10731	13	47	©	©	PROPN
dad-10731	13	48	2016	2016	NUM
dad-10731	13	49	byung	byung	PROPN
dad-10731	13	50	-	-	PUNCT
dad-10731	13	51	jun	jun	PROPN
dad-10731	13	52	lee	lee	PROPN
dad-10731	13	53	and	and	CCONJ
dad-10731	13	54	kee	kee	PROPN
dad-10731	13	55	-	-	PUNCT
dad-10731	13	56	eung	eung	PROPN
dad-10731	13	57	kim	kim	PROPN
dad-10731	13	58	this	this	PRON
dad-10731	13	59	is	be	AUX
dad-10731	13	60	an	an	DET
dad-10731	13	61	open	open	ADJ
dad-10731	13	62	-	-	PUNCT
dad-10731	13	63	access	access	NOUN
dad-10731	13	64	article	article	NOUN
dad-10731	13	65	distributed	distribute	VERB
dad-10731	13	66	under	under	ADP
dad-10731	13	67	the	the	DET
dad-10731	13	68	terms	term	NOUN
dad-10731	13	69	of	of	ADP
dad-10731	13	70	a	a	DET
dad-10731	13	71	creative	creative	ADJ
dad-10731	13	72	commons	common	NOUN
dad-10731	13	73	attribution	attribution	NOUN
dad-10731	13	74	license	license	NOUN
dad-10731	13	75	(	(	PUNCT
dad-10731	13	76	http	http	NOUN
dad-10731	13	77	:	:	PUNCT
dad-10731	13	78	//creativecommons.org	//creativecommons.org	SYM
dad-10731	13	79	/	/	SYM
dad-10731	13	80	licenses	license	NOUN
dad-10731	13	81	/	/	SYM
dad-10731	13	82	by/3.0/	by/3.0/	NOUN
dad-10731	13	83	)	)	PUNCT
dad-10731	13	84	.	.	PUNCT
dad-10731	14	1	byung	byung	PROPN
dad-10731	14	2	-	-	PUNCT
dad-10731	14	3	jun	jun	PROPN
dad-10731	14	4	lee	lee	PROPN
dad-10731	14	5	and	and	CCONJ
dad-10731	14	6	kee	kee	PROPN
dad-10731	14	7	-	-	PUNCT
dad-10731	14	8	eung	eung	PROPN
dad-10731	14	9	kim	kim	PROPN
dad-10731	14	10	figure	figure	NOUN
dad-10731	14	11	1	1	NUM
dad-10731	14	12	:	:	PUNCT
dad-10731	14	13	a	a	DET
dad-10731	14	14	diagram	diagram	NOUN
dad-10731	14	15	of	of	ADP
dad-10731	14	16	general	general	ADJ
dad-10731	14	17	spoken	speak	VERB
dad-10731	14	18	dialog	dialog	NOUN
dad-10731	14	19	systems	system	NOUN
dad-10731	14	20	et	et	PROPN
dad-10731	14	21	al	al	PROPN
dad-10731	14	22	.	.	PROPN
dad-10731	14	23	2012	2012	NUM
dad-10731	14	24	)	)	PUNCT
dad-10731	14	25	and	and	CCONJ
dad-10731	14	26	the	the	DET
dad-10731	14	27	partially	partially	ADV
dad-10731	14	28	observable	observable	ADJ
dad-10731	14	29	markov	markov	NOUN
dad-10731	14	30	decision	decision	NOUN
dad-10731	14	31	process	process	NOUN
dad-10731	14	32	(	(	PUNCT
dad-10731	14	33	pomdp	pomdp	NOUN
dad-10731	14	34	,	,	PUNCT
dad-10731	14	35	williams	williams	PROPN
dad-10731	14	36	and	and	CCONJ
dad-10731	14	37	young	young	ADJ
dad-10731	14	38	2007	2007	NUM
dad-10731	14	39	;	;	PUNCT
dad-10731	14	40	young	young	PROPN
dad-10731	14	41	et	et	PROPN
dad-10731	14	42	al	al	PROPN
dad-10731	14	43	.	.	PROPN
dad-10731	14	44	2010	2010	NUM
dad-10731	14	45	;	;	PUNCT
dad-10731	14	46	gasic	gasic	NOUN
dad-10731	14	47	and	and	CCONJ
dad-10731	14	48	young	young	ADJ
dad-10731	14	49	2014	2014	NUM
dad-10731	14	50	)	)	PUNCT
dad-10731	14	51	.	.	PUNCT
dad-10731	15	1	one	one	NUM
dad-10731	15	2	of	of	ADP
dad-10731	15	3	the	the	DET
dad-10731	15	4	most	most	ADV
dad-10731	15	5	representative	representative	ADJ
dad-10731	15	6	work	work	NOUN
dad-10731	15	7	is	be	AUX
dad-10731	15	8	the	the	DET
dad-10731	15	9	sdspomdp	sdspomdp	NOUN
dad-10731	15	10	(	(	PUNCT
dad-10731	15	11	young	young	ADJ
dad-10731	15	12	,	,	PUNCT
dad-10731	15	13	2006	2006	NUM
dad-10731	15	14	)	)	PUNCT
dad-10731	15	15	.	.	PUNCT
dad-10731	16	1	it	it	PRON
dad-10731	16	2	treats	treat	VERB
dad-10731	16	3	slu	slu	NOUN
dad-10731	16	4	data	datum	NOUN
dad-10731	16	5	as	as	ADP
dad-10731	16	6	noisy	noisy	ADJ
dad-10731	16	7	and	and	CCONJ
dad-10731	16	8	partial	partial	ADJ
dad-10731	16	9	observations	observation	NOUN
dad-10731	16	10	of	of	ADP
dad-10731	16	11	the	the	DET
dad-10731	16	12	underlying	underlie	VERB
dad-10731	16	13	state	state	NOUN
dad-10731	16	14	of	of	ADP
dad-10731	16	15	dialog	dialog	NOUN
dad-10731	16	16	that	that	PRON
dad-10731	16	17	encapsulates	encapsulate	VERB
dad-10731	16	18	sufficient	sufficient	ADJ
dad-10731	16	19	information	information	NOUN
dad-10731	16	20	for	for	ADP
dad-10731	16	21	dm	dm	NOUN
dad-10731	16	22	:	:	PUNCT
dad-10731	16	23	user	user	NOUN
dad-10731	16	24	’s	’s	PART
dad-10731	16	25	intention	intention	NOUN
dad-10731	16	26	,	,	PUNCT
dad-10731	16	27	utterance	utterance	NOUN
dad-10731	16	28	and	and	CCONJ
dad-10731	16	29	the	the	DET
dad-10731	16	30	dialog	dialog	NOUN
dad-10731	16	31	history	history	NOUN
dad-10731	16	32	.	.	PUNCT
dad-10731	17	1	actions	action	NOUN
dad-10731	17	2	of	of	ADP
dad-10731	17	3	the	the	DET
dad-10731	17	4	sds	sds	NOUN
dad-10731	17	5	-	-	PUNCT
dad-10731	17	6	pomdp	pomdp	NOUN
dad-10731	17	7	are	be	AUX
dad-10731	17	8	defined	define	VERB
dad-10731	17	9	as	as	ADP
dad-10731	17	10	the	the	DET
dad-10731	17	11	abstract	abstract	ADJ
dad-10731	17	12	system	system	NOUN
dad-10731	17	13	responses	response	NOUN
dad-10731	17	14	,	,	PUNCT
dad-10731	17	15	one	one	NUM
dad-10731	17	16	of	of	ADP
dad-10731	17	17	which	which	PRON
dad-10731	17	18	will	will	AUX
dad-10731	17	19	be	be	AUX
dad-10731	17	20	selected	select	VERB
dad-10731	17	21	to	to	PART
dad-10731	17	22	maximize	maximize	VERB
dad-10731	17	23	the	the	DET
dad-10731	17	24	expected	expect	VERB
dad-10731	17	25	accumulation	accumulation	NOUN
dad-10731	17	26	of	of	ADP
dad-10731	17	27	rewards	reward	NOUN
dad-10731	17	28	.	.	PUNCT
dad-10731	18	1	in	in	ADP
dad-10731	18	2	this	this	DET
dad-10731	18	3	fashion	fashion	NOUN
dad-10731	18	4	,	,	PUNCT
dad-10731	18	5	the	the	DET
dad-10731	18	6	sds	sds	PROPN
dad-10731	18	7	-	-	PUNCT
dad-10731	18	8	pomdp	pomdp	NOUN
dad-10731	18	9	provides	provide	VERB
dad-10731	18	10	a	a	DET
dad-10731	18	11	unified	unified	ADJ
dad-10731	18	12	decision	decision	NOUN
dad-10731	18	13	theoretic	theoretic	NOUN
dad-10731	18	14	model	model	NOUN
dad-10731	18	15	for	for	ADP
dad-10731	18	16	dm	dm	PROPN
dad-10731	18	17	.	.	PUNCT
dad-10731	19	1	given	give	VERB
dad-10731	19	2	a	a	DET
dad-10731	19	3	pre	pre	ADJ
dad-10731	19	4	-	-	ADJ
dad-10731	19	5	determined	determined	ADJ
dad-10731	19	6	dialog	dialog	NOUN
dad-10731	19	7	strategy	strategy	NOUN
dad-10731	19	8	,	,	PUNCT
dad-10731	19	9	sds	sds	PROPN
dad-10731	19	10	-	-	PUNCT
dad-10731	19	11	pomdp	pomdp	NOUN
dad-10731	19	12	tracks	track	VERB
dad-10731	19	13	the	the	DET
dad-10731	19	14	dialog	dialog	NOUN
dad-10731	19	15	state	state	NOUN
dad-10731	19	16	using	use	VERB
dad-10731	19	17	a	a	DET
dad-10731	19	18	bayesian	bayesian	NOUN
dad-10731	19	19	filter	filter	NOUN
dad-10731	19	20	.	.	PUNCT
dad-10731	20	1	this	this	PRON
dad-10731	20	2	is	be	AUX
dad-10731	20	3	often	often	ADV
dad-10731	20	4	referred	refer	VERB
dad-10731	20	5	to	to	ADP
dad-10731	20	6	as	as	ADP
dad-10731	20	7	a	a	DET
dad-10731	20	8	generative	generative	ADJ
dad-10731	20	9	dialog	dialog	NOUN
dad-10731	20	10	state	state	NOUN
dad-10731	20	11	tracker	tracker	PROPN
dad-10731	20	12	,	,	PUNCT
dad-10731	20	13	which	which	PRON
dad-10731	20	14	facilitates	facilitate	VERB
dad-10731	20	15	identifying	identify	VERB
dad-10731	20	16	core	core	ADJ
dad-10731	20	17	components	component	NOUN
dad-10731	20	18	that	that	PRON
dad-10731	20	19	can	can	AUX
dad-10731	20	20	be	be	AUX
dad-10731	20	21	engineered	engineer	VERB
dad-10731	20	22	individually	individually	ADV
dad-10731	20	23	through	through	ADP
dad-10731	20	24	standard	standard	ADJ
dad-10731	20	25	statistical	statistical	ADJ
dad-10731	20	26	machine	machine	NOUN
dad-10731	20	27	learning	learn	VERB
dad-10731	20	28	techniques	technique	NOUN
dad-10731	20	29	.	.	PUNCT
dad-10731	21	1	however	however	ADV
dad-10731	21	2	,	,	PUNCT
dad-10731	21	3	the	the	DET
dad-10731	21	4	performance	performance	NOUN
dad-10731	21	5	of	of	ADP
dad-10731	21	6	the	the	DET
dad-10731	21	7	optimized	optimize	VERB
dad-10731	21	8	tracker	tracker	NOUN
dad-10731	21	9	still	still	ADV
dad-10731	21	10	critically	critically	ADV
dad-10731	21	11	depends	depend	VERB
dad-10731	21	12	on	on	ADP
dad-10731	21	13	what	what	DET
dad-10731	21	14	information	information	NOUN
dad-10731	21	15	is	be	AUX
dad-10731	21	16	captured	capture	VERB
dad-10731	21	17	from	from	ADP
dad-10731	21	18	dialog	dialog	NOUN
dad-10731	21	19	for	for	ADP
dad-10731	21	20	bookkeeping	bookkeeping	NOUN
dad-10731	21	21	.	.	PUNCT
dad-10731	22	1	if	if	SCONJ
dad-10731	22	2	an	an	DET
dad-10731	22	3	important	important	ADJ
dad-10731	22	4	aspect	aspect	NOUN
dad-10731	22	5	of	of	ADP
dad-10731	22	6	the	the	DET
dad-10731	22	7	dialog	dialog	NOUN
dad-10731	22	8	is	be	AUX
dad-10731	22	9	not	not	PART
dad-10731	22	10	captured	capture	VERB
dad-10731	22	11	and	and	CCONJ
dad-10731	22	12	kept	keep	VERB
dad-10731	22	13	appropriately	appropriately	ADV
dad-10731	22	14	,	,	PUNCT
dad-10731	22	15	it	it	PRON
dad-10731	22	16	is	be	AUX
dad-10731	22	17	evident	evident	ADJ
dad-10731	22	18	that	that	SCONJ
dad-10731	22	19	the	the	DET
dad-10731	22	20	tracker	tracker	NOUN
dad-10731	22	21	would	would	AUX
dad-10731	22	22	not	not	PART
dad-10731	22	23	be	be	AUX
dad-10731	22	24	so	so	ADV
dad-10731	22	25	accurate	accurate	ADJ
dad-10731	22	26	in	in	ADP
dad-10731	22	27	inferring	infer	VERB
dad-10731	22	28	the	the	DET
dad-10731	22	29	user	user	NOUN
dad-10731	22	30	’s	’s	PART
dad-10731	22	31	intention	intention	NOUN
dad-10731	22	32	.	.	PUNCT
dad-10731	23	1	in	in	ADP
dad-10731	23	2	most	most	ADJ
dad-10731	23	3	of	of	ADP
dad-10731	23	4	the	the	DET
dad-10731	23	5	previous	previous	ADJ
dad-10731	23	6	work	work	NOUN
dad-10731	23	7	,	,	PUNCT
dad-10731	23	8	this	this	DET
dad-10731	23	9	bookkeeping	bookkeeping	NOUN
dad-10731	23	10	was	be	AUX
dad-10731	23	11	done	do	VERB
dad-10731	23	12	through	through	ADP
dad-10731	23	13	heuristically	heuristically	ADV
dad-10731	23	14	selecting	select	VERB
dad-10731	23	15	the	the	DET
dad-10731	23	16	information	information	NOUN
dad-10731	23	17	and	and	CCONJ
dad-10731	23	18	embedding	embed	VERB
dad-10731	23	19	it	it	PRON
dad-10731	23	20	into	into	ADP
dad-10731	23	21	the	the	DET
dad-10731	23	22	dialog	dialog	NOUN
dad-10731	23	23	history	history	NOUN
dad-10731	23	24	(	(	PUNCT
dad-10731	23	25	young	young	PROPN
dad-10731	23	26	et	et	PROPN
dad-10731	23	27	al	al	PROPN
dad-10731	23	28	.	.	PROPN
dad-10731	23	29	,	,	PUNCT
dad-10731	23	30	2010	2010	NUM
dad-10731	23	31	)	)	PUNCT
dad-10731	23	32	.	.	PUNCT
dad-10731	24	1	on	on	ADP
dad-10731	24	2	the	the	DET
dad-10731	24	3	other	other	ADJ
dad-10731	24	4	hand	hand	NOUN
dad-10731	24	5	,	,	PUNCT
dad-10731	24	6	we	we	PRON
dad-10731	24	7	note	note	VERB
dad-10731	24	8	that	that	SCONJ
dad-10731	24	9	there	there	PRON
dad-10731	24	10	are	be	VERB
dad-10731	24	11	a	a	DET
dad-10731	24	12	number	number	NOUN
dad-10731	24	13	of	of	ADP
dad-10731	24	14	recent	recent	ADJ
dad-10731	24	15	approaches	approach	NOUN
dad-10731	24	16	using	use	VERB
dad-10731	24	17	discriminative	discriminative	NOUN
dad-10731	24	18	models	model	NOUN
dad-10731	24	19	,	,	PUNCT
dad-10731	24	20	which	which	PRON
dad-10731	24	21	do	do	AUX
dad-10731	24	22	not	not	PART
dad-10731	24	23	involve	involve	VERB
dad-10731	24	24	explicit	explicit	ADJ
dad-10731	24	25	bookkeeping	bookkeeping	NOUN
dad-10731	24	26	mechanism	mechanism	NOUN
dad-10731	24	27	(	(	PUNCT
dad-10731	24	28	metallinou	metallinou	NOUN
dad-10731	24	29	et	et	PROPN
dad-10731	24	30	al	al	PROPN
dad-10731	24	31	.	.	PROPN
dad-10731	24	32	,	,	PUNCT
dad-10731	24	33	2013	2013	NUM
dad-10731	24	34	;	;	PUNCT
dad-10731	24	35	lee	lee	PROPN
dad-10731	24	36	,	,	PUNCT
dad-10731	24	37	2013	2013	NUM
dad-10731	24	38	;	;	PUNCT
dad-10731	24	39	williams	williams	PROPN
dad-10731	24	40	,	,	PUNCT
dad-10731	24	41	2014	2014	NUM
dad-10731	24	42	)	)	PUNCT
dad-10731	24	43	.	.	PUNCT
dad-10731	25	1	they	they	PRON
dad-10731	25	2	use	use	VERB
dad-10731	25	3	features	feature	NOUN
dad-10731	25	4	that	that	PRON
dad-10731	25	5	are	be	AUX
dad-10731	25	6	defined	define	VERB
dad-10731	25	7	over	over	ADP
dad-10731	25	8	the	the	DET
dad-10731	25	9	finite	finite	ADJ
dad-10731	25	10	window	window	NOUN
dad-10731	25	11	of	of	ADP
dad-10731	25	12	previous	previous	ADJ
dad-10731	25	13	dialog	dialog	NOUN
dad-10731	25	14	turns	turn	NOUN
dad-10731	25	15	.	.	PUNCT
dad-10731	26	1	a	a	DET
dad-10731	26	2	more	more	ADV
dad-10731	26	3	recent	recent	ADJ
dad-10731	26	4	work	work	NOUN
dad-10731	26	5	using	use	VERB
dad-10731	26	6	recurrent	recurrent	ADJ
dad-10731	26	7	neural	neural	ADJ
dad-10731	26	8	network	network	NOUN
dad-10731	26	9	(	(	PUNCT
dad-10731	26	10	henderson	henderson	PROPN
dad-10731	26	11	et	et	PROPN
dad-10731	26	12	al	al	PROPN
dad-10731	26	13	.	.	PROPN
dad-10731	26	14	,	,	PUNCT
dad-10731	26	15	2014b	2014b	NUM
dad-10731	26	16	)	)	PUNCT
dad-10731	26	17	enables	enable	VERB
dad-10731	26	18	learning	learn	VERB
dad-10731	26	19	with	with	ADP
dad-10731	26	20	features	feature	NOUN
dad-10731	26	21	that	that	PRON
dad-10731	26	22	are	be	AUX
dad-10731	26	23	defined	define	VERB
dad-10731	26	24	over	over	ADP
dad-10731	26	25	the	the	DET
dad-10731	26	26	window	window	NOUN
dad-10731	26	27	of	of	ADP
dad-10731	26	28	arbitrary	arbitrary	ADJ
dad-10731	26	29	length	length	NOUN
dad-10731	26	30	.	.	PUNCT
dad-10731	27	1	in	in	ADP
dad-10731	27	2	these	these	DET
dad-10731	27	3	approaches	approach	NOUN
dad-10731	27	4	,	,	PUNCT
dad-10731	27	5	the	the	DET
dad-10731	27	6	bookkeeping	bookkeeping	NOUN
dad-10731	27	7	mechanism	mechanism	NOUN
dad-10731	27	8	can	can	AUX
dad-10731	27	9	be	be	AUX
dad-10731	27	10	viewed	view	VERB
dad-10731	27	11	as	as	ADP
dad-10731	27	12	implicit	implicit	ADJ
dad-10731	27	13	and	and	CCONJ
dad-10731	27	14	parameterized	parameterized	ADJ
dad-10731	27	15	,	,	PUNCT
dad-10731	27	16	which	which	PRON
dad-10731	27	17	is	be	AUX
dad-10731	27	18	optimized	optimize	VERB
dad-10731	27	19	through	through	ADP
dad-10731	27	20	training	training	NOUN
dad-10731	27	21	.	.	PUNCT
dad-10731	28	1	this	this	PRON
dad-10731	28	2	in	in	ADP
dad-10731	28	3	general	general	ADJ
dad-10731	28	4	made	make	VERB
dad-10731	28	5	the	the	DET
dad-10731	28	6	tracker	tracker	NOUN
dad-10731	28	7	perform	perform	VERB
dad-10731	28	8	much	much	ADV
dad-10731	28	9	better	well	ADJ
dad-10731	28	10	than	than	ADP
dad-10731	28	11	generative	generative	ADJ
dad-10731	28	12	ones	one	NOUN
dad-10731	28	13	.	.	PUNCT
dad-10731	29	1	in	in	ADP
dad-10731	29	2	this	this	DET
dad-10731	29	3	paper	paper	NOUN
dad-10731	29	4	,	,	PUNCT
dad-10731	29	5	we	we	PRON
dad-10731	29	6	present	present	VERB
dad-10731	29	7	a	a	DET
dad-10731	29	8	generative	generative	ADJ
dad-10731	29	9	dialog	dialog	NOUN
dad-10731	29	10	state	state	NOUN
dad-10731	29	11	tracker	tracker	NOUN
dad-10731	29	12	that	that	PRON
dad-10731	29	13	uses	use	VERB
dad-10731	29	14	long	long	ADJ
dad-10731	29	15	-	-	PUNCT
dad-10731	29	16	short	short	ADJ
dad-10731	29	17	term	term	NOUN
dad-10731	29	18	memory	memory	NOUN
dad-10731	29	19	(	(	PUNCT
dad-10731	29	20	lstm	lstm	NOUN
dad-10731	29	21	)	)	PUNCT
dad-10731	29	22	,	,	PUNCT
dad-10731	29	23	which	which	PRON
dad-10731	29	24	is	be	AUX
dad-10731	29	25	one	one	NUM
dad-10731	29	26	of	of	ADP
dad-10731	29	27	the	the	DET
dad-10731	29	28	deep	deep	ADJ
dad-10731	29	29	-	-	PUNCT
dad-10731	29	30	learning	learn	VERB
dad-10731	29	31	architectures	architecture	NOUN
dad-10731	29	32	for	for	ADP
dad-10731	29	33	recurrent	recurrent	ADJ
dad-10731	29	34	neural	neural	ADJ
dad-10731	29	35	network	network	NOUN
dad-10731	29	36	that	that	PRON
dad-10731	29	37	overcomes	overcome	VERB
dad-10731	29	38	the	the	DET
dad-10731	29	39	major	major	ADJ
dad-10731	29	40	drawback	drawback	NOUN
dad-10731	29	41	of	of	ADP
dad-10731	29	42	original	original	ADJ
dad-10731	29	43	recurrent	recurrent	ADJ
dad-10731	29	44	neural	neural	ADJ
dad-10731	29	45	network	network	NOUN
dad-10731	29	46	called	call	VERB
dad-10731	29	47	vanishing	vanish	VERB
dad-10731	29	48	gradients	gradient	NOUN
dad-10731	29	49	(	(	PUNCT
dad-10731	29	50	bengio	bengio	PROPN
dad-10731	29	51	et	et	PROPN
dad-10731	29	52	al	al	PROPN
dad-10731	29	53	.	.	PROPN
dad-10731	29	54	,	,	PUNCT
dad-10731	29	55	1994	1994	NUM
dad-10731	29	56	;	;	PUNCT
dad-10731	29	57	hochreiter	hochreiter	PROPN
dad-10731	29	58	and	and	CCONJ
dad-10731	29	59	schmidhuber	schmidhuber	NOUN
dad-10731	29	60	,	,	PUNCT
dad-10731	29	61	1997	1997	NUM
dad-10731	29	62	)	)	PUNCT
dad-10731	29	63	.	.	PUNCT
dad-10731	30	1	with	with	ADP
dad-10731	30	2	this	this	DET
dad-10731	30	3	approach	approach	NOUN
dad-10731	30	4	,	,	PUNCT
dad-10731	30	5	we	we	PRON
dad-10731	30	6	can	can	AUX
dad-10731	30	7	preserve	preserve	VERB
dad-10731	30	8	the	the	DET
dad-10731	30	9	intuitiveness	intuitiveness	NOUN
dad-10731	30	10	and	and	CCONJ
dad-10731	30	11	compositionality	compositionality	NOUN
dad-10731	30	12	of	of	ADP
dad-10731	30	13	generative	generative	ADJ
dad-10731	30	14	dialog	dialog	NOUN
dad-10731	30	15	state	state	NOUN
dad-10731	30	16	trackers	tracker	NOUN
dad-10731	30	17	while	while	SCONJ
dad-10731	30	18	autonomously	autonomously	ADV
dad-10731	30	19	bookkeeping	bookkeepe	VERB
dad-10731	30	20	appropriate	appropriate	ADJ
dad-10731	30	21	information	information	NOUN
dad-10731	30	22	over	over	ADP
dad-10731	30	23	time	time	NOUN
dad-10731	30	24	,	,	PUNCT
dad-10731	30	25	which	which	PRON
dad-10731	30	26	results	result	VERB
dad-10731	30	27	a	a	DET
dad-10731	30	28	boost	boost	NOUN
dad-10731	30	29	in	in	ADP
dad-10731	30	30	performance	performance	NOUN
dad-10731	30	31	.	.	PUNCT
dad-10731	31	1	this	this	PRON
dad-10731	31	2	is	be	AUX
dad-10731	31	3	especially	especially	ADV
dad-10731	31	4	useful	useful	ADJ
dad-10731	31	5	in	in	ADP
dad-10731	31	6	practical	practical	ADJ
dad-10731	31	7	applications	application	NOUN
dad-10731	31	8	,	,	PUNCT
dad-10731	31	9	where	where	SCONJ
dad-10731	31	10	we	we	PRON
dad-10731	31	11	typically	typically	ADV
dad-10731	31	12	have	have	VERB
dad-10731	31	13	some	some	DET
dad-10731	31	14	prior	prior	ADJ
dad-10731	31	15	knowledge	knowledge	NOUN
dad-10731	31	16	on	on	ADP
dad-10731	31	17	the	the	DET
dad-10731	31	18	characteristics	characteristic	NOUN
dad-10731	31	19	of	of	ADP
dad-10731	31	20	the	the	DET
dad-10731	31	21	dialog	dialog	NOUN
dad-10731	31	22	domain	domain	NOUN
dad-10731	31	23	and	and	CCONJ
dad-10731	31	24	speech	speech	NOUN
dad-10731	31	25	and	and	CCONJ
dad-10731	31	26	language	language	NOUN
dad-10731	31	27	processing	processing	NOUN
dad-10731	31	28	unit	unit	NOUN
dad-10731	31	29	.	.	PUNCT
dad-10731	32	1	48	48	NUM
dad-10731	32	2	dialog	dialog	NOUN
dad-10731	32	3	history	history	NOUN
dad-10731	32	4	construction	construction	NOUN
dad-10731	32	5	for	for	ADP
dad-10731	32	6	robust	robust	ADJ
dad-10731	32	7	dialog	dialog	NOUN
dad-10731	32	8	state	state	NOUN
dad-10731	32	9	tracking	track	VERB
dad-10731	32	10	our	our	PRON
dad-10731	32	11	method	method	NOUN
dad-10731	32	12	extends	extend	VERB
dad-10731	32	13	the	the	DET
dad-10731	32	14	bayesian	bayesian	NOUN
dad-10731	32	15	filter	filter	NOUN
dad-10731	32	16	in	in	ADP
dad-10731	32	17	sds	sds	PROPN
dad-10731	32	18	-	-	PUNCT
dad-10731	32	19	pomdp	pomdp	NOUN
dad-10731	32	20	so	so	SCONJ
dad-10731	32	21	that	that	SCONJ
dad-10731	32	22	the	the	DET
dad-10731	32	23	dialog	dialog	NOUN
dad-10731	32	24	history	history	NOUN
dad-10731	32	25	is	be	AUX
dad-10731	32	26	replaced	replace	VERB
dad-10731	32	27	with	with	ADP
dad-10731	32	28	the	the	DET
dad-10731	32	29	embedding	embed	VERB
dad-10731	32	30	vector	vector	NOUN
dad-10731	32	31	computed	compute	VERB
dad-10731	32	32	by	by	ADP
dad-10731	32	33	lstm	lstm	PROPN
dad-10731	32	34	.	.	PUNCT
dad-10731	33	1	we	we	PRON
dad-10731	33	2	then	then	ADV
dad-10731	33	3	propose	propose	VERB
dad-10731	33	4	a	a	DET
dad-10731	33	5	two	two	NUM
dad-10731	33	6	-	-	PUNCT
dad-10731	33	7	step	step	NOUN
dad-10731	33	8	optimization	optimization	NOUN
dad-10731	33	9	algorithm	algorithm	NOUN
dad-10731	33	10	to	to	PART
dad-10731	33	11	deal	deal	VERB
dad-10731	33	12	with	with	ADP
dad-10731	33	13	the	the	DET
dad-10731	33	14	local	local	ADJ
dad-10731	33	15	convergence	convergence	NOUN
dad-10731	33	16	when	when	SCONJ
dad-10731	33	17	training	train	VERB
dad-10731	33	18	the	the	DET
dad-10731	33	19	model	model	NOUN
dad-10731	33	20	.	.	PUNCT
dad-10731	34	1	our	our	PRON
dad-10731	34	2	tracker	tracker	NOUN
dad-10731	34	3	performed	perform	VERB
dad-10731	34	4	better	well	ADV
dad-10731	34	5	than	than	ADP
dad-10731	34	6	any	any	DET
dad-10731	34	7	tracker	tracker	NOUN
dad-10731	34	8	from	from	ADP
dad-10731	34	9	the	the	DET
dad-10731	34	10	dialog	dialog	NOUN
dad-10731	34	11	state	state	NOUN
dad-10731	34	12	tracking	tracking	NOUN
dad-10731	34	13	challenge	challenge	NOUN
dad-10731	34	14	1	1	NUM
dad-10731	34	15	(	(	PUNCT
dad-10731	34	16	dstc1	dstc1	PROPN
dad-10731	34	17	,	,	PUNCT
dad-10731	34	18	williams	williams	PROPN
dad-10731	34	19	et	et	PROPN
dad-10731	34	20	al	al	PROPN
dad-10731	34	21	.	.	PROPN
dad-10731	34	22	2013)1	2013)1	NUM
dad-10731	34	23	and	and	CCONJ
dad-10731	34	24	on	on	ADP
dad-10731	34	25	par	par	NOUN
dad-10731	34	26	with	with	ADP
dad-10731	34	27	top	top	ADV
dad-10731	34	28	-	-	PUNCT
dad-10731	34	29	performing	perform	VERB
dad-10731	34	30	trackers	tracker	NOUN
dad-10731	34	31	from	from	ADP
dad-10731	34	32	the	the	DET
dad-10731	34	33	dialog	dialog	NOUN
dad-10731	34	34	state	state	NOUN
dad-10731	34	35	tracking	tracking	NOUN
dad-10731	34	36	challenge	challenge	NOUN
dad-10731	34	37	2	2	NUM
dad-10731	34	38	(	(	PUNCT
dad-10731	34	39	dstc2	dstc2	PROPN
dad-10731	34	40	,	,	PUNCT
dad-10731	34	41	henderson	henderson	PROPN
dad-10731	34	42	et	et	PROPN
dad-10731	34	43	al	al	PROPN
dad-10731	34	44	.	.	PUNCT
dad-10731	35	1	2014a)2	2014a)2	NOUN
dad-10731	35	2	.	.	PUNCT
dad-10731	36	1	this	this	DET
dad-10731	36	2	paper	paper	NOUN
dad-10731	36	3	is	be	AUX
dad-10731	36	4	an	an	DET
dad-10731	36	5	extension	extension	NOUN
dad-10731	36	6	of	of	ADP
dad-10731	36	7	kim	kim	PROPN
dad-10731	36	8	et	et	PROPN
dad-10731	36	9	al	al	PROPN
dad-10731	36	10	.	.	PROPN
dad-10731	37	1	(	(	PUNCT
dad-10731	37	2	2013	2013	NUM
dad-10731	37	3	)	)	PUNCT
dad-10731	37	4	;	;	PUNCT
dad-10731	37	5	lee	lee	PROPN
dad-10731	37	6	et	et	PROPN
dad-10731	37	7	al	al	PROPN
dad-10731	37	8	.	.	PROPN
dad-10731	38	1	(	(	PUNCT
dad-10731	38	2	2014	2014	NUM
dad-10731	38	3	)	)	PUNCT
dad-10731	38	4	using	use	VERB
dad-10731	38	5	lstm	lstm	NOUN
dad-10731	38	6	for	for	ADP
dad-10731	38	7	the	the	DET
dad-10731	38	8	dialog	dialog	NOUN
dad-10731	38	9	history	history	NOUN
dad-10731	38	10	.	.	PUNCT
dad-10731	39	1	the	the	DET
dad-10731	39	2	rest	rest	NOUN
dad-10731	39	3	of	of	ADP
dad-10731	39	4	the	the	DET
dad-10731	39	5	paper	paper	NOUN
dad-10731	39	6	is	be	AUX
dad-10731	39	7	organized	organize	VERB
dad-10731	39	8	as	as	SCONJ
dad-10731	39	9	follows	follow	VERB
dad-10731	39	10	.	.	PUNCT
dad-10731	40	1	section	section	NOUN
dad-10731	40	2	2	2	NUM
dad-10731	40	3	describes	describe	VERB
dad-10731	40	4	the	the	DET
dad-10731	40	5	bayesian	bayesian	NOUN
dad-10731	40	6	filtering	filtering	NOUN
dad-10731	40	7	model	model	NOUN
dad-10731	40	8	of	of	ADP
dad-10731	40	9	the	the	DET
dad-10731	40	10	sds	sds	NOUN
dad-10731	40	11	-	-	PUNCT
dad-10731	40	12	pomdp	pomdp	NOUN
dad-10731	40	13	,	,	PUNCT
dad-10731	40	14	with	with	ADP
dad-10731	40	15	the	the	DET
dad-10731	40	16	additional	additional	ADJ
dad-10731	40	17	techniques	technique	NOUN
dad-10731	40	18	we	we	PRON
dad-10731	40	19	adopted	adopt	VERB
dad-10731	40	20	in	in	ADP
dad-10731	40	21	this	this	DET
dad-10731	40	22	work	work	NOUN
dad-10731	40	23	.	.	PUNCT
dad-10731	41	1	section	section	NOUN
dad-10731	41	2	3	3	NUM
dad-10731	41	3	describes	describe	VERB
dad-10731	41	4	the	the	DET
dad-10731	41	5	component	component	NOUN
dad-10731	41	6	probability	probability	NOUN
dad-10731	41	7	models	model	NOUN
dad-10731	41	8	outlined	outline	VERB
dad-10731	41	9	in	in	ADP
dad-10731	41	10	section	section	NOUN
dad-10731	41	11	2	2	NUM
dad-10731	41	12	.	.	PUNCT
dad-10731	42	1	the	the	DET
dad-10731	42	2	optimization	optimization	NOUN
dad-10731	42	3	algorithm	algorithm	NOUN
dad-10731	42	4	designed	design	VERB
dad-10731	42	5	for	for	ADP
dad-10731	42	6	our	our	PRON
dad-10731	42	7	tracker	tracker	NOUN
dad-10731	42	8	is	be	AUX
dad-10731	42	9	explained	explain	VERB
dad-10731	42	10	in	in	ADP
dad-10731	42	11	section	section	NOUN
dad-10731	42	12	4	4	NUM
dad-10731	42	13	.	.	PUNCT
dad-10731	43	1	in	in	ADP
dad-10731	43	2	section	section	NOUN
dad-10731	43	3	5	5	NUM
dad-10731	43	4	,	,	PUNCT
dad-10731	43	5	the	the	DET
dad-10731	43	6	experiment	experiment	NOUN
dad-10731	43	7	setup	setup	NOUN
dad-10731	43	8	,	,	PUNCT
dad-10731	43	9	the	the	DET
dad-10731	43	10	result	result	NOUN
dad-10731	43	11	and	and	CCONJ
dad-10731	43	12	analyses	analysis	NOUN
dad-10731	43	13	are	be	AUX
dad-10731	43	14	described	describe	VERB
dad-10731	43	15	.	.	PUNCT
dad-10731	44	1	we	we	PRON
dad-10731	44	2	conclude	conclude	VERB
dad-10731	44	3	the	the	DET
dad-10731	44	4	paper	paper	NOUN
dad-10731	44	5	with	with	ADP
dad-10731	44	6	discussions	discussion	NOUN
dad-10731	44	7	in	in	ADP
dad-10731	44	8	section	section	NOUN
dad-10731	44	9	6	6	NUM
dad-10731	44	10	.	.	NOUN
dad-10731	44	11	2	2	NUM
dad-10731	44	12	.	.	X
dad-10731	45	1	bayesian	bayesian	NOUN
dad-10731	45	2	filtering	filtering	NOUN
dad-10731	45	3	for	for	ADP
dad-10731	45	4	the	the	DET
dad-10731	45	5	dialog	dialog	NOUN
dad-10731	45	6	state	state	NOUN
dad-10731	45	7	tracking	tracking	NOUN
dad-10731	45	8	we	we	PRON
dad-10731	45	9	start	start	VERB
dad-10731	45	10	from	from	ADP
dad-10731	45	11	the	the	DET
dad-10731	45	12	basic	basic	ADJ
dad-10731	45	13	setting	setting	NOUN
dad-10731	45	14	of	of	ADP
dad-10731	45	15	the	the	DET
dad-10731	45	16	sds	sds	PROPN
dad-10731	45	17	-	-	PUNCT
dad-10731	45	18	pomdp	pomdp	NOUN
dad-10731	45	19	framework	framework	NOUN
dad-10731	45	20	:	:	PUNCT
dad-10731	45	21	in	in	ADP
dad-10731	45	22	each	each	DET
dad-10731	45	23	turn	turn	NOUN
dad-10731	45	24	of	of	ADP
dad-10731	45	25	the	the	DET
dad-10731	45	26	dialog	dialog	NOUN
dad-10731	45	27	,	,	PUNCT
dad-10731	45	28	the	the	DET
dad-10731	45	29	system	system	NOUN
dad-10731	45	30	executes	execute	VERB
dad-10731	45	31	system	system	NOUN
dad-10731	45	32	action	action	NOUN
dad-10731	45	33	a	a	PRON
dad-10731	45	34	,	,	PUNCT
dad-10731	45	35	and	and	CCONJ
dad-10731	45	36	the	the	DET
dad-10731	45	37	user	user	NOUN
dad-10731	45	38	with	with	ADP
dad-10731	45	39	goal	goal	NOUN
dad-10731	45	40	g	g	PROPN
dad-10731	45	41	responds	respond	VERB
dad-10731	45	42	to	to	ADP
dad-10731	45	43	the	the	DET
dad-10731	45	44	system	system	NOUN
dad-10731	45	45	with	with	ADP
dad-10731	45	46	user	user	NOUN
dad-10731	45	47	action	action	NOUN
dad-10731	45	48	u.	u.	VERB
dad-10731	46	1	the	the	DET
dad-10731	46	2	slu	slu	NOUN
dad-10731	46	3	module	module	NOUN
dad-10731	46	4	processes	process	VERB
dad-10731	46	5	the	the	DET
dad-10731	46	6	user	user	NOUN
dad-10731	46	7	action	action	NOUN
dad-10731	46	8	and	and	CCONJ
dad-10731	46	9	generates	generate	VERB
dad-10731	46	10	the	the	DET
dad-10731	46	11	result	result	NOUN
dad-10731	46	12	as	as	ADP
dad-10731	46	13	an	an	DET
dad-10731	46	14	n	n	CCONJ
dad-10731	46	15	-best	-best	ADJ
dad-10731	46	16	list	list	NOUN
dad-10731	46	17	(	(	PUNCT
dad-10731	46	18	observation	observation	NOUN
dad-10731	46	19	,	,	PUNCT
dad-10731	46	20	in	in	ADP
dad-10731	46	21	other	other	ADJ
dad-10731	46	22	words	word	NOUN
dad-10731	46	23	)	)	PUNCT
dad-10731	47	1	o	o	NOUN
dad-10731	48	1	=	=	PUNCT
dad-10731	49	1	[	[	X
dad-10731	49	2	〈	〈	PROPN
dad-10731	49	3	ũ1	ũ1	PROPN
dad-10731	49	4	,	,	PUNCT
dad-10731	49	5	f1	f1	NOUN
dad-10731	49	6	〉	〉	PROPN
dad-10731	49	7	,	,	PUNCT
dad-10731	49	8	.	.	PUNCT
dad-10731	49	9	.	.	PUNCT
dad-10731	49	10	.	.	PUNCT
dad-10731	50	1	,	,	PUNCT
dad-10731	50	2	〈	〈	PROPN
dad-10731	50	3	ũn	ũn	NOUN
dad-10731	50	4	,	,	PUNCT
dad-10731	50	5	fn	fn	PROPN
dad-10731	50	6	〉	〉	PROPN
dad-10731	50	7	]	]	PUNCT
dad-10731	50	8	of	of	ADP
dad-10731	50	9	the	the	DET
dad-10731	50	10	hypothesized	hypothesized	ADJ
dad-10731	50	11	user	user	NOUN
dad-10731	50	12	action	action	NOUN
dad-10731	50	13	ũi	ũi	PROPN
dad-10731	50	14	and	and	CCONJ
dad-10731	50	15	its	its	PRON
dad-10731	50	16	associated	associated	ADJ
dad-10731	50	17	confidence	confidence	NOUN
dad-10731	50	18	score	score	NOUN
dad-10731	50	19	fi	fi	NOUN
dad-10731	50	20	.	.	PROPN
dad-10731	50	21	table	table	NOUN
dad-10731	50	22	1	1	NUM
dad-10731	50	23	shows	show	VERB
dad-10731	50	24	a	a	DET
dad-10731	50	25	dialog	dialog	NOUN
dad-10731	50	26	where	where	SCONJ
dad-10731	50	27	the	the	DET
dad-10731	50	28	slu	slu	NOUN
dad-10731	50	29	generates	generate	VERB
dad-10731	50	30	n	n	DET
dad-10731	50	31	-best	-best	ADJ
dad-10731	50	32	lists	list	NOUN
dad-10731	50	33	from	from	ADP
dad-10731	50	34	noisy	noisy	ADJ
dad-10731	50	35	user	user	NOUN
dad-10731	50	36	actions	action	NOUN
dad-10731	50	37	and	and	CCONJ
dad-10731	50	38	the	the	DET
dad-10731	50	39	system	system	NOUN
dad-10731	50	40	responds	respond	VERB
dad-10731	50	41	to	to	ADP
dad-10731	50	42	the	the	DET
dad-10731	50	43	user	user	NOUN
dad-10731	50	44	after	after	ADP
dad-10731	50	45	tracking	track	VERB
dad-10731	50	46	true	true	ADJ
dad-10731	50	47	user	user	NOUN
dad-10731	50	48	goals	goal	NOUN
dad-10731	50	49	from	from	ADP
dad-10731	50	50	the	the	DET
dad-10731	50	51	slu	slu	NOUN
dad-10731	50	52	output	output	NOUN
dad-10731	50	53	.	.	PUNCT
dad-10731	51	1	here	here	ADV
dad-10731	51	2	,	,	PUNCT
dad-10731	51	3	the	the	DET
dad-10731	51	4	dialog	dialog	NOUN
dad-10731	51	5	state	state	NOUN
dad-10731	51	6	in	in	ADP
dad-10731	51	7	each	each	DET
dad-10731	51	8	turn	turn	NOUN
dad-10731	51	9	is	be	AUX
dad-10731	51	10	defined	define	VERB
dad-10731	51	11	as	as	ADP
dad-10731	51	12	s	s	NOUN
dad-10731	51	13	=	=	PUNCT
dad-10731	51	14	(	(	PUNCT
dad-10731	51	15	u	u	NOUN
dad-10731	51	16	,	,	PUNCT
dad-10731	51	17	g	g	PROPN
dad-10731	51	18	,	,	PUNCT
dad-10731	51	19	h	h	NOUN
dad-10731	51	20	)	)	PUNCT
dad-10731	51	21	,	,	PUNCT
dad-10731	51	22	where	where	SCONJ
dad-10731	51	23	h	h	NOUN
dad-10731	51	24	is	be	AUX
dad-10731	51	25	the	the	DET
dad-10731	51	26	dialog	dialog	NOUN
dad-10731	51	27	history	history	NOUN
dad-10731	51	28	encapsulating	encapsulate	VERB
dad-10731	51	29	additional	additional	ADJ
dad-10731	51	30	information	information	NOUN
dad-10731	51	31	needed	need	VERB
dad-10731	51	32	for	for	ADP
dad-10731	51	33	tracking	track	VERB
dad-10731	51	34	the	the	DET
dad-10731	51	35	dialog	dialog	NOUN
dad-10731	51	36	state	state	NOUN
dad-10731	51	37	(	(	PUNCT
dad-10731	51	38	williams	williams	PROPN
dad-10731	51	39	,	,	PUNCT
dad-10731	51	40	2008	2008	NUM
dad-10731	51	41	)	)	PUNCT
dad-10731	51	42	.	.	PUNCT
dad-10731	52	1	because	because	SCONJ
dad-10731	52	2	the	the	DET
dad-10731	52	3	system	system	NOUN
dad-10731	52	4	can	can	AUX
dad-10731	52	5	not	not	PART
dad-10731	52	6	exactly	exactly	ADV
dad-10731	52	7	identify	identify	VERB
dad-10731	52	8	the	the	DET
dad-10731	52	9	user	user	NOUN
dad-10731	52	10	goal	goal	NOUN
dad-10731	52	11	,	,	PUNCT
dad-10731	52	12	it	it	PRON
dad-10731	52	13	maintains	maintain	VERB
dad-10731	52	14	a	a	DET
dad-10731	52	15	posterior	posterior	ADJ
dad-10731	52	16	probability	probability	NOUN
dad-10731	52	17	distribution	distribution	NOUN
dad-10731	52	18	over	over	ADP
dad-10731	52	19	user	user	NOUN
dad-10731	52	20	goals	goal	NOUN
dad-10731	52	21	,	,	PUNCT
dad-10731	52	22	called	call	VERB
dad-10731	52	23	a	a	DET
dad-10731	52	24	belief	belief	NOUN
dad-10731	52	25	.	.	PUNCT
dad-10731	53	1	the	the	DET
dad-10731	53	2	belief	belief	NOUN
dad-10731	53	3	over	over	ADP
dad-10731	53	4	the	the	DET
dad-10731	53	5	dialog	dialog	NOUN
dad-10731	53	6	states	state	NOUN
dad-10731	53	7	is	be	AUX
dad-10731	53	8	updated	update	VERB
dad-10731	53	9	by	by	ADP
dad-10731	53	10	bayesian	bayesian	NOUN
dad-10731	53	11	filtering	filtering	NOUN
dad-10731	53	12	:	:	PUNCT
dad-10731	53	13	b′(u′	b′(u′	NOUN
dad-10731	53	14	,	,	PUNCT
dad-10731	53	15	g′	g′	NOUN
dad-10731	53	16	,	,	PUNCT
dad-10731	53	17	h′	h′	PROPN
dad-10731	53	18	)	)	PUNCT
dad-10731	53	19	=	=	PUNCT
dad-10731	54	1	ηpr(o|u′	ηpr(o|u′	PROPN
dad-10731	54	2	,	,	PUNCT
dad-10731	54	3	g′	g′	PROPN
dad-10731	54	4	,	,	PUNCT
dad-10731	54	5	h′	h′	PROPN
dad-10731	54	6	,	,	PUNCT
dad-10731	54	7	a′	a′	PROPN
dad-10731	54	8	,	,	PUNCT
dad-10731	54	9	a	a	PRON
dad-10731	54	10	)	)	PUNCT
dad-10731	54	11	∑	∑	NOUN
dad-10731	54	12	u	u	PROPN
dad-10731	54	13	,	,	PUNCT
dad-10731	54	14	g	g	PROPN
dad-10731	54	15	,	,	PUNCT
dad-10731	54	16	h	h	NOUN
dad-10731	54	17	pr(u′	pr(u′	NOUN
dad-10731	54	18	,	,	PUNCT
dad-10731	54	19	g′	g′	NOUN
dad-10731	54	20	,	,	PUNCT
dad-10731	54	21	h′|u	h′|u	NOUN
dad-10731	54	22	,	,	PUNCT
dad-10731	54	23	g	g	NOUN
dad-10731	54	24	,	,	PUNCT
dad-10731	54	25	h	h	NOUN
dad-10731	54	26	,	,	PUNCT
dad-10731	54	27	a	a	PRON
dad-10731	54	28	,	,	PUNCT
dad-10731	54	29	a′)b(u	a′)b(u	PROPN
dad-10731	54	30	,	,	PUNCT
dad-10731	54	31	g	g	PROPN
dad-10731	54	32	,	,	PUNCT
dad-10731	54	33	h	h	NOUN
dad-10731	54	34	)	)	PUNCT
dad-10731	54	35	(	(	PUNCT
dad-10731	54	36	1	1	X
dad-10731	54	37	)	)	PUNCT
dad-10731	54	38	where	where	SCONJ
dad-10731	54	39	η	η	PROPN
dad-10731	54	40	is	be	AUX
dad-10731	54	41	the	the	DET
dad-10731	54	42	normalization	normalization	NOUN
dad-10731	54	43	constant	constant	ADJ
dad-10731	54	44	.	.	PUNCT
dad-10731	55	1	with	with	ADP
dad-10731	55	2	reasonable	reasonable	ADJ
dad-10731	55	3	independence	independence	NOUN
dad-10731	55	4	assumptions	assumption	NOUN
dad-10731	55	5	,	,	PUNCT
dad-10731	55	6	the	the	DET
dad-10731	55	7	joint	joint	ADJ
dad-10731	55	8	probabilities	probability	NOUN
dad-10731	55	9	in	in	ADP
dad-10731	55	10	the	the	DET
dad-10731	55	11	equation	equation	NOUN
dad-10731	55	12	can	can	AUX
dad-10731	55	13	be	be	AUX
dad-10731	55	14	factorized	factorize	VERB
dad-10731	55	15	and	and	CCONJ
dad-10731	55	16	approximated	approximate	VERB
dad-10731	55	17	into	into	ADP
dad-10731	55	18	simpler	simple	ADJ
dad-10731	55	19	forms	form	NOUN
dad-10731	55	20	.	.	PUNCT
dad-10731	56	1	further	far	ADV
dad-10731	56	2	assuming	assume	VERB
dad-10731	56	3	that	that	SCONJ
dad-10731	56	4	the	the	DET
dad-10731	56	5	user	user	NOUN
dad-10731	56	6	goal	goal	NOUN
dad-10731	56	7	does	do	AUX
dad-10731	56	8	not	not	PART
dad-10731	56	9	change	change	VERB
dad-10731	56	10	,	,	PUNCT
dad-10731	56	11	we	we	PRON
dad-10731	56	12	obtain	obtain	VERB
dad-10731	56	13	pr(o|u′	pr(o|u′	PROPN
dad-10731	56	14	,	,	PUNCT
dad-10731	56	15	g′	g′	NOUN
dad-10731	56	16	,	,	PUNCT
dad-10731	56	17	h′	h′	PROPN
dad-10731	56	18	,	,	PUNCT
dad-10731	56	19	a′	a′	PROPN
dad-10731	56	20	,	,	PUNCT
dad-10731	56	21	a	a	PRON
dad-10731	56	22	)	)	PUNCT
dad-10731	56	23	≈	≈	PROPN
dad-10731	56	24	pr(o|u′	pr(o|u′	PROPN
dad-10731	56	25	)	)	PUNCT
dad-10731	56	26	(	(	PUNCT
dad-10731	56	27	2	2	X
dad-10731	56	28	)	)	PUNCT
dad-10731	56	29	pr(u′	pr(u′	PROPN
dad-10731	56	30	,	,	PUNCT
dad-10731	56	31	g′	g′	NOUN
dad-10731	56	32	,	,	PUNCT
dad-10731	56	33	h′|u	h′|u	NOUN
dad-10731	56	34	,	,	PUNCT
dad-10731	56	35	g	g	NOUN
dad-10731	56	36	,	,	PUNCT
dad-10731	56	37	h	h	NOUN
dad-10731	56	38	,	,	PUNCT
dad-10731	56	39	a′	a′	PROPN
dad-10731	56	40	,	,	PUNCT
dad-10731	56	41	a	a	PRON
dad-10731	56	42	)	)	PUNCT
dad-10731	57	1	≈	≈	PROPN
dad-10731	57	2	pr(u′|g′	pr(u′|g′	PROPN
dad-10731	57	3	,	,	PUNCT
dad-10731	57	4	h′	h′	PROPN
dad-10731	57	5	,	,	PUNCT
dad-10731	57	6	a′	a′	PROPN
dad-10731	57	7	)	)	PUNCT
dad-10731	58	1	pr(g′|u′	pr(g′|u′	PROPN
dad-10731	58	2	,	,	PUNCT
dad-10731	58	3	g	g	PROPN
dad-10731	58	4	,	,	PUNCT
dad-10731	58	5	h	h	NOUN
dad-10731	58	6	,	,	PUNCT
dad-10731	58	7	a	a	PRON
dad-10731	58	8	)	)	PUNCT
dad-10731	58	9	pr(h′|u	pr(h′|u	NOUN
dad-10731	58	10	,	,	PUNCT
dad-10731	58	11	g	g	NOUN
dad-10731	58	12	,	,	PUNCT
dad-10731	58	13	h	h	NOUN
dad-10731	58	14	,	,	PUNCT
dad-10731	58	15	a	a	NOUN
dad-10731	58	16	)	)	PUNCT
dad-10731	58	17	(	(	PUNCT
dad-10731	58	18	3	3	X
dad-10731	58	19	)	)	PUNCT
dad-10731	59	1	≈	≈	PROPN
dad-10731	60	1	pr(u′|g′	pr(u′|g′	PROPN
dad-10731	60	2	,	,	PUNCT
dad-10731	60	3	h′	h′	PROPN
dad-10731	60	4	,	,	PUNCT
dad-10731	60	5	a′	a′	NOUN
dad-10731	60	6	)	)	PUNCT
dad-10731	60	7	pr(h′|u	pr(h′|u	PROPN
dad-10731	60	8	,	,	PUNCT
dad-10731	60	9	g	g	NOUN
dad-10731	60	10	,	,	PUNCT
dad-10731	60	11	h	h	NOUN
dad-10731	60	12	,	,	PUNCT
dad-10731	60	13	a)i(g	a)i(g	PUNCT
dad-10731	60	14	=	=	SYM
dad-10731	60	15	g′	g′	NOUN
dad-10731	60	16	)	)	PUNCT
dad-10731	60	17	b′(u′	b′(u′	NOUN
dad-10731	60	18	,	,	PUNCT
dad-10731	60	19	g′	g′	NOUN
dad-10731	60	20	,	,	PUNCT
dad-10731	60	21	h′	h′	PROPN
dad-10731	60	22	)	)	PUNCT
dad-10731	60	23	=	=	SYM
dad-10731	60	24	ηpr(o|u′	ηpr(o|u′	PROPN
dad-10731	60	25	)	)	PUNCT
dad-10731	61	1	pr(u′|g′	pr(u′|g′	NOUN
dad-10731	61	2	,	,	PUNCT
dad-10731	61	3	h′	h′	PROPN
dad-10731	61	4	,	,	PUNCT
dad-10731	61	5	a′	a′	PROPN
dad-10731	61	6	)	)	PUNCT
dad-10731	61	7	∑	∑	PUNCT
dad-10731	61	8	u	u	PROPN
dad-10731	61	9	,	,	PUNCT
dad-10731	61	10	h	h	PROPN
dad-10731	61	11	pr(h′|u	pr(h′|u	PROPN
dad-10731	61	12	,	,	PUNCT
dad-10731	61	13	g	g	PROPN
dad-10731	61	14	,	,	PUNCT
dad-10731	61	15	h	h	NOUN
dad-10731	61	16	,	,	PUNCT
dad-10731	61	17	a)b(u	a)b(u	PROPN
dad-10731	61	18	,	,	PUNCT
dad-10731	61	19	g	g	NOUN
dad-10731	61	20	,	,	PUNCT
dad-10731	61	21	h	h	NOUN
dad-10731	61	22	)	)	PUNCT
dad-10731	61	23	(	(	PUNCT
dad-10731	61	24	4	4	X
dad-10731	61	25	)	)	PUNCT
dad-10731	61	26	where	where	SCONJ
dad-10731	61	27	pr(o|u′	pr(o|u′	PROPN
dad-10731	61	28	)	)	PUNCT
dad-10731	61	29	is	be	AUX
dad-10731	61	30	the	the	DET
dad-10731	61	31	observation	observation	NOUN
dad-10731	61	32	model	model	NOUN
dad-10731	61	33	,	,	PUNCT
dad-10731	61	34	pr(u′|g′	pr(u′|g′	PROPN
dad-10731	61	35	,	,	PUNCT
dad-10731	61	36	h′	h′	PROPN
dad-10731	61	37	,	,	PUNCT
dad-10731	61	38	a	a	PRON
dad-10731	61	39	)	)	PUNCT
dad-10731	61	40	is	be	AUX
dad-10731	61	41	the	the	DET
dad-10731	61	42	user	user	NOUN
dad-10731	61	43	action	action	NOUN
dad-10731	61	44	model	model	NOUN
dad-10731	61	45	,	,	PUNCT
dad-10731	61	46	pr(h′|u	pr(h′|u	NOUN
dad-10731	61	47	,	,	PUNCT
dad-10731	61	48	g	g	PROPN
dad-10731	61	49	,	,	PUNCT
dad-10731	61	50	h	h	NOUN
dad-10731	61	51	,	,	PUNCT
dad-10731	61	52	a	a	PRON
dad-10731	61	53	)	)	PUNCT
dad-10731	61	54	is	be	AUX
dad-10731	61	55	the	the	DET
dad-10731	61	56	history	history	NOUN
dad-10731	61	57	model	model	NOUN
dad-10731	61	58	.	.	PUNCT
dad-10731	62	1	according	accord	VERB
dad-10731	62	2	to	to	ADP
dad-10731	62	3	the	the	DET
dad-10731	62	4	formulation	formulation	NOUN
dad-10731	62	5	,	,	PUNCT
dad-10731	62	6	the	the	DET
dad-10731	62	7	posterior	posterior	ADJ
dad-10731	62	8	computation	computation	NOUN
dad-10731	62	9	has	have	VERB
dad-10731	62	10	to	to	PART
dad-10731	62	11	be	be	AUX
dad-10731	62	12	carried	carry	VERB
dad-10731	62	13	out	out	ADP
dad-10731	62	14	for	for	ADP
dad-10731	62	15	all	all	DET
dad-10731	62	16	possible	possible	ADJ
dad-10731	62	17	user	user	NOUN
dad-10731	62	18	goals	goal	NOUN
dad-10731	62	19	in	in	ADP
dad-10731	62	20	order	order	NOUN
dad-10731	62	21	to	to	PART
dad-10731	62	22	obtain	obtain	VERB
dad-10731	62	23	the	the	DET
dad-10731	62	24	normalizing	normalizing	ADJ
dad-10731	62	25	constant	constant	ADJ
dad-10731	62	26	η	η	PROPN
dad-10731	62	27	.	.	PROPN
dad-10731	63	1	this	this	PRON
dad-10731	63	2	is	be	AUX
dad-10731	63	3	not	not	PART
dad-10731	63	4	feasible	feasible	ADJ
dad-10731	63	5	for	for	ADP
dad-10731	63	6	1	1	NUM
dad-10731	63	7	.	.	PUNCT
dad-10731	63	8	http://research.microsoft.com/en-us/events/dstc	http://research.microsoft.com/en-us/events/dstc	NOUN
dad-10731	63	9	2	2	NUM
dad-10731	63	10	.	.	X
dad-10731	64	1	http://camdial.org/	http://camdial.org/	PROPN
dad-10731	64	2	mh521	mh521	PROPN
dad-10731	64	3	/	/	SYM
dad-10731	64	4	dstc/	dstc/	NUM
dad-10731	64	5	49	49	NUM
dad-10731	64	6	byung	byung	PROPN
dad-10731	64	7	-	-	PUNCT
dad-10731	64	8	jun	jun	PROPN
dad-10731	64	9	lee	lee	PROPN
dad-10731	64	10	and	and	CCONJ
dad-10731	64	11	kee	kee	PROPN
dad-10731	64	12	-	-	PUNCT
dad-10731	64	13	eung	eung	PROPN
dad-10731	64	14	kim	kim	PROPN
dad-10731	64	15	table	table	NOUN
dad-10731	64	16	1	1	NUM
dad-10731	64	17	:	:	PUNCT
dad-10731	64	18	an	an	DET
dad-10731	64	19	example	example	NOUN
dad-10731	64	20	of	of	ADP
dad-10731	64	21	a	a	DET
dad-10731	64	22	dialog	dialog	NOUN
dad-10731	64	23	depicted	depict	VERB
dad-10731	64	24	in	in	ADP
dad-10731	64	25	dstc1	dstc1	PROPN
dad-10731	64	26	system	system	PROPN
dad-10731	64	27	east	east	PROPN
dad-10731	64	28	pittsburg	pittsburg	PROPN
dad-10731	64	29	bus	bus	NOUN
dad-10731	64	30	schedules	schedule	NOUN
dad-10731	64	31	.	.	PUNCT
dad-10731	65	1	say	say	VERB
dad-10731	65	2	a	a	DET
dad-10731	65	3	bus	bus	NOUN
dad-10731	65	4	route	route	NOUN
dad-10731	65	5	,	,	PUNCT
dad-10731	65	6	like	like	ADP
dad-10731	65	7	28x	28x	NOUN
dad-10731	65	8	,	,	PUNCT
dad-10731	65	9	or	or	CCONJ
dad-10731	65	10	say	say	VERB
dad-10731	65	11	i	i	PRON
dad-10731	65	12	’m	’m	VERB
dad-10731	65	13	not	not	PART
dad-10731	65	14	sure	sure	ADJ
dad-10731	65	15	.	.	PUNCT
dad-10731	66	1	hello	hello	INTJ
dad-10731	66	2	(	(	PUNCT
dad-10731	66	3	)	)	PUNCT
dad-10731	66	4	,	,	PUNCT
dad-10731	66	5	request(route	request(route	PROPN
dad-10731	66	6	)	)	PUNCT
dad-10731	66	7	,	,	PUNCT
dad-10731	66	8	example(route=28x	example(route=28x	NOUN
dad-10731	66	9	)	)	PUNCT
dad-10731	66	10	,	,	PUNCT
dad-10731	66	11	example(route	example(route	PROPN
dad-10731	66	12	=	=	SYM
dad-10731	66	13	dont	dont	NOUN
dad-10731	66	14	know	know	VERB
dad-10731	66	15	)	)	PUNCT
dad-10731	66	16	user	user	NOUN
dad-10731	66	17	61a	61a	NOUN
dad-10731	66	18	slu	slu	VERB
dad-10731	66	19	0.77	0.77	NUM
dad-10731	66	20	inform(route=61a	inform(route=61a	X
dad-10731	66	21	)	)	PUNCT
dad-10731	66	22	0.12	0.12	NUM
dad-10731	66	23	inform(route=61	inform(route=61	NOUN
dad-10731	66	24	)	)	PUNCT
dad-10731	66	25	0.01	0.01	NUM
dad-10731	66	26	inform(route=61d	inform(route=61d	NOUN
dad-10731	66	27	)	)	PUNCT
dad-10731	66	28	system	system	NOUN
dad-10731	66	29	okay	okay	ADJ
dad-10731	66	30	,	,	PUNCT
dad-10731	66	31	61a	61a	NOUN
dad-10731	66	32	.	.	PUNCT
dad-10731	67	1	to	to	PART
dad-10731	67	2	change	change	VERB
dad-10731	67	3	,	,	PUNCT
dad-10731	67	4	say	say	VERB
dad-10731	67	5	go	go	VERB
dad-10731	67	6	back	back	ADV
dad-10731	67	7	.	.	PUNCT
dad-10731	68	1	where	where	SCONJ
dad-10731	68	2	are	be	AUX
dad-10731	68	3	you	you	PRON
dad-10731	68	4	leaving	leave	VERB
dad-10731	68	5	from	from	ADP
dad-10731	68	6	?	?	PUNCT
dad-10731	68	7	impl	impl	NOUN
dad-10731	68	8	-	-	PUNCT
dad-10731	68	9	conf(route=61a	conf(route=61a	NUM
dad-10731	68	10	)	)	PUNCT
dad-10731	68	11	,	,	PUNCT
dad-10731	68	12	example(act	example(act	NOUN
dad-10731	68	13	=	=	SYM
dad-10731	68	14	goback	goback	NOUN
dad-10731	68	15	)	)	PUNCT
dad-10731	68	16	,	,	PUNCT
dad-10731	68	17	request(from	request(from	PROPN
dad-10731	68	18	)	)	PUNCT
dad-10731	68	19	user	user	NOUN
dad-10731	68	20	downtown	downtown	NOUN
dad-10731	68	21	slu	slu	NOUN
dad-10731	68	22	0.59	0.59	NUM
dad-10731	68	23	inform(from.desc	inform(from.desc	NOUN
dad-10731	68	24	=	=	NOUN
dad-10731	68	25	downtown	downtown	NOUN
dad-10731	68	26	)	)	PUNCT
dad-10731	68	27	0.10	0.10	NUM
dad-10731	68	28	inform(from.desc	inform(from.desc	NOUN
dad-10731	68	29	=	=	SYM
dad-10731	68	30	from	from	ADP
dad-10731	68	31	downtown	downtown	NOUN
dad-10731	68	32	)	)	PUNCT
dad-10731	68	33	system	system	NOUN
dad-10731	68	34	okay	okay	ADJ
dad-10731	68	35	,	,	PUNCT
dad-10731	68	36	downtown	downtown	NOUN
dad-10731	68	37	.	.	PUNCT
dad-10731	69	1	you	you	PRON
dad-10731	69	2	can	can	AUX
dad-10731	69	3	always	always	ADV
dad-10731	69	4	say	say	VERB
dad-10731	69	5	go	go	VERB
dad-10731	69	6	back	back	ADV
dad-10731	69	7	.	.	PUNCT
dad-10731	70	1	and	and	CCONJ
dad-10731	70	2	where	where	SCONJ
dad-10731	70	3	are	be	AUX
dad-10731	70	4	you	you	PRON
dad-10731	70	5	going	go	VERB
dad-10731	70	6	to	to	PART
dad-10731	70	7	?	?	PUNCT
dad-10731	71	1	impl	impl	NOUN
dad-10731	71	2	-	-	PUNCT
dad-10731	71	3	conf(from.desc	conf(from.desc	NOUN
dad-10731	71	4	=	=	NOUN
dad-10731	71	5	downtown	downtown	NOUN
dad-10731	71	6	)	)	PUNCT
dad-10731	71	7	,	,	PUNCT
dad-10731	71	8	example(act	example(act	NOUN
dad-10731	71	9	=	=	SYM
dad-10731	71	10	goback	goback	NOUN
dad-10731	71	11	)	)	PUNCT
dad-10731	71	12	,	,	PUNCT
dad-10731	71	13	request(to	request(to	PROPN
dad-10731	71	14	)	)	PUNCT
dad-10731	71	15	user	user	PROPN
dad-10731	71	16	east	east	PROPN
dad-10731	71	17	pittsburgh	pittsburgh	PROPN
dad-10731	71	18	east	east	PROPN
dad-10731	71	19	pittsburgh	pittsburgh	PROPN
dad-10731	71	20	slu	slu	NOUN
dad-10731	71	21	0.25	0.25	NUM
dad-10731	71	22	inform(to.desc	inform(to.desc	PROPN
dad-10731	71	23	=	=	SYM
dad-10731	71	24	pittsburgh	pittsburgh	PROPN
dad-10731	71	25	)	)	PUNCT
dad-10731	72	1	0.20	0.20	NUM
dad-10731	72	2	inform(to.desc	inform(to.desc	PROPN
dad-10731	72	3	=	=	PROPN
dad-10731	72	4	east	east	PROPN
dad-10731	72	5	pittsburgh	pittsburgh	PROPN
dad-10731	72	6	)	)	PUNCT
dad-10731	72	7	0.01	0.01	NUM
dad-10731	72	8	inform(to.desc	inform(to.desc	NOUN
dad-10731	72	9	=	=	SYM
dad-10731	72	10	to	to	ADP
dad-10731	72	11	pittsburgh	pittsburgh	PROPN
dad-10731	72	12	)	)	PUNCT
dad-10731	72	13	system	system	PROPN
dad-10731	72	14	pittsburgh	pittsburgh	PROPN
dad-10731	72	15	.	.	PUNCT
dad-10731	72	16	is	be	AUX
dad-10731	72	17	that	that	PRON
dad-10731	72	18	right	right	ADJ
dad-10731	72	19	?	?	PUNCT
dad-10731	73	1	expl	expl	NOUN
dad-10731	73	2	-	-	PUNCT
dad-10731	73	3	conf(to.desc	conf(to.desc	PROPN
dad-10731	73	4	=	=	SYM
dad-10731	73	5	pittsburgh	pittsburgh	PROPN
dad-10731	73	6	)	)	PUNCT
dad-10731	74	1	user	user	NOUN
dad-10731	74	2	no	no	DET
dad-10731	74	3	slu	slu	NOUN
dad-10731	74	4	0.71	0.71	NUM
dad-10731	74	5	negate	negate	ADJ
dad-10731	74	6	(	(	PUNCT
dad-10731	74	7	)	)	PUNCT
dad-10731	74	8	0.07	0.07	NUM
dad-10731	74	9	affirm	affirm	NOUN
dad-10731	74	10	(	(	PUNCT
dad-10731	74	11	)	)	PUNCT
dad-10731	74	12	system	system	NOUN
dad-10731	74	13	oh	oh	INTJ
dad-10731	74	14	,	,	PUNCT
dad-10731	74	15	sorry	sorry	ADJ
dad-10731	74	16	,	,	PUNCT
dad-10731	74	17	where	where	SCONJ
dad-10731	74	18	are	be	AUX
dad-10731	74	19	you	you	PRON
dad-10731	74	20	going	go	VERB
dad-10731	74	21	to	to	PART
dad-10731	74	22	?	?	PUNCT
dad-10731	75	1	sorry	sorry	ADJ
dad-10731	75	2	(	(	PUNCT
dad-10731	75	3	)	)	PUNCT
dad-10731	75	4	,	,	PUNCT
dad-10731	75	5	request(to	request(to	PROPN
dad-10731	75	6	)	)	PUNCT
dad-10731	75	7	user	user	PROPN
dad-10731	75	8	east	east	PROPN
dad-10731	75	9	pittsburgh	pittsburgh	PROPN
dad-10731	75	10	slu	slu	PROPN
dad-10731	75	11	0.97	0.97	NUM
dad-10731	75	12	inform(to.desc	inform(to.desc	PROPN
dad-10731	75	13	=	=	PROPN
dad-10731	75	14	east	east	PROPN
dad-10731	75	15	pittsburgh	pittsburgh	PROPN
dad-10731	75	16	)	)	PUNCT
dad-10731	75	17	system	system	NOUN
dad-10731	75	18	okay	okay	ADJ
dad-10731	75	19	,	,	PUNCT
dad-10731	75	20	east	east	PROPN
dad-10731	75	21	pittsburgh	pittsburgh	PROPN
dad-10731	75	22	.	.	PUNCT
dad-10731	76	1	do	do	AUX
dad-10731	76	2	you	you	PRON
dad-10731	76	3	want	want	VERB
dad-10731	76	4	times	time	NOUN
dad-10731	76	5	for	for	ADP
dad-10731	76	6	the	the	DET
dad-10731	76	7	next	next	ADJ
dad-10731	76	8	few	few	ADJ
dad-10731	76	9	buses	bus	NOUN
dad-10731	76	10	?	?	PUNCT
dad-10731	77	1	say	say	VERB
dad-10731	78	1	yes	yes	INTJ
dad-10731	78	2	or	or	CCONJ
dad-10731	78	3	no	no	INTJ
dad-10731	78	4	.	.	PUNCT
dad-10731	79	1	impl	impl	NOUN
dad-10731	79	2	-	-	PUNCT
dad-10731	79	3	confirm(to.desc	confirm(to.desc	NOUN
dad-10731	79	4	=	=	PROPN
dad-10731	79	5	east	east	PROPN
dad-10731	79	6	pittsburgh	pittsburgh	PROPN
dad-10731	79	7	)	)	PUNCT
dad-10731	79	8	,	,	PUNCT
dad-10731	79	9	expl	expl	NOUN
dad-10731	79	10	-	-	PUNCT
dad-10731	79	11	confirm(act	confirm(act	NOUN
dad-10731	79	12	=	=	SYM
dad-10731	79	13	want	want	VERB
dad-10731	79	14	-	-	PUNCT
dad-10731	79	15	next	next	ADJ
dad-10731	79	16	-	-	PUNCT
dad-10731	79	17	bus	bus	NOUN
dad-10731	79	18	)	)	PUNCT
dad-10731	79	19	example(act	example(act	NOUN
dad-10731	79	20	=	=	SYM
dad-10731	79	21	affirm	affirm	NOUN
dad-10731	79	22	)	)	PUNCT
dad-10731	79	23	,	,	PUNCT
dad-10731	79	24	example(act	example(act	NOUN
dad-10731	79	25	=	=	PRON
dad-10731	79	26	negate	negate	ADJ
dad-10731	79	27	)	)	PUNCT
dad-10731	79	28	user	user	NOUN
dad-10731	79	29	yes	yes	INTJ
dad-10731	79	30	slu	slu	NOUN
dad-10731	79	31	0.97	0.97	NUM
dad-10731	79	32	affirm	affirm	NOUN
dad-10731	79	33	(	(	PUNCT
dad-10731	79	34	)	)	PUNCT
dad-10731	79	35	system	system	NOUN
dad-10731	79	36	ok	ok	ADJ
dad-10731	79	37	,	,	PUNCT
dad-10731	79	38	at	at	ADP
dad-10731	79	39	7:45	7:45	NUM
dad-10731	79	40	pm	pm	NOUN
dad-10731	79	41	today	today	NOUN
dad-10731	79	42	,	,	PUNCT
dad-10731	79	43	there	there	PRON
dad-10731	79	44	is	be	VERB
dad-10731	79	45	a	a	DET
dad-10731	79	46	61	61	NUM
dad-10731	79	47	a	a	NOUN
dad-10731	79	48	,	,	PUNCT
dad-10731	79	49	from	from	ADP
dad-10731	79	50	fifth	fifth	ADJ
dad-10731	79	51	avenue	avenue	NOUN
dad-10731	79	52	and	and	CCONJ
dad-10731	79	53	market	market	NOUN
dad-10731	79	54	street	street	NOUN
dad-10731	79	55	,	,	PUNCT
dad-10731	79	56	downtown	downtown	NOUN
dad-10731	79	57	.	.	PUNCT
dad-10731	80	1	schedule(result.from.time.hour=7	schedule(result.from.time.hour=7	NOUN
dad-10731	80	2	,	,	PUNCT
dad-10731	80	3	result.from.time.minute=45	result.from.time.minute=45	NOUN
dad-10731	80	4	,	,	PUNCT
dad-10731	80	5	result.from.time.ampm	result.from.time.ampm	NOUN
dad-10731	80	6	=	=	SYM
dad-10731	80	7	pm	pm	NOUN
dad-10731	80	8	,	,	PUNCT
dad-10731	80	9	result.from.date.day	result.from.date.day	PROPN
dad-10731	80	10	=	=	NOUN
dad-10731	80	11	today	today	NOUN
dad-10731	80	12	,	,	PUNCT
dad-10731	80	13	result.route=61a	result.route=61a	PROPN
dad-10731	80	14	,	,	PUNCT
dad-10731	80	15	result.from.desc	result.from.desc	NOUN
dad-10731	80	16	=	=	SYM
dad-10731	80	17	fifth	fifth	ADJ
dad-10731	80	18	avenue	avenue	NOUN
dad-10731	80	19	and	and	CCONJ
dad-10731	80	20	market	market	NOUN
dad-10731	80	21	street	street	NOUN
dad-10731	80	22	,	,	PUNCT
dad-10731	80	23	downtown	downtown	NOUN
dad-10731	80	24	real	real	ADJ
dad-10731	80	25	dialog	dialog	NOUN
dad-10731	80	26	domains	domain	NOUN
dad-10731	80	27	that	that	PRON
dad-10731	80	28	have	have	VERB
dad-10731	80	29	a	a	DET
dad-10731	80	30	large	large	ADJ
dad-10731	80	31	number	number	NOUN
dad-10731	80	32	of	of	ADP
dad-10731	80	33	user	user	NOUN
dad-10731	80	34	goals	goal	NOUN
dad-10731	80	35	as	as	ADP
dad-10731	80	36	in	in	ADP
dad-10731	80	37	dstc1	dstc1	NOUN
dad-10731	80	38	and	and	CCONJ
dad-10731	80	39	dstc2	dstc2	NOUN
dad-10731	80	40	domains	domain	NOUN
dad-10731	80	41	.	.	PUNCT
dad-10731	81	1	as	as	ADP
dad-10731	81	2	such	such	ADJ
dad-10731	81	3	,	,	PUNCT
dad-10731	81	4	we	we	PRON
dad-10731	81	5	adopt	adopt	VERB
dad-10731	81	6	the	the	DET
dad-10731	81	7	goal	goal	NOUN
dad-10731	81	8	partitioning	partition	VERB
dad-10731	81	9	approach	approach	NOUN
dad-10731	81	10	in	in	ADP
dad-10731	81	11	his	his	PRON
dad-10731	81	12	(	(	PUNCT
dad-10731	81	13	young	young	PROPN
dad-10731	81	14	et	et	PROPN
dad-10731	81	15	al	al	PROPN
dad-10731	81	16	.	.	PROPN
dad-10731	81	17	,	,	PUNCT
dad-10731	81	18	2010	2010	NUM
dad-10731	81	19	)	)	PUNCT
dad-10731	81	20	that	that	SCONJ
dad-10731	81	21	groups	group	NOUN
dad-10731	81	22	user	user	NOUN
dad-10731	81	23	goals	goal	NOUN
dad-10731	81	24	into	into	ADP
dad-10731	81	25	equivalence	equivalence	NOUN
dad-10731	81	26	classes	class	NOUN
dad-10731	81	27	and	and	CCONJ
dad-10731	81	28	assigns	assign	VERB
dad-10731	81	29	a	a	DET
dad-10731	81	30	single	single	ADJ
dad-10731	81	31	probability	probability	NOUN
dad-10731	81	32	for	for	ADP
dad-10731	81	33	each	each	DET
dad-10731	81	34	class	class	NOUN
dad-10731	81	35	.	.	PUNCT
dad-10731	82	1	the	the	DET
dad-10731	82	2	equivalence	equivalence	NOUN
dad-10731	82	3	classes	class	NOUN
dad-10731	82	4	are	be	AUX
dad-10731	82	5	called	call	VERB
dad-10731	82	6	partitions	partition	NOUN
dad-10731	82	7	and	and	CCONJ
dad-10731	82	8	denoted	denote	VERB
dad-10731	82	9	by	by	ADP
dad-10731	82	10	ψ	ψ	X
dad-10731	82	11	.	.	NOUN
dad-10731	83	1	beginning	begin	VERB
dad-10731	83	2	with	with	ADP
dad-10731	83	3	one	one	NUM
dad-10731	83	4	root	root	NOUN
dad-10731	83	5	partition	partition	NOUN
dad-10731	83	6	with	with	ADP
dad-10731	83	7	the	the	DET
dad-10731	83	8	probability	probability	NOUN
dad-10731	83	9	1	1	NUM
dad-10731	83	10	,	,	PUNCT
dad-10731	83	11	partitions	partition	NOUN
dad-10731	83	12	are	be	AUX
dad-10731	83	13	split	split	VERB
dad-10731	83	14	whenever	whenever	SCONJ
dad-10731	83	15	the	the	DET
dad-10731	83	16	distinction	distinction	NOUN
dad-10731	83	17	is	be	AUX
dad-10731	83	18	required	require	VERB
dad-10731	83	19	by	by	ADP
dad-10731	83	20	observations	observation	NOUN
dad-10731	83	21	,	,	PUNCT
dad-10731	83	22	i.e.	i.e.	X
dad-10731	83	23	a	a	DET
dad-10731	83	24	user	user	NOUN
dad-10731	83	25	action	action	NOUN
dad-10731	83	26	hypothesis	hypothesis	NOUN
dad-10731	83	27	from	from	ADP
dad-10731	83	28	the	the	DET
dad-10731	83	29	slu	slu	NOUN
dad-10731	83	30	output	output	NOUN
dad-10731	83	31	.	.	PUNCT
dad-10731	84	1	this	this	DET
dad-10731	84	2	confines	confine	NOUN
dad-10731	84	3	50	50	NUM
dad-10731	84	4	dialog	dialog	NOUN
dad-10731	84	5	history	history	NOUN
dad-10731	84	6	construction	construction	NOUN
dad-10731	84	7	for	for	ADP
dad-10731	84	8	robust	robust	ADJ
dad-10731	84	9	dialog	dialog	NOUN
dad-10731	84	10	state	state	NOUN
dad-10731	84	11	tracking	track	VERB
dad-10731	84	12	the	the	DET
dad-10731	84	13	possible	possible	ADJ
dad-10731	84	14	goal	goal	NOUN
dad-10731	84	15	states	state	NOUN
dad-10731	84	16	to	to	ADP
dad-10731	84	17	the	the	DET
dad-10731	84	18	values	value	NOUN
dad-10731	84	19	that	that	PRON
dad-10731	84	20	have	have	AUX
dad-10731	84	21	been	be	AUX
dad-10731	84	22	appeared	appear	VERB
dad-10731	84	23	at	at	ADP
dad-10731	84	24	least	least	ADJ
dad-10731	84	25	once	once	ADV
dad-10731	84	26	as	as	ADP
dad-10731	84	27	an	an	DET
dad-10731	84	28	slu	slu	NOUN
dad-10731	84	29	hypothesis	hypothesis	NOUN
dad-10731	84	30	,	,	PUNCT
dad-10731	84	31	and	and	CCONJ
dad-10731	84	32	provides	provide	VERB
dad-10731	84	33	scalability	scalability	NOUN
dad-10731	84	34	without	without	ADP
dad-10731	84	35	a	a	DET
dad-10731	84	36	significant	significant	ADJ
dad-10731	84	37	loss	loss	NOUN
dad-10731	84	38	in	in	ADP
dad-10731	84	39	accuracy	accuracy	NOUN
dad-10731	84	40	when	when	SCONJ
dad-10731	84	41	the	the	DET
dad-10731	84	42	coverage	coverage	NOUN
dad-10731	84	43	of	of	ADP
dad-10731	84	44	n	n	ADV
dad-10731	84	45	-	-	PUNCT
dad-10731	84	46	best	good	ADJ
dad-10731	84	47	list	list	NOUN
dad-10731	84	48	is	be	AUX
dad-10731	84	49	extensive	extensive	ADJ
dad-10731	84	50	enough	enough	ADV
dad-10731	84	51	to	to	PART
dad-10731	84	52	include	include	VERB
dad-10731	84	53	the	the	DET
dad-10731	84	54	true	true	ADJ
dad-10731	84	55	user	user	NOUN
dad-10731	84	56	action	action	NOUN
dad-10731	84	57	.	.	PUNCT
dad-10731	85	1	by	by	ADP
dad-10731	85	2	defining	define	VERB
dad-10731	85	3	belief	belief	NOUN
dad-10731	85	4	refinement	refinement	NOUN
dad-10731	85	5	model	model	NOUN
dad-10731	85	6	pr(ψ′|ψ	pr(ψ′|ψ	PROPN
dad-10731	85	7	)	)	PUNCT
dad-10731	85	8	to	to	PART
dad-10731	85	9	be	be	AUX
dad-10731	85	10	a	a	DET
dad-10731	85	11	probability	probability	NOUN
dad-10731	85	12	mass	mass	NOUN
dad-10731	85	13	ratio	ratio	NOUN
dad-10731	85	14	that	that	PRON
dad-10731	85	15	the	the	DET
dad-10731	85	16	partition	partition	NOUN
dad-10731	85	17	splits	split	VERB
dad-10731	85	18	,	,	PUNCT
dad-10731	85	19	the	the	DET
dad-10731	85	20	bayesian	bayesian	NOUN
dad-10731	85	21	filtering	filter	VERB
dad-10731	85	22	equation	equation	NOUN
dad-10731	85	23	(	(	PUNCT
dad-10731	85	24	4	4	X
dad-10731	85	25	)	)	PUNCT
dad-10731	85	26	becomes	become	VERB
dad-10731	85	27	:	:	PUNCT
dad-10731	85	28	b′(u′	b′(u′	NOUN
dad-10731	85	29	,	,	PUNCT
dad-10731	85	30	ψ′	ψ′	PROPN
dad-10731	85	31	,	,	PUNCT
dad-10731	85	32	h′	h′	PROPN
dad-10731	85	33	)	)	PUNCT
dad-10731	85	34	=	=	SYM
dad-10731	85	35	ηpr(o|u′	ηpr(o|u′	PROPN
dad-10731	85	36	)	)	PUNCT
dad-10731	86	1	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	86	2	,	,	PUNCT
dad-10731	86	3	h′	h′	PROPN
dad-10731	86	4	,	,	PUNCT
dad-10731	86	5	a′	a′	PROPN
dad-10731	86	6	)	)	PUNCT
dad-10731	86	7	∑	∑	PUNCT
dad-10731	86	8	u	u	PROPN
dad-10731	86	9	,	,	PUNCT
dad-10731	86	10	h	h	PROPN
dad-10731	86	11	pr(h′|u	pr(h′|u	PROPN
dad-10731	86	12	,	,	PUNCT
dad-10731	86	13	ψ	ψ	X
dad-10731	86	14	,	,	PUNCT
dad-10731	86	15	h	h	NOUN
dad-10731	86	16	,	,	PUNCT
dad-10731	86	17	a	a	PRON
dad-10731	86	18	)	)	PUNCT
dad-10731	86	19	pr(ψ′|ψ)b(u	pr(ψ′|ψ)b(u	NOUN
dad-10731	86	20	,	,	PUNCT
dad-10731	86	21	ψ	ψ	ADP
dad-10731	86	22	⊃	⊃	PROPN
dad-10731	86	23	ψ′	ψ′	PROPN
dad-10731	86	24	,	,	PUNCT
dad-10731	86	25	h	h	NOUN
dad-10731	86	26	)	)	PUNCT
dad-10731	86	27	(	(	PUNCT
dad-10731	86	28	5	5	NUM
dad-10731	86	29	)	)	PUNCT
dad-10731	86	30	where	where	SCONJ
dad-10731	86	31	ψ	ψ	ADP
dad-10731	86	32	⊃	⊃	PROPN
dad-10731	86	33	ψ′	ψ′	PROPN
dad-10731	86	34	denotes	denote	NOUN
dad-10731	86	35	that	that	SCONJ
dad-10731	86	36	ψ	ψ	NOUN
dad-10731	86	37	is	be	AUX
dad-10731	86	38	a	a	DET
dad-10731	86	39	parent	parent	NOUN
dad-10731	86	40	partition	partition	NOUN
dad-10731	86	41	(	(	PUNCT
dad-10731	86	42	superset	superset	NOUN
dad-10731	86	43	)	)	PUNCT
dad-10731	86	44	of	of	ADP
dad-10731	86	45	ψ′.	ψ′.	NOUN
dad-10731	86	46	even	even	ADV
dad-10731	86	47	with	with	ADP
dad-10731	86	48	the	the	DET
dad-10731	86	49	partitioned	partition	VERB
dad-10731	86	50	approach	approach	NOUN
dad-10731	86	51	,	,	PUNCT
dad-10731	86	52	the	the	DET
dad-10731	86	53	total	total	ADJ
dad-10731	86	54	number	number	NOUN
dad-10731	86	55	of	of	ADP
dad-10731	86	56	partitions	partition	NOUN
dad-10731	86	57	grows	grow	VERB
dad-10731	86	58	very	very	ADV
dad-10731	86	59	fast	fast	ADV
dad-10731	86	60	as	as	SCONJ
dad-10731	86	61	dialog	dialog	NOUN
dad-10731	86	62	turn	turn	NOUN
dad-10731	86	63	progresses	progress	NOUN
dad-10731	86	64	(	(	PUNCT
dad-10731	86	65	exponential	exponential	NOUN
dad-10731	86	66	in	in	ADP
dad-10731	86	67	number	number	NOUN
dad-10731	86	68	of	of	ADP
dad-10731	86	69	observed	observe	VERB
dad-10731	86	70	goal	goal	NOUN
dad-10731	86	71	types	type	NOUN
dad-10731	86	72	,	,	PUNCT
dad-10731	86	73	polynomial	polynomial	ADJ
dad-10731	86	74	in	in	ADP
dad-10731	86	75	number	number	NOUN
dad-10731	86	76	of	of	ADP
dad-10731	86	77	observed	observed	ADJ
dad-10731	86	78	goals	goal	NOUN
dad-10731	86	79	)	)	PUNCT
dad-10731	86	80	,	,	PUNCT
dad-10731	86	81	and	and	CCONJ
dad-10731	86	82	it	it	PRON
dad-10731	86	83	is	be	AUX
dad-10731	86	84	required	require	VERB
dad-10731	86	85	to	to	PART
dad-10731	86	86	give	give	VERB
dad-10731	86	87	certain	certain	ADJ
dad-10731	86	88	limit	limit	NOUN
dad-10731	86	89	to	to	ADP
dad-10731	86	90	the	the	DET
dad-10731	86	91	number	number	NOUN
dad-10731	86	92	of	of	ADP
dad-10731	86	93	partitions	partition	NOUN
dad-10731	86	94	.	.	PUNCT
dad-10731	87	1	we	we	PRON
dad-10731	87	2	used	use	VERB
dad-10731	87	3	the	the	DET
dad-10731	87	4	incremental	incremental	ADJ
dad-10731	87	5	partition	partition	NOUN
dad-10731	87	6	recombination	recombination	NOUN
dad-10731	87	7	algorithm	algorithm	NOUN
dad-10731	87	8	(	(	PUNCT
dad-10731	87	9	williams	williams	PROPN
dad-10731	87	10	,	,	PUNCT
dad-10731	87	11	2010	2010	NUM
dad-10731	87	12	)	)	PUNCT
dad-10731	87	13	,	,	PUNCT
dad-10731	87	14	which	which	PRON
dad-10731	87	15	recombines	recombine	VERB
dad-10731	87	16	the	the	DET
dad-10731	87	17	less	less	ADV
dad-10731	87	18	important	important	ADJ
dad-10731	87	19	partitions	partition	NOUN
dad-10731	87	20	in	in	ADP
dad-10731	87	21	each	each	DET
dad-10731	87	22	turn	turn	NOUN
dad-10731	87	23	if	if	SCONJ
dad-10731	87	24	the	the	DET
dad-10731	87	25	number	number	NOUN
dad-10731	87	26	of	of	ADP
dad-10731	87	27	partitions	partition	NOUN
dad-10731	87	28	exceeds	exceed	VERB
dad-10731	87	29	the	the	DET
dad-10731	87	30	threshold	threshold	NOUN
dad-10731	87	31	.	.	PUNCT
dad-10731	88	1	3	3	X
dad-10731	88	2	.	.	X
dad-10731	88	3	designing	design	VERB
dad-10731	88	4	component	component	NOUN
dad-10731	88	5	probability	probability	NOUN
dad-10731	88	6	models	model	NOUN
dad-10731	88	7	the	the	DET
dad-10731	88	8	equation	equation	NOUN
dad-10731	88	9	(	(	PUNCT
dad-10731	88	10	5	5	X
dad-10731	88	11	)	)	PUNCT
dad-10731	88	12	needs	need	VERB
dad-10731	88	13	a	a	DET
dad-10731	88	14	model	model	NOUN
dad-10731	88	15	for	for	ADP
dad-10731	88	16	each	each	DET
dad-10731	88	17	component	component	NOUN
dad-10731	88	18	probability	probability	NOUN
dad-10731	88	19	term	term	NOUN
dad-10731	88	20	,	,	PUNCT
dad-10731	88	21	i.e.	i.e.	X
dad-10731	88	22	observation	observation	NOUN
dad-10731	88	23	model	model	NOUN
dad-10731	88	24	,	,	PUNCT
dad-10731	88	25	user	user	NOUN
dad-10731	88	26	action	action	NOUN
dad-10731	88	27	model	model	NOUN
dad-10731	88	28	,	,	PUNCT
dad-10731	88	29	history	history	NOUN
dad-10731	88	30	model	model	NOUN
dad-10731	88	31	,	,	PUNCT
dad-10731	88	32	and	and	CCONJ
dad-10731	88	33	belief	belief	NOUN
dad-10731	88	34	update	update	NOUN
dad-10731	88	35	model	model	NOUN
dad-10731	88	36	.	.	PUNCT
dad-10731	89	1	although	although	SCONJ
dad-10731	89	2	assigning	assign	VERB
dad-10731	89	3	simple	simple	ADJ
dad-10731	89	4	statistics	statistic	NOUN
dad-10731	89	5	to	to	ADP
dad-10731	89	6	each	each	DET
dad-10731	89	7	component	component	NOUN
dad-10731	89	8	probability	probability	NOUN
dad-10731	89	9	model	model	NOUN
dad-10731	89	10	(	(	PUNCT
dad-10731	89	11	young	young	PROPN
dad-10731	89	12	et	et	PROPN
dad-10731	89	13	al	al	PROPN
dad-10731	89	14	.	.	PROPN
dad-10731	89	15	,	,	PUNCT
dad-10731	89	16	2010	2010	NUM
dad-10731	89	17	;	;	PUNCT
dad-10731	89	18	kim	kim	PROPN
dad-10731	89	19	et	et	PROPN
dad-10731	89	20	al	al	PROPN
dad-10731	89	21	.	.	PROPN
dad-10731	89	22	,	,	PUNCT
dad-10731	89	23	2013	2013	NUM
dad-10731	89	24	)	)	PUNCT
dad-10731	89	25	can	can	AUX
dad-10731	89	26	be	be	AUX
dad-10731	89	27	a	a	DET
dad-10731	89	28	valid	valid	ADJ
dad-10731	89	29	choice	choice	NOUN
dad-10731	89	30	,	,	PUNCT
dad-10731	89	31	lee	lee	PROPN
dad-10731	89	32	et	et	PROPN
dad-10731	89	33	al	al	PROPN
dad-10731	89	34	.	.	PROPN
dad-10731	90	1	(	(	PUNCT
dad-10731	90	2	2014	2014	NUM
dad-10731	90	3	)	)	PUNCT
dad-10731	90	4	has	have	AUX
dad-10731	90	5	shown	show	VERB
dad-10731	90	6	that	that	SCONJ
dad-10731	90	7	designing	design	VERB
dad-10731	90	8	each	each	DET
dad-10731	90	9	probabilities	probability	NOUN
dad-10731	90	10	appropriately	appropriately	ADV
dad-10731	90	11	and	and	CCONJ
dad-10731	90	12	optimizing	optimize	VERB
dad-10731	90	13	it	it	PRON
dad-10731	90	14	results	result	VERB
dad-10731	90	15	in	in	ADP
dad-10731	90	16	much	much	ADV
dad-10731	90	17	better	well	ADJ
dad-10731	90	18	performance	performance	NOUN
dad-10731	90	19	.	.	PUNCT
dad-10731	91	1	in	in	ADP
dad-10731	91	2	following	follow	VERB
dad-10731	91	3	subsections	subsection	NOUN
dad-10731	91	4	,	,	PUNCT
dad-10731	91	5	each	each	DET
dad-10731	91	6	component	component	NOUN
dad-10731	91	7	probability	probability	NOUN
dad-10731	91	8	model	model	NOUN
dad-10731	91	9	is	be	AUX
dad-10731	91	10	described	describe	VERB
dad-10731	91	11	.	.	PUNCT
dad-10731	92	1	3.1	3.1	NUM
dad-10731	92	2	observation	observation	NOUN
dad-10731	92	3	model	model	NOUN
dad-10731	92	4	the	the	DET
dad-10731	92	5	observation	observation	NOUN
dad-10731	92	6	model	model	NOUN
dad-10731	92	7	pr(o|u	pr(o|u	PROPN
dad-10731	92	8	)	)	PUNCT
dad-10731	92	9	represents	represent	VERB
dad-10731	92	10	the	the	DET
dad-10731	92	11	probability	probability	NOUN
dad-10731	92	12	of	of	ADP
dad-10731	92	13	structured	structured	ADJ
dad-10731	92	14	observation	observation	NOUN
dad-10731	92	15	o	o	NOUN
dad-10731	93	1	=	=	PUNCT
dad-10731	94	1	[	[	X
dad-10731	94	2	〈	〈	PROPN
dad-10731	94	3	ũ1	ũ1	PROPN
dad-10731	94	4	,	,	PUNCT
dad-10731	94	5	f1	f1	NOUN
dad-10731	94	6	〉	〉	PROPN
dad-10731	94	7	,	,	PUNCT
dad-10731	94	8	.	.	PUNCT
dad-10731	94	9	.	.	PUNCT
dad-10731	94	10	.	.	PUNCT
dad-10731	95	1	,	,	PUNCT
dad-10731	95	2	〈	〈	PROPN
dad-10731	95	3	ũn	ũn	NOUN
dad-10731	95	4	,	,	PUNCT
dad-10731	95	5	fn	fn	PROPN
dad-10731	95	6	〉	〉	NOUN
dad-10731	95	7	]	]	PUNCT
dad-10731	95	8	given	give	VERB
dad-10731	95	9	user	user	NOUN
dad-10731	95	10	action	action	NOUN
dad-10731	95	11	u.	u.	VERB
dad-10731	95	12	here	here	ADV
dad-10731	95	13	,	,	PUNCT
dad-10731	95	14	we	we	PRON
dad-10731	95	15	assume	assume	VERB
dad-10731	95	16	that	that	SCONJ
dad-10731	95	17	the	the	DET
dad-10731	95	18	observation	observation	NOUN
dad-10731	95	19	model	model	NOUN
dad-10731	95	20	only	only	ADV
dad-10731	95	21	depends	depend	VERB
dad-10731	95	22	on	on	ADP
dad-10731	95	23	the	the	DET
dad-10731	95	24	type	type	NOUN
dad-10731	95	25	of	of	ADP
dad-10731	95	26	user	user	NOUN
dad-10731	95	27	action	action	NOUN
dad-10731	95	28	u	u	NOUN
dad-10731	95	29	and	and	CCONJ
dad-10731	95	30	its	its	PRON
dad-10731	95	31	associated	associated	ADJ
dad-10731	95	32	confidence	confidence	NOUN
dad-10731	95	33	score	score	NOUN
dad-10731	95	34	fi	fi	NOUN
dad-10731	95	35	to	to	PART
dad-10731	95	36	obtain	obtain	VERB
dad-10731	95	37	a	a	DET
dad-10731	95	38	simple	simple	ADJ
dad-10731	95	39	model	model	NOUN
dad-10731	95	40	.	.	PUNCT
dad-10731	96	1	then	then	ADV
dad-10731	96	2	,	,	PUNCT
dad-10731	96	3	we	we	PRON
dad-10731	96	4	obtain	obtain	VERB
dad-10731	96	5	pr(o|u	pr(o|u	NOUN
dad-10731	96	6	=	=	SYM
dad-10731	96	7	ũi	ũi	PROPN
dad-10731	96	8	)	)	PUNCT
dad-10731	96	9	=	=	SYM
dad-10731	96	10	k	k	X
dad-10731	96	11	·	·	PUNCT
dad-10731	96	12	(	(	PUNCT
dad-10731	96	13	exp(wtype(ũi))fi	exp(wtype(ũi))fi	NOUN
dad-10731	96	14	+	+	X
dad-10731	97	1	exp(btype(ũi	exp(btype(ũi	NUM
dad-10731	97	2	)	)	PUNCT
dad-10731	97	3	)	)	PUNCT
dad-10731	97	4	)	)	PUNCT
dad-10731	98	1	(	(	PUNCT
dad-10731	98	2	6	6	X
dad-10731	98	3	)	)	PUNCT
dad-10731	98	4	where	where	SCONJ
dad-10731	98	5	wtype(u	wtype(u	NOUN
dad-10731	98	6	)	)	PUNCT
dad-10731	98	7	is	be	AUX
dad-10731	98	8	the	the	DET
dad-10731	98	9	weight	weight	NOUN
dad-10731	98	10	associated	associate	VERB
dad-10731	98	11	with	with	ADP
dad-10731	98	12	specific	specific	ADJ
dad-10731	98	13	user	user	NOUN
dad-10731	98	14	action	action	NOUN
dad-10731	98	15	type	type	NOUN
dad-10731	98	16	of	of	ADP
dad-10731	98	17	u	u	NOUN
dad-10731	98	18	and	and	CCONJ
dad-10731	98	19	btype(u	btype(u	NOUN
dad-10731	98	20	)	)	PUNCT
dad-10731	98	21	is	be	AUX
dad-10731	98	22	bias	bias	NOUN
dad-10731	98	23	term	term	NOUN
dad-10731	98	24	for	for	ADP
dad-10731	98	25	the	the	DET
dad-10731	98	26	same	same	ADJ
dad-10731	98	27	user	user	NOUN
dad-10731	98	28	action	action	NOUN
dad-10731	98	29	type	type	NOUN
dad-10731	98	30	,	,	PUNCT
dad-10731	98	31	which	which	PRON
dad-10731	98	32	are	be	AUX
dad-10731	98	33	exponentiated	exponentiate	VERB
dad-10731	98	34	for	for	ADP
dad-10731	98	35	preserving	preserve	VERB
dad-10731	98	36	non	non	ADJ
dad-10731	98	37	-	-	NOUN
dad-10731	98	38	negativity	negativity	NOUN
dad-10731	98	39	.	.	PUNCT
dad-10731	99	1	k	k	PROPN
dad-10731	99	2	is	be	AUX
dad-10731	99	3	the	the	DET
dad-10731	99	4	normalizing	normalize	VERB
dad-10731	99	5	constant	constant	NOUN
dad-10731	99	6	,	,	PUNCT
dad-10731	99	7	which	which	PRON
dad-10731	99	8	can	can	AUX
dad-10731	99	9	be	be	AUX
dad-10731	99	10	ignored	ignore	VERB
dad-10731	99	11	since	since	SCONJ
dad-10731	99	12	it	it	PRON
dad-10731	99	13	is	be	AUX
dad-10731	99	14	subsumed	subsume	VERB
dad-10731	99	15	by	by	ADP
dad-10731	99	16	the	the	DET
dad-10731	99	17	constant	constant	PROPN
dad-10731	99	18	η	η	PROPN
dad-10731	99	19	in	in	ADP
dad-10731	99	20	the	the	DET
dad-10731	99	21	belief	belief	NOUN
dad-10731	99	22	update	update	NOUN
dad-10731	99	23	equation	equation	NOUN
dad-10731	99	24	(	(	PUNCT
dad-10731	99	25	5	5	NUM
dad-10731	99	26	)	)	PUNCT
dad-10731	99	27	.	.	PUNCT
dad-10731	100	1	the	the	DET
dad-10731	100	2	user	user	NOUN
dad-10731	100	3	action	action	NOUN
dad-10731	100	4	type	type	NOUN
dad-10731	100	5	here	here	ADV
dad-10731	100	6	is	be	AUX
dad-10731	100	7	domain	domain	NOUN
dad-10731	100	8	-	-	PUNCT
dad-10731	100	9	specific	specific	ADJ
dad-10731	100	10	attribute	attribute	NOUN
dad-10731	100	11	of	of	ADP
dad-10731	100	12	slu	slu	NOUN
dad-10731	100	13	hypothesis	hypothesis	NOUN
dad-10731	100	14	,	,	PUNCT
dad-10731	100	15	which	which	PRON
dad-10731	100	16	is	be	AUX
dad-10731	100	17	given	give	VERB
dad-10731	100	18	in	in	ADP
dad-10731	100	19	prior	prior	ADV
dad-10731	100	20	(	(	PUNCT
dad-10731	100	21	e.g.	e.g.	ADV
dad-10731	100	22	inform	inform	NOUN
dad-10731	100	23	,	,	PUNCT
dad-10731	100	24	affirm	affirm	NOUN
dad-10731	100	25	,	,	PUNCT
dad-10731	100	26	negate	negate	VERB
dad-10731	100	27	in	in	ADP
dad-10731	100	28	table	table	NOUN
dad-10731	100	29	1	1	NUM
dad-10731	100	30	)	)	PUNCT
dad-10731	100	31	.	.	PUNCT
dad-10731	101	1	refer	refer	VERB
dad-10731	101	2	to	to	ADP
dad-10731	101	3	dstc1	dstc1	NOUN
dad-10731	101	4	or	or	CCONJ
dad-10731	101	5	dstc2	dstc2	NOUN
dad-10731	101	6	handbook	handbook	NOUN
dad-10731	101	7	for	for	ADP
dad-10731	101	8	full	full	ADJ
dad-10731	101	9	description	description	NOUN
dad-10731	101	10	of	of	ADP
dad-10731	101	11	user	user	NOUN
dad-10731	101	12	and	and	CCONJ
dad-10731	101	13	system	system	NOUN
dad-10731	101	14	action	action	NOUN
dad-10731	101	15	types	type	NOUN
dad-10731	101	16	.	.	PUNCT
dad-10731	102	1	3.2	3.2	NUM
dad-10731	102	2	belief	belief	NOUN
dad-10731	102	3	refinement	refinement	NOUN
dad-10731	102	4	model	model	NOUN
dad-10731	102	5	the	the	DET
dad-10731	102	6	belief	belief	NOUN
dad-10731	102	7	refinement	refinement	NOUN
dad-10731	102	8	model	model	NOUN
dad-10731	102	9	pr(ψ′|ψ	pr(ψ′|ψ	PROPN
dad-10731	102	10	)	)	PUNCT
dad-10731	102	11	defines	define	VERB
dad-10731	102	12	the	the	DET
dad-10731	102	13	split	split	ADJ
dad-10731	102	14	ratio	ratio	NOUN
dad-10731	102	15	of	of	ADP
dad-10731	102	16	partitions	partition	NOUN
dad-10731	102	17	when	when	SCONJ
dad-10731	102	18	the	the	DET
dad-10731	102	19	partition	partition	NOUN
dad-10731	102	20	is	be	AUX
dad-10731	102	21	required	require	VERB
dad-10731	102	22	to	to	PART
dad-10731	102	23	split	split	VERB
dad-10731	102	24	due	due	ADP
dad-10731	102	25	to	to	ADP
dad-10731	102	26	the	the	DET
dad-10731	102	27	observations	observation	NOUN
dad-10731	102	28	.	.	PUNCT
dad-10731	103	1	according	accord	VERB
dad-10731	103	2	to	to	ADP
dad-10731	103	3	the	the	DET
dad-10731	103	4	definition	definition	NOUN
dad-10731	103	5	,	,	PUNCT
dad-10731	103	6	the	the	DET
dad-10731	103	7	full	full	ADJ
dad-10731	103	8	specification	specification	NOUN
dad-10731	103	9	of	of	ADP
dad-10731	103	10	the	the	DET
dad-10731	103	11	belief	belief	NOUN
dad-10731	103	12	refinement	refinement	NOUN
dad-10731	103	13	model	model	NOUN
dad-10731	103	14	corresponds	correspond	VERB
dad-10731	103	15	to	to	ADP
dad-10731	103	16	the	the	DET
dad-10731	103	17	prior	prior	ADJ
dad-10731	103	18	distribution	distribution	NOUN
dad-10731	103	19	of	of	ADP
dad-10731	103	20	partitions	partition	NOUN
dad-10731	103	21	,	,	PUNCT
dad-10731	103	22	which	which	PRON
dad-10731	103	23	is	be	AUX
dad-10731	103	24	summation	summation	NOUN
dad-10731	103	25	of	of	ADP
dad-10731	103	26	prior	prior	ADJ
dad-10731	103	27	probability	probability	NOUN
dad-10731	103	28	of	of	ADP
dad-10731	103	29	each	each	DET
dad-10731	103	30	individual	individual	ADJ
dad-10731	103	31	user	user	NOUN
dad-10731	103	32	goals	goal	NOUN
dad-10731	103	33	included	include	VERB
dad-10731	103	34	in	in	ADP
dad-10731	103	35	partitions	partition	NOUN
dad-10731	103	36	.	.	PUNCT
dad-10731	104	1	we	we	PRON
dad-10731	104	2	define	define	VERB
dad-10731	104	3	the	the	DET
dad-10731	104	4	prior	prior	NOUN
dad-10731	104	5	on	on	ADP
dad-10731	104	6	goals	goal	NOUN
dad-10731	104	7	pr(g	pr(g	ADV
dad-10731	104	8	)	)	PUNCT
dad-10731	104	9	as	as	ADP
dad-10731	104	10	a	a	DET
dad-10731	104	11	smoothed	smooth	VERB
dad-10731	104	12	empirical	empirical	ADJ
dad-10731	104	13	distribution	distribution	NOUN
dad-10731	104	14	pr(g	pr(g	PUNCT
dad-10731	104	15	)	)	PUNCT
dad-10731	104	16	=	=	SYM
dad-10731	104	17	ε	ε	PROPN
dad-10731	104	18	#	#	NOUN
dad-10731	104	19	turns	turn	VERB
dad-10731	104	20	having	have	VERB
dad-10731	104	21	goal	goal	NOUN
dad-10731	104	22	g	g	NOUN
dad-10731	104	23	#	#	NOUN
dad-10731	104	24	turns	turn	NOUN
dad-10731	104	25	+	+	X
dad-10731	104	26	(	(	PUNCT
dad-10731	104	27	1−	1−	NUM
dad-10731	104	28	ε	ε	NOUN
dad-10731	104	29	)	)	PUNCT
dad-10731	104	30	1	1	NUM
dad-10731	104	31	#	#	NUM
dad-10731	104	32	individual	individual	ADJ
dad-10731	104	33	goals	goal	NOUN
dad-10731	104	34	(	(	PUNCT
dad-10731	104	35	7	7	X
dad-10731	104	36	)	)	SYM
dad-10731	104	37	51	51	NUM
dad-10731	104	38	byung	byung	PROPN
dad-10731	104	39	-	-	PUNCT
dad-10731	104	40	jun	jun	PROPN
dad-10731	104	41	lee	lee	PROPN
dad-10731	104	42	and	and	CCONJ
dad-10731	104	43	kee	kee	PROPN
dad-10731	104	44	-	-	PUNCT
dad-10731	104	45	eung	eung	PROPN
dad-10731	104	46	kim	kim	PROPN
dad-10731	104	47	with	with	ADP
dad-10731	104	48	the	the	DET
dad-10731	104	49	prior	prior	ADJ
dad-10731	104	50	probability	probability	NOUN
dad-10731	104	51	of	of	ADP
dad-10731	104	52	each	each	DET
dad-10731	104	53	individual	individual	ADJ
dad-10731	104	54	user	user	NOUN
dad-10731	104	55	goals	goal	NOUN
dad-10731	104	56	,	,	PUNCT
dad-10731	104	57	we	we	PRON
dad-10731	104	58	can	can	AUX
dad-10731	104	59	compute	compute	VERB
dad-10731	104	60	belief	belief	NOUN
dad-10731	104	61	refinement	refinement	NOUN
dad-10731	104	62	model	model	NOUN
dad-10731	104	63	by	by	ADP
dad-10731	104	64	summing	sum	VERB
dad-10731	104	65	the	the	DET
dad-10731	104	66	prior	prior	ADJ
dad-10731	104	67	probabilities	probability	NOUN
dad-10731	104	68	of	of	ADP
dad-10731	104	69	user	user	NOUN
dad-10731	104	70	goals	goal	NOUN
dad-10731	104	71	to	to	PART
dad-10731	104	72	get	get	VERB
dad-10731	104	73	the	the	DET
dad-10731	104	74	ratio	ratio	NOUN
dad-10731	104	75	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	104	76	)	)	PUNCT
dad-10731	104	77	=	=	PUNCT
dad-10731	105	1	∑	∑	PUNCT
dad-10731	105	2	g′∈ψ′	g′∈ψ′	VERB
dad-10731	105	3	pr(g′)∑	pr(g′)∑	PROPN
dad-10731	105	4	g∈ψ	g∈ψ	NOUN
dad-10731	105	5	pr(g	pr(g	ADP
dad-10731	105	6	)	)	PUNCT
dad-10731	105	7	(	(	PUNCT
dad-10731	105	8	8)	8)	NUM
dad-10731	105	9	if	if	SCONJ
dad-10731	105	10	the	the	DET
dad-10731	105	11	ψ	ψ	NOUN
dad-10731	105	12	is	be	AUX
dad-10731	105	13	divided	divide	VERB
dad-10731	105	14	to	to	PART
dad-10731	105	15	ψ′	ψ′	PUNCT
dad-10731	105	16	and	and	CCONJ
dad-10731	105	17	other	other	ADJ
dad-10731	105	18	partitions	partition	NOUN
dad-10731	105	19	this	this	DET
dad-10731	105	20	turn	turn	NOUN
dad-10731	105	21	by	by	ADP
dad-10731	105	22	observation	observation	NOUN
dad-10731	105	23	,	,	PUNCT
dad-10731	105	24	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	105	25	)	)	PUNCT
dad-10731	105	26	=	=	SYM
dad-10731	105	27	0	0	PUNCT
dad-10731	106	1	otherwise	otherwise	ADV
dad-10731	106	2	.	.	PUNCT
dad-10731	107	1	3.3	3.3	NUM
dad-10731	107	2	user	user	NOUN
dad-10731	107	3	action	action	NOUN
dad-10731	107	4	model	model	NOUN
dad-10731	107	5	and	and	CCONJ
dad-10731	107	6	history	history	NOUN
dad-10731	107	7	model	model	NOUN
dad-10731	107	8	in	in	ADP
dad-10731	107	9	previous	previous	ADJ
dad-10731	107	10	approaches	approach	NOUN
dad-10731	107	11	(	(	PUNCT
dad-10731	107	12	young	young	ADJ
dad-10731	107	13	et	et	PROPN
dad-10731	107	14	al	al	PROPN
dad-10731	107	15	.	.	PROPN
dad-10731	107	16	,	,	PUNCT
dad-10731	107	17	2010	2010	NUM
dad-10731	107	18	;	;	PUNCT
dad-10731	107	19	lee	lee	PROPN
dad-10731	107	20	et	et	PROPN
dad-10731	107	21	al	al	PROPN
dad-10731	107	22	.	.	PROPN
dad-10731	107	23	,	,	PUNCT
dad-10731	107	24	2014	2014	NUM
dad-10731	107	25	)	)	PUNCT
dad-10731	107	26	,	,	PUNCT
dad-10731	107	27	the	the	DET
dad-10731	107	28	user	user	NOUN
dad-10731	107	29	action	action	NOUN
dad-10731	107	30	model	model	PROPN
dad-10731	107	31	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	107	32	,	,	PUNCT
dad-10731	107	33	h′	h′	PROPN
dad-10731	107	34	,	,	PUNCT
dad-10731	107	35	a′	a′	PROPN
dad-10731	107	36	)	)	PUNCT
dad-10731	107	37	only	only	ADV
dad-10731	107	38	utilized	utilize	VERB
dad-10731	107	39	the	the	DET
dad-10731	107	40	features	feature	NOUN
dad-10731	107	41	of	of	ADP
dad-10731	107	42	current	current	ADJ
dad-10731	107	43	turn	turn	NOUN
dad-10731	107	44	and	and	CCONJ
dad-10731	107	45	relied	rely	VERB
dad-10731	107	46	on	on	ADP
dad-10731	107	47	manually	manually	ADV
dad-10731	107	48	defined	define	VERB
dad-10731	107	49	bookkeeping	bookkeeping	NOUN
dad-10731	107	50	methods	method	NOUN
dad-10731	107	51	for	for	ADP
dad-10731	107	52	h′.	h′.	PROPN
dad-10731	107	53	this	this	PRON
dad-10731	107	54	is	be	AUX
dad-10731	107	55	potentially	potentially	ADV
dad-10731	107	56	disadvantageous	disadvantageous	ADJ
dad-10731	107	57	compared	compare	VERB
dad-10731	107	58	to	to	ADP
dad-10731	107	59	trackers	tracker	NOUN
dad-10731	107	60	that	that	PRON
dad-10731	107	61	are	be	AUX
dad-10731	107	62	able	able	ADJ
dad-10731	107	63	to	to	PART
dad-10731	107	64	learn	learn	VERB
dad-10731	107	65	which	which	DET
dad-10731	107	66	information	information	NOUN
dad-10731	107	67	to	to	PART
dad-10731	107	68	maintain	maintain	VERB
dad-10731	107	69	over	over	ADP
dad-10731	107	70	multiple	multiple	ADJ
dad-10731	107	71	dialog	dialog	NOUN
dad-10731	107	72	turns	turn	NOUN
dad-10731	107	73	(	(	PUNCT
dad-10731	107	74	metallinou	metallinou	NOUN
dad-10731	107	75	et	et	PROPN
dad-10731	107	76	al	al	PROPN
dad-10731	107	77	.	.	PROPN
dad-10731	107	78	,	,	PUNCT
dad-10731	107	79	2013	2013	NUM
dad-10731	107	80	;	;	PUNCT
dad-10731	107	81	lee	lee	PROPN
dad-10731	107	82	,	,	PUNCT
dad-10731	107	83	2013	2013	NUM
dad-10731	107	84	;	;	PUNCT
dad-10731	107	85	williams	williams	PROPN
dad-10731	107	86	,	,	PUNCT
dad-10731	107	87	2014	2014	NUM
dad-10731	107	88	;	;	PUNCT
dad-10731	107	89	henderson	henderson	PROPN
dad-10731	107	90	et	et	PROPN
dad-10731	107	91	al	al	PROPN
dad-10731	107	92	.	.	PROPN
dad-10731	107	93	,	,	PUNCT
dad-10731	107	94	2014b	2014b	NUM
dad-10731	107	95	)	)	PUNCT
dad-10731	107	96	.	.	PUNCT
dad-10731	108	1	this	this	DET
dad-10731	108	2	disadvantage	disadvantage	NOUN
dad-10731	108	3	becomes	become	VERB
dad-10731	108	4	apparent	apparent	ADJ
dad-10731	108	5	in	in	ADP
dad-10731	108	6	complex	complex	ADJ
dad-10731	108	7	domains	domain	NOUN
dad-10731	108	8	like	like	ADP
dad-10731	108	9	dstc2	dstc2	NOUN
dad-10731	108	10	,	,	PUNCT
dad-10731	108	11	where	where	SCONJ
dad-10731	108	12	the	the	DET
dad-10731	108	13	conversation	conversation	NOUN
dad-10731	108	14	topics	topic	NOUN
dad-10731	108	15	change	change	VERB
dad-10731	108	16	over	over	ADP
dad-10731	108	17	time	time	NOUN
dad-10731	108	18	.	.	PUNCT
dad-10731	109	1	in	in	ADP
dad-10731	109	2	dstc2	dstc2	NOUN
dad-10731	109	3	,	,	PUNCT
dad-10731	109	4	in	in	ADP
dad-10731	109	5	which	which	PRON
dad-10731	109	6	the	the	DET
dad-10731	109	7	domain	domain	NOUN
dad-10731	109	8	was	be	AUX
dad-10731	109	9	a	a	DET
dad-10731	109	10	restaurant	restaurant	NOUN
dad-10731	109	11	information	information	NOUN
dad-10731	109	12	system	system	NOUN
dad-10731	109	13	,	,	PUNCT
dad-10731	109	14	the	the	DET
dad-10731	109	15	user	user	NOUN
dad-10731	109	16	usually	usually	ADV
dad-10731	109	17	starts	start	VERB
dad-10731	109	18	with	with	ADP
dad-10731	109	19	providing	provide	VERB
dad-10731	109	20	search	search	NOUN
dad-10731	109	21	constraints	constraint	NOUN
dad-10731	109	22	and	and	CCONJ
dad-10731	109	23	then	then	ADV
dad-10731	109	24	proceeds	proceed	VERB
dad-10731	109	25	to	to	ADP
dad-10731	109	26	the	the	DET
dad-10731	109	27	stage	stage	NOUN
dad-10731	109	28	of	of	ADP
dad-10731	109	29	choosing	choose	VERB
dad-10731	109	30	the	the	DET
dad-10731	109	31	restaurant	restaurant	NOUN
dad-10731	109	32	to	to	PART
dad-10731	109	33	be	be	AUX
dad-10731	109	34	informed	inform	VERB
dad-10731	109	35	.	.	PUNCT
dad-10731	110	1	learning	learn	VERB
dad-10731	110	2	such	such	ADJ
dad-10731	110	3	phase	phase	NOUN
dad-10731	110	4	transition	transition	NOUN
dad-10731	110	5	in	in	ADP
dad-10731	110	6	dialogs	dialog	NOUN
dad-10731	110	7	where	where	SCONJ
dad-10731	110	8	the	the	DET
dad-10731	110	9	user	user	NOUN
dad-10731	110	10	acts	act	VERB
dad-10731	110	11	differently	differently	ADV
dad-10731	110	12	is	be	AUX
dad-10731	110	13	therefore	therefore	ADV
dad-10731	110	14	crucial	crucial	ADJ
dad-10731	110	15	for	for	ADP
dad-10731	110	16	designing	design	VERB
dad-10731	110	17	robust	robust	ADJ
dad-10731	110	18	user	user	NOUN
dad-10731	110	19	action	action	NOUN
dad-10731	110	20	model	model	NOUN
dad-10731	110	21	.	.	PUNCT
dad-10731	111	1	recurrent	recurrent	ADJ
dad-10731	111	2	neural	neural	ADJ
dad-10731	111	3	networks	network	NOUN
dad-10731	111	4	provide	provide	VERB
dad-10731	111	5	a	a	DET
dad-10731	111	6	natural	natural	ADJ
dad-10731	111	7	model	model	NOUN
dad-10731	111	8	for	for	ADP
dad-10731	111	9	handling	handle	VERB
dad-10731	111	10	such	such	ADJ
dad-10731	111	11	problems	problem	NOUN
dad-10731	111	12	,	,	PUNCT
dad-10731	111	13	as	as	SCONJ
dad-10731	111	14	they	they	PRON
dad-10731	111	15	are	be	AUX
dad-10731	111	16	able	able	ADJ
dad-10731	111	17	to	to	PART
dad-10731	111	18	model	model	VERB
dad-10731	111	19	any	any	DET
dad-10731	111	20	dynamic	dynamic	ADJ
dad-10731	111	21	sequences	sequence	NOUN
dad-10731	111	22	with	with	ADP
dad-10731	111	23	complex	complex	ADJ
dad-10731	111	24	behaviors	behavior	NOUN
dad-10731	111	25	by	by	ADP
dad-10731	111	26	learning	learn	VERB
dad-10731	111	27	to	to	PART
dad-10731	111	28	choose	choose	VERB
dad-10731	111	29	what	what	PRON
dad-10731	111	30	information	information	NOUN
dad-10731	111	31	to	to	PART
dad-10731	111	32	keep	keep	VERB
dad-10731	111	33	.	.	PUNCT
dad-10731	112	1	adopting	adopt	VERB
dad-10731	112	2	recurrent	recurrent	ADJ
dad-10731	112	3	neural	neural	ADJ
dad-10731	112	4	network	network	NOUN
dad-10731	112	5	in	in	ADP
dad-10731	112	6	dialog	dialog	NOUN
dad-10731	112	7	state	state	NOUN
dad-10731	112	8	tracking	tracking	NOUN
dad-10731	112	9	has	have	AUX
dad-10731	112	10	proven	prove	VERB
dad-10731	112	11	its	its	PRON
dad-10731	112	12	success	success	NOUN
dad-10731	112	13	in	in	ADP
dad-10731	112	14	henderson	henderson	PROPN
dad-10731	112	15	et	et	PROPN
dad-10731	112	16	al	al	PROPN
dad-10731	112	17	.	.	PROPN
dad-10731	113	1	(	(	PUNCT
dad-10731	113	2	2014b	2014b	NUM
dad-10731	113	3	)	)	PUNCT
dad-10731	113	4	,	,	PUNCT
dad-10731	113	5	while	while	SCONJ
dad-10731	113	6	our	our	PRON
dad-10731	113	7	approach	approach	NOUN
dad-10731	113	8	is	be	AUX
dad-10731	113	9	more	more	ADV
dad-10731	113	10	focused	focused	ADJ
dad-10731	113	11	on	on	ADP
dad-10731	113	12	learning	learn	VERB
dad-10731	113	13	the	the	DET
dad-10731	113	14	dependencies	dependency	NOUN
dad-10731	113	15	over	over	ADP
dad-10731	113	16	dialog	dialog	NOUN
dad-10731	113	17	turns	turn	NOUN
dad-10731	113	18	in	in	ADP
dad-10731	113	19	a	a	DET
dad-10731	113	20	generative	generative	ADJ
dad-10731	113	21	state	state	NOUN
dad-10731	113	22	tracker	tracker	NOUN
dad-10731	113	23	,	,	PUNCT
dad-10731	113	24	encoding	encode	VERB
dad-10731	113	25	them	they	PRON
dad-10731	113	26	as	as	ADP
dad-10731	113	27	the	the	DET
dad-10731	113	28	dialog	dialog	NOUN
dad-10731	113	29	history	history	NOUN
dad-10731	113	30	.	.	PUNCT
dad-10731	114	1	instead	instead	ADV
dad-10731	114	2	of	of	ADP
dad-10731	114	3	the	the	DET
dad-10731	114	4	conventional	conventional	ADJ
dad-10731	114	5	recurrent	recurrent	ADJ
dad-10731	114	6	neural	neural	ADJ
dad-10731	114	7	network	network	NOUN
dad-10731	114	8	,	,	PUNCT
dad-10731	114	9	we	we	PRON
dad-10731	114	10	adopt	adopt	VERB
dad-10731	114	11	one	one	NUM
dad-10731	114	12	of	of	ADP
dad-10731	114	13	the	the	DET
dad-10731	114	14	variants	variant	NOUN
dad-10731	114	15	,	,	PUNCT
dad-10731	114	16	namely	namely	ADV
dad-10731	114	17	long	long	ADJ
dad-10731	114	18	-	-	PUNCT
dad-10731	114	19	short	short	ADJ
dad-10731	114	20	term	term	NOUN
dad-10731	114	21	memory	memory	NOUN
dad-10731	114	22	(	(	PUNCT
dad-10731	114	23	lstm	lstm	PROPN
dad-10731	114	24	,	,	PUNCT
dad-10731	114	25	bengio	bengio	PROPN
dad-10731	114	26	et	et	PROPN
dad-10731	114	27	al	al	PROPN
dad-10731	114	28	.	.	PROPN
dad-10731	114	29	1994	1994	NUM
dad-10731	114	30	;	;	PUNCT
dad-10731	114	31	hochreiter	hochreiter	PROPN
dad-10731	114	32	and	and	CCONJ
dad-10731	114	33	schmidhuber	schmidhuber	NOUN
dad-10731	114	34	1997	1997	NUM
dad-10731	114	35	)	)	PUNCT
dad-10731	114	36	,	,	PUNCT
dad-10731	114	37	which	which	PRON
dad-10731	114	38	effectively	effectively	ADV
dad-10731	114	39	mitigates	mitigate	VERB
dad-10731	114	40	the	the	DET
dad-10731	114	41	vanishing	vanish	VERB
dad-10731	114	42	gradient	gradient	ADJ
dad-10731	114	43	problem	problem	NOUN
dad-10731	114	44	in	in	ADP
dad-10731	114	45	training	training	NOUN
dad-10731	114	46	recurrent	recurrent	ADJ
dad-10731	114	47	neural	neural	ADJ
dad-10731	114	48	networks	network	NOUN
dad-10731	114	49	.	.	PUNCT
dad-10731	115	1	3.3.1	3.3.1	NUM
dad-10731	115	2	lstm	lstm	ADJ
dad-10731	115	3	architecture	architecture	NOUN
dad-10731	115	4	used	use	VERB
dad-10731	115	5	for	for	ADP
dad-10731	115	6	user	user	NOUN
dad-10731	115	7	action	action	NOUN
dad-10731	115	8	model	model	VERB
dad-10731	115	9	the	the	DET
dad-10731	115	10	input	input	NOUN
dad-10731	115	11	to	to	ADP
dad-10731	115	12	lstm	lstm	NOUN
dad-10731	115	13	is	be	AUX
dad-10731	115	14	a	a	DET
dad-10731	115	15	feature	feature	NOUN
dad-10731	115	16	constructed	construct	VERB
dad-10731	115	17	from	from	ADP
dad-10731	115	18	u	u	PROPN
dad-10731	115	19	,	,	PUNCT
dad-10731	115	20	ψ	ψ	NOUN
dad-10731	115	21	and	and	CCONJ
dad-10731	115	22	a.	a.	NOUN
dad-10731	115	23	we	we	PRON
dad-10731	115	24	used	use	VERB
dad-10731	115	25	every	every	DET
dad-10731	115	26	combinations	combination	NOUN
dad-10731	115	27	of	of	ADP
dad-10731	115	28	[	[	X
dad-10731	115	29	user	user	NOUN
dad-10731	115	30	action	action	NOUN
dad-10731	115	31	type	type	NOUN
dad-10731	115	32	,	,	PUNCT
dad-10731	115	33	system	system	NOUN
dad-10731	115	34	action	action	NOUN
dad-10731	115	35	type	type	NOUN
dad-10731	115	36	,	,	PUNCT
dad-10731	115	37	partition	partition	NOUN
dad-10731	115	38	-	-	PUNCT
dad-10731	115	39	action	action	NOUN
dad-10731	115	40	consistency	consistency	NOUN
dad-10731	115	41	]	]	PUNCT
dad-10731	115	42	that	that	PRON
dad-10731	115	43	appears	appear	VERB
dad-10731	115	44	in	in	ADP
dad-10731	115	45	the	the	DET
dad-10731	115	46	training	training	NOUN
dad-10731	115	47	set	set	VERB
dad-10731	115	48	as	as	ADP
dad-10731	115	49	a	a	DET
dad-10731	115	50	feature	feature	NOUN
dad-10731	115	51	set	set	NOUN
dad-10731	115	52	,	,	PUNCT
dad-10731	115	53	which	which	PRON
dad-10731	115	54	results	result	VERB
dad-10731	115	55	in	in	ADP
dad-10731	115	56	maximum	maximum	ADJ
dad-10731	115	57	1	1	NUM
dad-10731	115	58	of	of	ADP
dad-10731	115	59	|u|	|u|	PROPN
dad-10731	115	60	·	·	PUNCT
dad-10731	115	61	|a|	|a|	PROPN
dad-10731	115	62	·	·	SYM
dad-10731	115	63	4	4	NUM
dad-10731	115	64	coding3	coding3	NOUN
dad-10731	115	65	.	.	PUNCT
dad-10731	116	1	in	in	ADP
dad-10731	116	2	the	the	DET
dad-10731	116	3	following	follow	VERB
dad-10731	116	4	equations	equation	NOUN
dad-10731	116	5	of	of	ADP
dad-10731	116	6	lstm	lstm	PROPN
dad-10731	116	7	,	,	PUNCT
dad-10731	116	8	•	•	ADV
dad-10731	116	9	φ(ut	φ(ut	PROPN
dad-10731	116	10	,	,	PUNCT
dad-10731	116	11	ψt	ψt	NOUN
dad-10731	116	12	,	,	PUNCT
dad-10731	116	13	at	at	ADP
dad-10731	116	14	)	)	PUNCT
dad-10731	116	15	is	be	AUX
dad-10731	116	16	1	1	NUM
dad-10731	116	17	of	of	ADP
dad-10731	116	18	|u|	|u|	PROPN
dad-10731	116	19	·	·	PUNCT
dad-10731	116	20	|a|	|a|	PROPN
dad-10731	116	21	·	·	SYM
dad-10731	116	22	4	4	NUM
dad-10731	116	23	coding	code	VERB
dad-10731	116	24	feature	feature	NOUN
dad-10731	116	25	vector	vector	NOUN
dad-10731	116	26	,	,	PUNCT
dad-10731	116	27	which	which	PRON
dad-10731	116	28	is	be	AUX
dad-10731	116	29	the	the	DET
dad-10731	116	30	input	input	NOUN
dad-10731	116	31	to	to	ADP
dad-10731	116	32	lstm	lstm	PROPN
dad-10731	116	33	.	.	PUNCT
dad-10731	117	1	•	•	NUM
dad-10731	117	2	ct−1	ct−1	PROPN
dad-10731	117	3	,	,	PUNCT
dad-10731	117	4	ct	ct	PROPN
dad-10731	117	5	are	be	AUX
dad-10731	117	6	the	the	DET
dad-10731	117	7	cell	cell	NOUN
dad-10731	117	8	values	value	NOUN
dad-10731	117	9	stored	store	VERB
dad-10731	117	10	in	in	ADP
dad-10731	117	11	lstm	lstm	PROPN
dad-10731	117	12	.	.	PUNCT
dad-10731	118	1	•	•	NUM
dad-10731	118	2	yt−1	yt−1	PROPN
dad-10731	118	3	,	,	PUNCT
dad-10731	118	4	yt	yt	PROPN
dad-10731	118	5	are	be	AUX
dad-10731	118	6	the	the	DET
dad-10731	118	7	outputs	output	NOUN
dad-10731	118	8	of	of	ADP
dad-10731	118	9	lstm	lstm	NOUN
dad-10731	118	10	,	,	PUNCT
dad-10731	118	11	and	and	CCONJ
dad-10731	118	12	also	also	ADV
dad-10731	118	13	stored	store	VERB
dad-10731	118	14	.	.	PUNCT
dad-10731	119	1	•	•	NUM
dad-10731	119	2	wp	wp	PROPN
dad-10731	119	3	,	,	PUNCT
dad-10731	119	4	wi	wi	PROPN
dad-10731	119	5	,	,	PUNCT
dad-10731	119	6	wf	wf	PROPN
dad-10731	119	7	,	,	PUNCT
dad-10731	119	8	wc	wc	PROPN
dad-10731	119	9	,	,	PUNCT
dad-10731	119	10	wo	will	AUX
dad-10731	119	11	,	,	PUNCT
dad-10731	119	12	ui	ui	PROPN
dad-10731	119	13	,	,	PUNCT
dad-10731	119	14	uf	uf	PROPN
dad-10731	119	15	,	,	PUNCT
dad-10731	119	16	uc	uc	PROPN
dad-10731	119	17	,	,	PUNCT
dad-10731	119	18	uo	uo	NOUN
dad-10731	119	19	,	,	PUNCT
dad-10731	119	20	vi	vi	PROPN
dad-10731	119	21	,	,	PUNCT
dad-10731	119	22	vf	vf	X
dad-10731	119	23	,	,	PUNCT
dad-10731	119	24	vo	vo	X
dad-10731	119	25	,	,	PUNCT
dad-10731	119	26	wd	wd	PROPN
dad-10731	119	27	,	,	PUNCT
dad-10731	119	28	wl	wl	X
dad-10731	119	29	are	be	AUX
dad-10731	119	30	weight	weight	NOUN
dad-10731	119	31	matrices	matrix	NOUN
dad-10731	119	32	(	(	PUNCT
dad-10731	119	33	or	or	CCONJ
dad-10731	119	34	vectors	vector	NOUN
dad-10731	119	35	)	)	PUNCT
dad-10731	119	36	to	to	PART
dad-10731	119	37	be	be	AUX
dad-10731	119	38	learned	learn	VERB
dad-10731	119	39	.	.	PUNCT
dad-10731	120	1	•	•	NUM
dad-10731	120	2	bi	bi	PROPN
dad-10731	120	3	,	,	PUNCT
dad-10731	120	4	bf	bf	INTJ
dad-10731	120	5	,	,	PUNCT
dad-10731	120	6	bc	bc	PROPN
dad-10731	120	7	,	,	PUNCT
dad-10731	120	8	bo	bo	PROPN
dad-10731	120	9	are	be	AUX
dad-10731	120	10	bias	bias	NOUN
dad-10731	120	11	vectors	vector	NOUN
dad-10731	120	12	.	.	PUNCT
dad-10731	121	1	3	3	X
dad-10731	121	2	.	.	X
dad-10731	121	3	since	since	SCONJ
dad-10731	121	4	we	we	PRON
dad-10731	121	5	only	only	ADV
dad-10731	121	6	considered	consider	VERB
dad-10731	121	7	the	the	DET
dad-10731	121	8	feature	feature	NOUN
dad-10731	121	9	combinations	combination	NOUN
dad-10731	121	10	that	that	PRON
dad-10731	121	11	appear	appear	VERB
dad-10731	121	12	in	in	ADP
dad-10731	121	13	the	the	DET
dad-10731	121	14	training	training	NOUN
dad-10731	121	15	set	set	NOUN
dad-10731	121	16	,	,	PUNCT
dad-10731	121	17	the	the	DET
dad-10731	121	18	vector	vector	NOUN
dad-10731	121	19	length	length	NOUN
dad-10731	121	20	is	be	AUX
dad-10731	121	21	much	much	ADV
dad-10731	121	22	less	less	ADJ
dad-10731	121	23	than	than	ADP
dad-10731	121	24	|u|	|u|	PROPN
dad-10731	121	25	·	·	PUNCT
dad-10731	121	26	|a|	|a|	PROPN
dad-10731	121	27	·	·	SYM
dad-10731	121	28	4	4	NUM
dad-10731	121	29	because	because	SCONJ
dad-10731	121	30	of	of	ADP
dad-10731	121	31	the	the	DET
dad-10731	121	32	nonexistent	nonexistent	ADJ
dad-10731	121	33	system	system	NOUN
dad-10731	121	34	action	action	NOUN
dad-10731	121	35	-	-	PUNCT
dad-10731	121	36	user	user	NOUN
dad-10731	121	37	action	action	NOUN
dad-10731	121	38	combination	combination	NOUN
dad-10731	121	39	.	.	PUNCT
dad-10731	122	1	also	also	ADV
dad-10731	122	2	,	,	PUNCT
dad-10731	122	3	due	due	ADP
dad-10731	122	4	to	to	ADP
dad-10731	122	5	the	the	DET
dad-10731	122	6	dual	dual	ADJ
dad-10731	122	7	or	or	CCONJ
dad-10731	122	8	more	more	ADJ
dad-10731	122	9	action	action	NOUN
dad-10731	122	10	types	type	NOUN
dad-10731	122	11	,	,	PUNCT
dad-10731	122	12	there	there	PRON
dad-10731	122	13	are	be	VERB
dad-10731	122	14	the	the	DET
dad-10731	122	15	cases	case	NOUN
dad-10731	122	16	where	where	SCONJ
dad-10731	122	17	it	it	PRON
dad-10731	122	18	is	be	AUX
dad-10731	122	19	not	not	PART
dad-10731	122	20	exactly	exactly	ADV
dad-10731	122	21	1	1	NUM
dad-10731	122	22	-	-	PUNCT
dad-10731	122	23	of	of	ADP
dad-10731	122	24	-	-	PUNCT
dad-10731	122	25	k	k	NOUN
dad-10731	122	26	coding	coding	NOUN
dad-10731	122	27	.	.	PUNCT
dad-10731	123	1	52	52	NUM
dad-10731	123	2	dialog	dialog	NOUN
dad-10731	123	3	history	history	NOUN
dad-10731	123	4	construction	construction	NOUN
dad-10731	123	5	for	for	ADP
dad-10731	123	6	robust	robust	ADJ
dad-10731	123	7	dialog	dialog	NOUN
dad-10731	123	8	state	state	NOUN
dad-10731	123	9	tracking	tracking	NOUN
dad-10731	123	10	figure	figure	NOUN
dad-10731	123	11	2	2	NUM
dad-10731	123	12	:	:	PUNCT
dad-10731	123	13	the	the	DET
dad-10731	123	14	long	long	ADV
dad-10731	123	15	-	-	PUNCT
dad-10731	123	16	short	short	ADJ
dad-10731	123	17	term	term	NOUN
dad-10731	123	18	memory	memory	NOUN
dad-10731	123	19	architecture	architecture	NOUN
dad-10731	123	20	used	use	VERB
dad-10731	123	21	to	to	PART
dad-10731	123	22	model	model	VERB
dad-10731	123	23	user	user	NOUN
dad-10731	123	24	action	action	NOUN
dad-10731	123	25	model	model	NOUN
dad-10731	123	26	.	.	PUNCT
dad-10731	124	1	from	from	ADP
dad-10731	124	2	the	the	DET
dad-10731	124	3	usual	usual	ADJ
dad-10731	124	4	lstm	lstm	NOUN
dad-10731	124	5	architecture	architecture	NOUN
dad-10731	124	6	,	,	PUNCT
dad-10731	124	7	a	a	DET
dad-10731	124	8	linearly	linearly	ADV
dad-10731	124	9	compressing	compress	VERB
dad-10731	124	10	input	input	NOUN
dad-10731	124	11	layer	layer	NOUN
dad-10731	124	12	and	and	CCONJ
dad-10731	124	13	direct	direct	ADJ
dad-10731	124	14	edge	edge	NOUN
dad-10731	124	15	from	from	ADP
dad-10731	124	16	input	input	NOUN
dad-10731	124	17	to	to	ADP
dad-10731	124	18	output	output	NOUN
dad-10731	124	19	is	be	AUX
dad-10731	124	20	added	add	VERB
dad-10731	124	21	.	.	PUNCT
dad-10731	125	1	the	the	DET
dad-10731	125	2	gray	gray	ADJ
dad-10731	125	3	colored	colored	ADJ
dad-10731	125	4	cell	cell	NOUN
dad-10731	125	5	vector	vector	NOUN
dad-10731	125	6	is	be	AUX
dad-10731	125	7	maintained	maintain	VERB
dad-10731	125	8	through	through	ADP
dad-10731	125	9	the	the	DET
dad-10731	125	10	time	time	NOUN
dad-10731	125	11	.	.	PUNCT
dad-10731	126	1	the	the	DET
dad-10731	126	2	input	input	NOUN
dad-10731	126	3	layer	layer	NOUN
dad-10731	126	4	is	be	AUX
dad-10731	126	5	passed	pass	VERB
dad-10731	126	6	through	through	ADP
dad-10731	126	7	the	the	DET
dad-10731	126	8	input	input	NOUN
dad-10731	126	9	gate	gate	NOUN
dad-10731	126	10	to	to	PART
dad-10731	126	11	compute	compute	VERB
dad-10731	126	12	a	a	DET
dad-10731	126	13	new	new	ADJ
dad-10731	126	14	cell	cell	NOUN
dad-10731	126	15	value	value	NOUN
dad-10731	126	16	.	.	PUNCT
dad-10731	127	1	the	the	DET
dad-10731	127	2	cell	cell	NOUN
dad-10731	127	3	value	value	NOUN
dad-10731	127	4	is	be	AUX
dad-10731	127	5	computed	compute	VERB
dad-10731	127	6	by	by	ADP
dad-10731	127	7	adding	add	VERB
dad-10731	127	8	input	input	NOUN
dad-10731	127	9	and	and	CCONJ
dad-10731	127	10	the	the	DET
dad-10731	127	11	previous	previous	ADJ
dad-10731	127	12	cell	cell	NOUN
dad-10731	127	13	if	if	SCONJ
dad-10731	127	14	not	not	PART
dad-10731	127	15	forgotten	forget	VERB
dad-10731	127	16	,	,	PUNCT
dad-10731	127	17	as	as	SCONJ
dad-10731	127	18	follows	follow	VERB
dad-10731	127	19	.	.	PUNCT
dad-10731	128	1	it	it	PRON
dad-10731	128	2	=	=	SYM
dad-10731	128	3	σ(wiφ(u	σ(wiφ(u	NOUN
dad-10731	128	4	,	,	PUNCT
dad-10731	128	5	ψt	ψt	VERB
dad-10731	128	6	,	,	PUNCT
dad-10731	128	7	at	at	ADP
dad-10731	128	8	)	)	PUNCT
dad-10731	128	9	+	+	PUNCT
dad-10731	128	10	uiyt−1	uiyt−1	PROPN
dad-10731	128	11	+	+	CCONJ
dad-10731	128	12	vict−1	vict−1	X
dad-10731	128	13	+	+	CCONJ
dad-10731	128	14	bi	bi	NOUN
dad-10731	128	15	)	)	PUNCT
dad-10731	128	16	(	(	PUNCT
dad-10731	128	17	9	9	X
dad-10731	128	18	)	)	PUNCT
dad-10731	128	19	c̃t	c̃t	NOUN
dad-10731	128	20	=	=	SYM
dad-10731	128	21	tanh(wcφ(u	tanh(wcφ(u	NOUN
dad-10731	128	22	,	,	PUNCT
dad-10731	128	23	ψt	ψt	VERB
dad-10731	128	24	,	,	PUNCT
dad-10731	128	25	at	at	ADP
dad-10731	128	26	)	)	PUNCT
dad-10731	129	1	+	+	CCONJ
dad-10731	129	2	ucyt−1	ucyt−1	PRON
dad-10731	129	3	+	+	X
dad-10731	129	4	bc	bc	PROPN
dad-10731	129	5	)	)	PUNCT
dad-10731	129	6	(	(	PUNCT
dad-10731	129	7	10	10	NUM
dad-10731	129	8	)	)	PUNCT
dad-10731	130	1	ft	ft	NOUN
dad-10731	130	2	=	=	SYM
dad-10731	130	3	σ(wfφ(u	σ(wfφ(u	PROPN
dad-10731	130	4	,	,	PUNCT
dad-10731	130	5	ψt	ψt	NOUN
dad-10731	130	6	,	,	PUNCT
dad-10731	130	7	at	at	ADP
dad-10731	130	8	)	)	PUNCT
dad-10731	131	1	+	+	CCONJ
dad-10731	131	2	ufyt−1	ufyt−1	PROPN
dad-10731	131	3	+	+	CCONJ
dad-10731	131	4	vfct−1	vfct−1	PROPN
dad-10731	131	5	+	+	NOUN
dad-10731	131	6	bf	bf	NOUN
dad-10731	131	7	)	)	PUNCT
dad-10731	132	1	(	(	PUNCT
dad-10731	132	2	11	11	NUM
dad-10731	132	3	)	)	PUNCT
dad-10731	132	4	ct	ct	NOUN
dad-10731	132	5	=	=	PUNCT
dad-10731	133	1	it	it	PRON
dad-10731	133	2	∗	∗	VERB
dad-10731	133	3	c̃t	c̃t	PRON
dad-10731	133	4	+	+	CCONJ
dad-10731	133	5	ft	ft	PROPN
dad-10731	133	6	∗	∗	X
dad-10731	133	7	ct−1	ct−1	PROPN
dad-10731	133	8	(	(	PUNCT
dad-10731	133	9	12	12	NUM
dad-10731	133	10	)	)	PUNCT
dad-10731	133	11	where	where	SCONJ
dad-10731	133	12	∗	∗	NOUN
dad-10731	133	13	denotes	denote	VERB
dad-10731	133	14	the	the	DET
dad-10731	133	15	elementary	elementary	ADJ
dad-10731	133	16	multiplication	multiplication	NOUN
dad-10731	133	17	between	between	ADP
dad-10731	133	18	vectors	vector	NOUN
dad-10731	133	19	.	.	PUNCT
dad-10731	134	1	output	output	NOUN
dad-10731	134	2	is	be	AUX
dad-10731	134	3	then	then	ADV
dad-10731	134	4	computed	compute	VERB
dad-10731	134	5	by	by	ADP
dad-10731	134	6	the	the	DET
dad-10731	134	7	output	output	NOUN
dad-10731	134	8	gate	gate	NOUN
dad-10731	134	9	:	:	PUNCT
dad-10731	134	10	ot	ot	NOUN
dad-10731	134	11	=	=	SYM
dad-10731	134	12	σ(woφ(u	σ(woφ(u	NOUN
dad-10731	134	13	,	,	PUNCT
dad-10731	134	14	ψt	ψt	NOUN
dad-10731	134	15	,	,	PUNCT
dad-10731	134	16	at	at	ADP
dad-10731	134	17	)	)	PUNCT
dad-10731	135	1	+	+	CCONJ
dad-10731	135	2	uoyt−1	uoyt−1	PROPN
dad-10731	135	3	+	+	CCONJ
dad-10731	135	4	voct	voct	PROPN
dad-10731	135	5	+	+	CCONJ
dad-10731	135	6	bo	bo	NOUN
dad-10731	135	7	)	)	PUNCT
dad-10731	135	8	(	(	PUNCT
dad-10731	135	9	13	13	NUM
dad-10731	135	10	)	)	PUNCT
dad-10731	135	11	yt	yt	NOUN
dad-10731	135	12	=	=	PUNCT
dad-10731	135	13	ot	ot	PROPN
dad-10731	135	14	∗	∗	NOUN
dad-10731	135	15	tanh(ct	tanh(ct	NOUN
dad-10731	135	16	)	)	PUNCT
dad-10731	135	17	(	(	PUNCT
dad-10731	135	18	14	14	NUM
dad-10731	135	19	)	)	PUNCT
dad-10731	135	20	we	we	PRON
dad-10731	135	21	finally	finally	ADV
dad-10731	135	22	get	get	VERB
dad-10731	135	23	the	the	DET
dad-10731	135	24	user	user	NOUN
dad-10731	135	25	action	action	NOUN
dad-10731	135	26	model	model	NOUN
dad-10731	135	27	value	value	PROPN
dad-10731	135	28	pr(ut|ψt	pr(ut|ψt	PROPN
dad-10731	135	29	,	,	PUNCT
dad-10731	135	30	ht	ht	PROPN
dad-10731	135	31	,	,	PUNCT
dad-10731	135	32	at	at	ADP
dad-10731	135	33	)	)	PUNCT
dad-10731	135	34	by	by	ADP
dad-10731	135	35	adding	add	VERB
dad-10731	135	36	the	the	DET
dad-10731	135	37	direct	direct	ADJ
dad-10731	135	38	edge	edge	NOUN
dad-10731	135	39	from	from	ADP
dad-10731	135	40	feature	feature	NOUN
dad-10731	135	41	function	function	NOUN
dad-10731	135	42	and	and	CCONJ
dad-10731	135	43	using	use	VERB
dad-10731	135	44	a	a	DET
dad-10731	135	45	softmax	softmax	NOUN
dad-10731	135	46	function	function	NOUN
dad-10731	135	47	,	,	PUNCT
dad-10731	135	48	pr(ut|ψt	pr(ut|ψt	PROPN
dad-10731	135	49	,	,	PUNCT
dad-10731	135	50	ht	ht	PROPN
dad-10731	135	51	,	,	PUNCT
dad-10731	135	52	at	at	ADP
dad-10731	135	53	)	)	PUNCT
dad-10731	135	54	=	=	SYM
dad-10731	135	55	exp(wtl	exp(wtl	PUNCT
dad-10731	135	56	yt(φ(ut	yt(φ(ut	PROPN
dad-10731	135	57	,	,	PUNCT
dad-10731	135	58	ψt	ψt	VERB
dad-10731	135	59	,	,	PUNCT
dad-10731	135	60	at	at	ADP
dad-10731	135	61	)	)	PUNCT
dad-10731	135	62	)	)	PUNCT
dad-10731	136	1	+	+	CCONJ
dad-10731	136	2	wtd	wtd	PROPN
dad-10731	136	3	φ(ut	φ(ut	PROPN
dad-10731	136	4	,	,	PUNCT
dad-10731	136	5	ψt	ψt	NOUN
dad-10731	136	6	,	,	PUNCT
dad-10731	136	7	at))∑	at))∑	PROPN
dad-10731	136	8	u	u	PROPN
dad-10731	136	9	exp(wtl	exp(wtl	NOUN
dad-10731	136	10	yt(φ(u	yt(φ(u	PROPN
dad-10731	136	11	,	,	PUNCT
dad-10731	136	12	ψt	ψt	VERB
dad-10731	136	13	,	,	PUNCT
dad-10731	136	14	at	at	ADP
dad-10731	136	15	)	)	PUNCT
dad-10731	136	16	)	)	PUNCT
dad-10731	137	1	+	+	CCONJ
dad-10731	137	2	wtd	wtd	NOUN
dad-10731	137	3	φ(u	φ(u	NOUN
dad-10731	137	4	,	,	PUNCT
dad-10731	137	5	ψt	ψt	NOUN
dad-10731	137	6	,	,	PUNCT
dad-10731	137	7	at	at	ADP
dad-10731	137	8	)	)	PUNCT
dad-10731	137	9	)	)	PUNCT
dad-10731	137	10	.	.	PUNCT
dad-10731	138	1	(	(	PUNCT
dad-10731	138	2	15	15	NUM
dad-10731	138	3	)	)	PUNCT
dad-10731	138	4	53	53	NUM
dad-10731	138	5	byung	byung	PROPN
dad-10731	138	6	-	-	PUNCT
dad-10731	138	7	jun	jun	PROPN
dad-10731	138	8	lee	lee	PROPN
dad-10731	138	9	and	and	CCONJ
dad-10731	138	10	kee	kee	PROPN
dad-10731	138	11	-	-	PUNCT
dad-10731	138	12	eung	eung	PROPN
dad-10731	138	13	kim	kim	PROPN
dad-10731	138	14	where	where	SCONJ
dad-10731	138	15	yt	yt	VERB
dad-10731	138	16	on	on	ADP
dad-10731	138	17	the	the	DET
dad-10731	138	18	right	right	ADJ
dad-10731	138	19	hand	hand	NOUN
dad-10731	138	20	side	side	NOUN
dad-10731	138	21	of	of	ADP
dad-10731	138	22	the	the	DET
dad-10731	138	23	equation	equation	NOUN
dad-10731	138	24	is	be	AUX
dad-10731	138	25	implicitly	implicitly	ADV
dad-10731	138	26	dependent	dependent	ADJ
dad-10731	138	27	on	on	ADP
dad-10731	138	28	ht	ht	PROPN
dad-10731	138	29	via	via	ADP
dad-10731	138	30	the	the	DET
dad-10731	138	31	information	information	NOUN
dad-10731	138	32	stored	store	VERB
dad-10731	138	33	in	in	ADP
dad-10731	138	34	lstm	lstm	NOUN
dad-10731	138	35	.	.	PUNCT
dad-10731	139	1	in	in	ADP
dad-10731	139	2	practice	practice	NOUN
dad-10731	139	3	,	,	PUNCT
dad-10731	139	4	however	however	ADV
dad-10731	139	5	,	,	PUNCT
dad-10731	139	6	we	we	PRON
dad-10731	139	7	can	can	AUX
dad-10731	139	8	not	not	PART
dad-10731	139	9	sum	sum	VERB
dad-10731	139	10	up	up	ADP
dad-10731	139	11	the	the	DET
dad-10731	139	12	lstm	lstm	ADJ
dad-10731	139	13	outputs	output	NOUN
dad-10731	139	14	for	for	ADP
dad-10731	139	15	every	every	DET
dad-10731	139	16	u.	u.	NOUN
dad-10731	139	17	instead	instead	ADV
dad-10731	139	18	,	,	PUNCT
dad-10731	139	19	we	we	PRON
dad-10731	139	20	only	only	ADV
dad-10731	139	21	evaluate	evaluate	VERB
dad-10731	139	22	the	the	DET
dad-10731	139	23	lstm	lstm	NOUN
dad-10731	139	24	for	for	ADP
dad-10731	139	25	ũis	ũis	NOUN
dad-10731	139	26	from	from	ADP
dad-10731	139	27	n	n	CCONJ
dad-10731	139	28	-best	-best	ADJ
dad-10731	139	29	list	list	NOUN
dad-10731	139	30	,	,	PUNCT
dad-10731	139	31	and	and	CCONJ
dad-10731	139	32	evaluate	evaluate	VERB
dad-10731	139	33	ũofflist	ũofflist	NOUN
dad-10731	139	34	for	for	ADP
dad-10731	139	35	the	the	DET
dad-10731	139	36	remaining	remain	VERB
dad-10731	139	37	actions	action	NOUN
dad-10731	139	38	.	.	PUNCT
dad-10731	140	1	3.3.2	3.3.2	NUM
dad-10731	140	2	history	history	NOUN
dad-10731	140	3	model	model	NOUN
dad-10731	140	4	and	and	CCONJ
dad-10731	140	5	m	m	NOUN
dad-10731	140	6	-best	-b	ADJ
dad-10731	140	7	lstms	lstms	ADJ
dad-10731	140	8	according	accord	VERB
dad-10731	140	9	to	to	ADP
dad-10731	140	10	the	the	DET
dad-10731	140	11	model	model	NOUN
dad-10731	140	12	above	above	ADV
dad-10731	140	13	,	,	PUNCT
dad-10731	140	14	what	what	PRON
dad-10731	140	15	we	we	PRON
dad-10731	140	16	are	be	AUX
dad-10731	140	17	maintaining	maintain	VERB
dad-10731	140	18	as	as	ADP
dad-10731	140	19	a	a	DET
dad-10731	140	20	history	history	NOUN
dad-10731	140	21	state	state	NOUN
dad-10731	140	22	ht	ht	PROPN
dad-10731	140	23	is	be	AUX
dad-10731	140	24	the	the	DET
dad-10731	140	25	cell	cell	NOUN
dad-10731	140	26	layer	layer	NOUN
dad-10731	140	27	and	and	CCONJ
dad-10731	140	28	the	the	DET
dad-10731	140	29	output	output	NOUN
dad-10731	140	30	layer	layer	NOUN
dad-10731	140	31	of	of	ADP
dad-10731	140	32	the	the	DET
dad-10731	140	33	last	last	ADJ
dad-10731	140	34	turn	turn	NOUN
dad-10731	140	35	’s	’s	PART
dad-10731	140	36	lstm	lstm	NOUN
dad-10731	140	37	,	,	PUNCT
dad-10731	140	38	in	in	ADP
dad-10731	140	39	which	which	PRON
dad-10731	140	40	the	the	DET
dad-10731	140	41	sequence	sequence	NOUN
dad-10731	140	42	[	[	X
dad-10731	140	43	u1	u1	NOUN
dad-10731	140	44	,	,	PUNCT
dad-10731	140	45	a1	a1	NOUN
dad-10731	140	46	,	,	PUNCT
dad-10731	140	47	ψ1	ψ1	NOUN
dad-10731	140	48	,	,	PUNCT
dad-10731	140	49	.	.	PUNCT
dad-10731	140	50	.	.	PUNCT
dad-10731	141	1	.	.	PUNCT
dad-10731	142	1	,	,	PUNCT
dad-10731	142	2	ut−1	ut−1	PROPN
dad-10731	142	3	,	,	PUNCT
dad-10731	142	4	at−1	at−1	PROPN
dad-10731	142	5	,	,	PUNCT
dad-10731	142	6	ψt−1	ψt−1	PROPN
dad-10731	142	7	]	]	PUNCT
dad-10731	142	8	is	be	AUX
dad-10731	142	9	implicitly	implicitly	ADV
dad-10731	142	10	embedded	embed	VERB
dad-10731	142	11	.	.	PUNCT
dad-10731	143	1	the	the	DET
dad-10731	143	2	history	history	NOUN
dad-10731	143	3	model	model	NOUN
dad-10731	143	4	pr(ht|ut−1	pr(ht|ut−1	PROPN
dad-10731	143	5	,	,	PUNCT
dad-10731	143	6	ψt−1	ψt−1	PROPN
dad-10731	143	7	,	,	PUNCT
dad-10731	143	8	ht−1	ht−1	PROPN
dad-10731	143	9	,	,	PUNCT
dad-10731	143	10	at−1	at−1	PROPN
dad-10731	143	11	)	)	PUNCT
dad-10731	143	12	is	be	AUX
dad-10731	143	13	therefore	therefore	ADV
dad-10731	143	14	deterministic	deterministic	ADJ
dad-10731	143	15	,	,	PUNCT
dad-10731	143	16	and	and	CCONJ
dad-10731	143	17	the	the	DET
dad-10731	143	18	bayesian	bayesian	NOUN
dad-10731	143	19	filtering	filter	VERB
dad-10731	143	20	equation	equation	NOUN
dad-10731	143	21	is	be	AUX
dad-10731	143	22	then	then	ADV
dad-10731	143	23	b′(ψ′	b′(ψ′	NUM
dad-10731	143	24	,	,	PUNCT
dad-10731	143	25	h′	h′	PROPN
dad-10731	143	26	)	)	PUNCT
dad-10731	144	1	=	=	SYM
dad-10731	144	2	η	η	PROPN
dad-10731	144	3	∑	∑	PROPN
dad-10731	144	4	u′	u′	PROPN
dad-10731	144	5	pr(o|u′	pr(o|u′	PROPN
dad-10731	144	6	)	)	PUNCT
dad-10731	144	7	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	144	8	,	,	PUNCT
dad-10731	144	9	h′	h′	PROPN
dad-10731	144	10	,	,	PUNCT
dad-10731	144	11	a′	a′	PROPN
dad-10731	144	12	)	)	PUNCT
dad-10731	144	13	∑	∑	NOUN
dad-10731	144	14	h	h	X
dad-10731	144	15	,	,	PUNCT
dad-10731	144	16	u	u	NOUN
dad-10731	144	17	pr(h′|u	pr(h′|u	PROPN
dad-10731	144	18	,	,	PUNCT
dad-10731	144	19	ψ	ψ	X
dad-10731	144	20	,	,	PUNCT
dad-10731	144	21	h	h	NOUN
dad-10731	144	22	,	,	PUNCT
dad-10731	144	23	a	a	PRON
dad-10731	144	24	)	)	PUNCT
dad-10731	144	25	pr(ψ′|ψ)b(u	pr(ψ′|ψ)b(u	NOUN
dad-10731	144	26	,	,	PUNCT
dad-10731	144	27	ψ	ψ	ADP
dad-10731	144	28	⊃	⊃	PROPN
dad-10731	144	29	ψ′	ψ′	PROPN
dad-10731	144	30	,	,	PUNCT
dad-10731	144	31	h	h	NOUN
dad-10731	144	32	)	)	PUNCT
dad-10731	144	33	=	=	SYM
dad-10731	144	34	η	η	PROPN
dad-10731	144	35	∑	∑	PROPN
dad-10731	144	36	u′	u′	PROPN
dad-10731	144	37	pr(o|u′	pr(o|u′	PROPN
dad-10731	144	38	)	)	PUNCT
dad-10731	144	39	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	144	40	,	,	PUNCT
dad-10731	144	41	h′	h′	PROPN
dad-10731	144	42	,	,	PUNCT
dad-10731	144	43	a′	a′	PROPN
dad-10731	144	44	)	)	PUNCT
dad-10731	144	45	∑	∑	PROPN
dad-10731	144	46	h	h	X
dad-10731	144	47	,	,	PUNCT
dad-10731	144	48	u	u	PROPN
dad-10731	144	49	i(h′	i(h′	NOUN
dad-10731	144	50	=	=	PUNCT
dad-10731	145	1	[	[	X
dad-10731	145	2	u	u	NOUN
dad-10731	145	3	,	,	PUNCT
dad-10731	145	4	ψ	ψ	PROPN
dad-10731	145	5	,	,	PUNCT
dad-10731	145	6	a	a	DET
dad-10731	145	7	,	,	PUNCT
dad-10731	145	8	h	h	NOUN
dad-10731	145	9	]	]	X
dad-10731	145	10	)	)	PUNCT
dad-10731	145	11	pr(ψ′|ψ)b(u	pr(ψ′|ψ)b(u	PROPN
dad-10731	145	12	,	,	PUNCT
dad-10731	145	13	ψ	ψ	ADP
dad-10731	145	14	⊃	⊃	PROPN
dad-10731	145	15	ψ′	ψ′	PROPN
dad-10731	145	16	,	,	PUNCT
dad-10731	145	17	h	h	NOUN
dad-10731	145	18	)	)	PUNCT
dad-10731	145	19	=	=	SYM
dad-10731	145	20	η	η	PROPN
dad-10731	145	21	∑	∑	PROPN
dad-10731	145	22	u′	u′	PROPN
dad-10731	145	23	pr(o|u′	pr(o|u′	PROPN
dad-10731	145	24	)	)	PUNCT
dad-10731	145	25	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	145	26	,	,	PUNCT
dad-10731	145	27	h′	h′	PROPN
dad-10731	145	28	,	,	PUNCT
dad-10731	145	29	a′	a′	PROPN
dad-10731	145	30	)	)	PUNCT
dad-10731	145	31	pr(ψ′|ψ)b(ψ	pr(ψ′|ψ)b(ψ	X
dad-10731	145	32	⊃	⊃	X
dad-10731	145	33	ψ′	ψ′	PROPN
dad-10731	145	34	,	,	PUNCT
dad-10731	145	35	h	h	PROPN
dad-10731	145	36	⊃	⊃	PROPN
dad-10731	145	37	h′	h′	PROPN
dad-10731	145	38	)	)	PUNCT
dad-10731	145	39	(	(	PUNCT
dad-10731	145	40	16	16	NUM
dad-10731	145	41	)	)	PUNCT
dad-10731	145	42	where	where	SCONJ
dad-10731	145	43	h	h	PROPN
dad-10731	145	44	⊃	⊃	PROPN
dad-10731	145	45	h′	h′	PROPN
dad-10731	145	46	denotes	denote	VERB
dad-10731	145	47	that	that	SCONJ
dad-10731	145	48	h	h	NOUN
dad-10731	145	49	is	be	AUX
dad-10731	145	50	a	a	DET
dad-10731	145	51	parent	parent	NOUN
dad-10731	145	52	history	history	NOUN
dad-10731	145	53	of	of	ADP
dad-10731	145	54	h′	h′	PROPN
dad-10731	145	55	(	(	PUNCT
dad-10731	145	56	i.e.	i.e.	X
dad-10731	145	57	h′	h′	X
dad-10731	145	58	=	=	SYM
dad-10731	145	59	{	{	PUNCT
dad-10731	145	60	h	h	NOUN
dad-10731	145	61	,	,	PUNCT
dad-10731	145	62	a	a	DET
dad-10731	145	63	,	,	PUNCT
dad-10731	145	64	u	u	NOUN
dad-10731	145	65	,	,	PUNCT
dad-10731	145	66	ψ	ψ	NOUN
dad-10731	145	67	}	}	PUNCT
dad-10731	145	68	)	)	PUNCT
dad-10731	145	69	.	.	PUNCT
dad-10731	146	1	this	this	PRON
dad-10731	146	2	implies	imply	VERB
dad-10731	146	3	that	that	SCONJ
dad-10731	146	4	we	we	PRON
dad-10731	146	5	should	should	AUX
dad-10731	146	6	maintain	maintain	VERB
dad-10731	146	7	|h||ψ|	|h||ψ|	ADJ
dad-10731	146	8	partitions	partition	NOUN
dad-10731	146	9	and	and	CCONJ
dad-10731	146	10	|h|	|h|	PROPN
dad-10731	146	11	lstms	lstms	NOUN
dad-10731	146	12	each	each	DET
dad-10731	146	13	turn	turn	VERB
dad-10731	146	14	to	to	ADP
dad-10731	146	15	exactly	exactly	ADV
dad-10731	146	16	compute	compute	VERB
dad-10731	146	17	posterior	posterior	ADJ
dad-10731	146	18	probability	probability	NOUN
dad-10731	146	19	over	over	ADP
dad-10731	146	20	user	user	NOUN
dad-10731	146	21	goals	goal	NOUN
dad-10731	146	22	.	.	PUNCT
dad-10731	147	1	however	however	ADV
dad-10731	147	2	,	,	PUNCT
dad-10731	147	3	it	it	PRON
dad-10731	147	4	is	be	AUX
dad-10731	147	5	impractical	impractical	ADJ
dad-10731	147	6	due	due	ADJ
dad-10731	147	7	to	to	ADP
dad-10731	147	8	the	the	DET
dad-10731	147	9	exponentially	exponentially	ADV
dad-10731	147	10	increasing	increase	VERB
dad-10731	147	11	size	size	NOUN
dad-10731	147	12	of	of	ADP
dad-10731	147	13	history	history	NOUN
dad-10731	147	14	.	.	PUNCT
dad-10731	148	1	to	to	PART
dad-10731	148	2	gain	gain	VERB
dad-10731	148	3	a	a	DET
dad-10731	148	4	better	well	ADJ
dad-10731	148	5	insight	insight	NOUN
dad-10731	148	6	,	,	PUNCT
dad-10731	148	7	the	the	DET
dad-10731	148	8	following	follow	VERB
dad-10731	148	9	equation	equation	NOUN
dad-10731	148	10	is	be	AUX
dad-10731	148	11	what	what	PRON
dad-10731	148	12	to	to	PART
dad-10731	148	13	be	be	AUX
dad-10731	148	14	evaluated	evaluate	VERB
dad-10731	148	15	for	for	ADP
dad-10731	148	16	the	the	DET
dad-10731	148	17	dialog	dialog	NOUN
dad-10731	148	18	state	state	NOUN
dad-10731	148	19	tracking	tracking	NOUN
dad-10731	148	20	problem	problem	NOUN
dad-10731	148	21	:	:	PUNCT
dad-10731	148	22	b′(ψ′	b′(ψ′	NUM
dad-10731	148	23	)	)	PUNCT
dad-10731	148	24	=	=	SYM
dad-10731	148	25	η	η	PROPN
dad-10731	148	26	∑	∑	PROPN
dad-10731	148	27	u′	u′	PROPN
dad-10731	148	28	pr(o|u′	pr(o|u′	PROPN
dad-10731	148	29	)	)	PUNCT
dad-10731	148	30	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	148	31	)	)	PUNCT
dad-10731	148	32	∑	∑	PUNCT
dad-10731	148	33	h′	h′	PROPN
dad-10731	148	34	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	148	35	,	,	PUNCT
dad-10731	148	36	h′	h′	PROPN
dad-10731	148	37	,	,	PUNCT
dad-10731	148	38	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	148	39	⊃	⊃	PROPN
dad-10731	148	40	ψ′	ψ′	PROPN
dad-10731	148	41	,	,	PUNCT
dad-10731	148	42	h	h	PROPN
dad-10731	148	43	⊃	⊃	PROPN
dad-10731	148	44	h′	h′	PROPN
dad-10731	148	45	)	)	PUNCT
dad-10731	148	46	(	(	PUNCT
dad-10731	148	47	17	17	NUM
dad-10731	148	48	)	)	PUNCT
dad-10731	148	49	it	it	PRON
dad-10731	148	50	can	can	AUX
dad-10731	148	51	be	be	AUX
dad-10731	148	52	seen	see	VERB
dad-10731	148	53	that	that	SCONJ
dad-10731	148	54	we	we	PRON
dad-10731	148	55	are	be	AUX
dad-10731	148	56	taking	take	VERB
dad-10731	148	57	the	the	DET
dad-10731	148	58	weighted	weighted	ADJ
dad-10731	148	59	average	average	NOUN
dad-10731	148	60	of	of	ADP
dad-10731	148	61	lstms	lstms	NOUN
dad-10731	148	62	over	over	ADP
dad-10731	148	63	the	the	DET
dad-10731	148	64	joint	joint	ADJ
dad-10731	148	65	belief	belief	NOUN
dad-10731	148	66	b(u	b(u	PROPN
dad-10731	148	67	∈	∈	PROPN
dad-10731	148	68	h′	h′	PROPN
dad-10731	148	69	,	,	PUNCT
dad-10731	148	70	ψ	ψ	X
dad-10731	148	71	⊃	⊃	PROPN
dad-10731	148	72	ψ′	ψ′	PROPN
dad-10731	148	73	,	,	PUNCT
dad-10731	148	74	h	h	PROPN
dad-10731	148	75	⊃	⊃	PROPN
dad-10731	148	76	h′	h′	PROPN
dad-10731	148	77	)	)	PUNCT
dad-10731	148	78	for	for	ADP
dad-10731	148	79	every	every	DET
dad-10731	148	80	h′.	h′.	PROPN
dad-10731	148	81	similar	similar	ADJ
dad-10731	148	82	to	to	ADP
dad-10731	148	83	the	the	DET
dad-10731	148	84	partition	partition	NOUN
dad-10731	148	85	recombination	recombination	NOUN
dad-10731	148	86	technique	technique	NOUN
dad-10731	148	87	(	(	PUNCT
dad-10731	148	88	williams	williams	PROPN
dad-10731	148	89	,	,	PUNCT
dad-10731	148	90	2010	2010	NUM
dad-10731	148	91	)	)	PUNCT
dad-10731	148	92	that	that	PRON
dad-10731	148	93	limits	limit	VERB
dad-10731	148	94	the	the	DET
dad-10731	148	95	number	number	NOUN
dad-10731	148	96	of	of	ADP
dad-10731	148	97	partition	partition	NOUN
dad-10731	148	98	to	to	ADP
dad-10731	148	99	certain	certain	ADJ
dad-10731	148	100	constant	constant	ADJ
dad-10731	148	101	,	,	PUNCT
dad-10731	148	102	we	we	PRON
dad-10731	148	103	can	can	AUX
dad-10731	148	104	approximate	approximate	VERB
dad-10731	148	105	it	it	PRON
dad-10731	148	106	by	by	ADP
dad-10731	148	107	limiting	limit	VERB
dad-10731	148	108	the	the	DET
dad-10731	148	109	number	number	NOUN
dad-10731	148	110	of	of	ADP
dad-10731	148	111	histories	history	NOUN
dad-10731	148	112	by	by	ADP
dad-10731	148	113	m	m	PROPN
dad-10731	148	114	(	(	PUNCT
dad-10731	148	115	equivalently	equivalently	ADV
dad-10731	148	116	,	,	PUNCT
dad-10731	148	117	m	m	NOUN
dad-10731	148	118	lstms	lstms	ADJ
dad-10731	148	119	)	)	PUNCT
dad-10731	148	120	.	.	PUNCT
dad-10731	149	1	since	since	SCONJ
dad-10731	149	2	the	the	DET
dad-10731	149	3	aggregation	aggregation	NOUN
dad-10731	149	4	of	of	ADP
dad-10731	149	5	histories	history	NOUN
dad-10731	149	6	are	be	AUX
dad-10731	149	7	not	not	PART
dad-10731	149	8	possible	possible	ADJ
dad-10731	149	9	,	,	PUNCT
dad-10731	149	10	other	other	ADJ
dad-10731	149	11	than	than	ADP
dad-10731	149	12	m	m	PROPN
dad-10731	149	13	histories	history	NOUN
dad-10731	149	14	with	with	ADP
dad-10731	149	15	the	the	DET
dad-10731	149	16	best	good	ADJ
dad-10731	149	17	belief	belief	NOUN
dad-10731	149	18	are	be	AUX
dad-10731	149	19	ignored	ignore	VERB
dad-10731	149	20	.	.	PUNCT
dad-10731	150	1	a	a	DET
dad-10731	150	2	belief	belief	NOUN
dad-10731	150	3	update	update	NOUN
dad-10731	150	4	with	with	ADP
dad-10731	150	5	m	m	PROPN
dad-10731	150	6	-lstms	-lstms	NOUN
dad-10731	150	7	is	be	AUX
dad-10731	150	8	performed	perform	VERB
dad-10731	150	9	,	,	PUNCT
dad-10731	150	10	as	as	SCONJ
dad-10731	150	11	specified	specify	VERB
dad-10731	150	12	in	in	ADP
dad-10731	150	13	the	the	DET
dad-10731	150	14	following	follow	VERB
dad-10731	150	15	algorithm	algorithm	NOUN
dad-10731	150	16	1	1	NUM
dad-10731	150	17	.	.	SYM
dad-10731	150	18	54	54	NUM
dad-10731	150	19	dialog	dialog	NOUN
dad-10731	150	20	history	history	NOUN
dad-10731	150	21	construction	construction	NOUN
dad-10731	150	22	for	for	ADP
dad-10731	150	23	robust	robust	ADJ
dad-10731	150	24	dialog	dialog	NOUN
dad-10731	150	25	state	state	NOUN
dad-10731	150	26	tracking	tracking	NOUN
dad-10731	150	27	data	datum	NOUN
dad-10731	150	28	:	:	PUNCT
dad-10731	150	29	system	system	NOUN
dad-10731	150	30	action	action	NOUN
dad-10731	150	31	a	a	PRON
dad-10731	150	32	,	,	PUNCT
dad-10731	150	33	observation	observation	NOUN
dad-10731	150	34	o	o	NOUN
dad-10731	151	1	=	=	X
dad-10731	151	2	{	{	PUNCT
dad-10731	151	3	(	(	PUNCT
dad-10731	151	4	ũ1	ũ1	PROPN
dad-10731	151	5	,	,	PUNCT
dad-10731	151	6	f1	f1	NOUN
dad-10731	151	7	)	)	PUNCT
dad-10731	151	8	,	,	PUNCT
dad-10731	151	9	...	...	PUNCT
dad-10731	151	10	,	,	PUNCT
dad-10731	151	11	(	(	PUNCT
dad-10731	151	12	ũn	ũn	NOUN
dad-10731	151	13	,	,	PUNCT
dad-10731	151	14	fn	fn	NOUN
dad-10731	151	15	)	)	PUNCT
dad-10731	151	16	}	}	PUNCT
dad-10731	151	17	,	,	PUNCT
dad-10731	151	18	partitions	partition	NOUN
dad-10731	151	19	ψ	ψ	NOUN
dad-10731	151	20	=	=	X
dad-10731	151	21	{	{	PUNCT
dad-10731	151	22	ψ1	ψ1	NOUN
dad-10731	151	23	,	,	PUNCT
dad-10731	151	24	...	...	PUNCT
dad-10731	151	25	ψp	ψp	ADP
dad-10731	151	26	}	}	PUNCT
dad-10731	151	27	,	,	PUNCT
dad-10731	151	28	lstms	lstms	ADJ
dad-10731	151	29	l	l	NOUN
dad-10731	151	30	=	=	SYM
dad-10731	151	31	{	{	PUNCT
dad-10731	151	32	l1	l1	PROPN
dad-10731	151	33	,	,	PUNCT
dad-10731	151	34	...	...	PUNCT
dad-10731	151	35	,	,	PUNCT
dad-10731	151	36	lm	lm	PROPN
dad-10731	151	37	}	}	PUNCT
dad-10731	151	38	,	,	PUNCT
dad-10731	151	39	histories	history	NOUN
dad-10731	151	40	h	h	NOUN
dad-10731	151	41	=	=	PRON
dad-10731	151	42	{	{	PUNCT
dad-10731	151	43	h1	h1	PROPN
dad-10731	151	44	,	,	PUNCT
dad-10731	151	45	...	...	PUNCT
dad-10731	151	46	,	,	PUNCT
dad-10731	151	47	hm	hm	INTJ
dad-10731	151	48	}	}	PUNCT
dad-10731	151	49	and	and	CCONJ
dad-10731	151	50	the	the	DET
dad-10731	151	51	belief	belief	NOUN
dad-10731	151	52	b(ψ	b(ψ	PROPN
dad-10731	151	53	,	,	PUNCT
dad-10731	151	54	h	h	NOUN
dad-10731	151	55	)	)	PUNCT
dad-10731	151	56	∀ψ	∀ψ	NOUN
dad-10731	151	57	,	,	PUNCT
dad-10731	151	58	h	h	NOUN
dad-10731	151	59	result	result	NOUN
dad-10731	151	60	:	:	PUNCT
dad-10731	151	61	partitions	partition	NOUN
dad-10731	151	62	ψ′	ψ′	PROPN
dad-10731	151	63	,	,	PUNCT
dad-10731	151	64	lstms	lstms	ADJ
dad-10731	151	65	l′	l′	NOUN
dad-10731	151	66	,	,	PUNCT
dad-10731	152	1	histories	history	NOUN
dad-10731	152	2	h	h	NOUN
dad-10731	153	1	′	′	NOUN
dad-10731	154	1	and	and	CCONJ
dad-10731	154	2	the	the	DET
dad-10731	154	3	belief	belief	NOUN
dad-10731	154	4	b′	b′	NOUN
dad-10731	154	5	ψ′	ψ′	PUNCT
dad-10731	154	6	=	=	SYM
dad-10731	154	7	{	{	PUNCT
dad-10731	154	8	}	}	PUNCT
dad-10731	154	9	;	;	PUNCT
dad-10731	154	10	h	h	NOUN
dad-10731	154	11	′	′	NOUN
dad-10731	155	1	=	=	PUNCT
dad-10731	155	2	{	{	PUNCT
dad-10731	155	3	}	}	PUNCT
dad-10731	155	4	for	for	ADP
dad-10731	155	5	ũi	ũi	PROPN
dad-10731	155	6	in	in	ADP
dad-10731	155	7	o	o	NOUN
dad-10731	155	8	do	do	NOUN
dad-10731	155	9	for	for	ADP
dad-10731	155	10	ψj	ψj	ADV
dad-10731	155	11	in	in	ADP
dad-10731	155	12	ψ	ψ	PART
dad-10731	155	13	do	do	AUX
dad-10731	155	14	if	if	SCONJ
dad-10731	155	15	ũi	ũi	PRON
dad-10731	155	16	need	need	VERB
dad-10731	155	17	to	to	PART
dad-10731	155	18	split	split	VERB
dad-10731	155	19	ψj	ψj	ADV
dad-10731	155	20	then	then	ADV
dad-10731	155	21	ψ′	ψ′	PUNCT
dad-10731	155	22	=	=	SYM
dad-10731	155	23	ψ′	ψ′	X
dad-10731	155	24	∪	∪	X
dad-10731	155	25	{	{	PUNCT
dad-10731	155	26	ψj	ψj	ADV
dad-10731	155	27	∧	∧	PROPN
dad-10731	155	28	ũi	ũi	ADJ
dad-10731	155	29	,	,	PUNCT
dad-10731	155	30	ψj	ψj	ADV
dad-10731	155	31	∧	∧	PROPN
dad-10731	155	32	¬ũi	¬ũi	NOUN
dad-10731	155	33	}	}	PUNCT
dad-10731	155	34	;	;	PUNCT
dad-10731	155	35	calculate	calculate	VERB
dad-10731	155	36	pr(ψj	pr(ψj	NOUN
dad-10731	155	37	∧	∧	PROPN
dad-10731	155	38	ũi|ψj	ũi|ψj	NOUN
dad-10731	155	39	)	)	PUNCT
dad-10731	155	40	by	by	ADP
dad-10731	155	41	equation	equation	NOUN
dad-10731	155	42	(	(	PUNCT
dad-10731	155	43	8)	8)	NUM
dad-10731	155	44	;	;	PUNCT
dad-10731	155	45	for	for	ADP
dad-10731	155	46	hk	hk	PROPN
dad-10731	155	47	in	in	ADP
dad-10731	155	48	h	h	PROPN
dad-10731	155	49	do	do	AUX
dad-10731	155	50	b(ψj	b(ψj	VERB
dad-10731	155	51	∧	∧	PROPN
dad-10731	155	52	ũi	ũi	PROPN
dad-10731	155	53	,	,	PUNCT
dad-10731	155	54	hk	hk	NOUN
dad-10731	155	55	)	)	PUNCT
dad-10731	155	56	=	=	PUNCT
dad-10731	156	1	pr(ψj	pr(ψj	NOUN
dad-10731	156	2	∧	∧	PROPN
dad-10731	156	3	ũi|ψj)b(ψj	ũi|ψj)b(ψj	PROPN
dad-10731	156	4	,	,	PUNCT
dad-10731	156	5	hk	hk	PROPN
dad-10731	156	6	)	)	PUNCT
dad-10731	156	7	;	;	PUNCT
dad-10731	157	1	b(ψj	b(ψj	NOUN
dad-10731	157	2	∧	∧	PROPN
dad-10731	157	3	¬ũi	¬ũi	PROPN
dad-10731	157	4	,	,	PUNCT
dad-10731	157	5	hk	hk	NOUN
dad-10731	157	6	)	)	PUNCT
dad-10731	157	7	=	=	NOUN
dad-10731	157	8	b(ψj	b(ψj	NOUN
dad-10731	157	9	,	,	PUNCT
dad-10731	157	10	hk)−	hk)−	PROPN
dad-10731	157	11	b(ψj	b(ψj	NOUN
dad-10731	157	12	∧	∧	PROPN
dad-10731	157	13	ũi	ũi	PROPN
dad-10731	157	14	,	,	PUNCT
dad-10731	157	15	hk	hk	NOUN
dad-10731	157	16	)	)	PUNCT
dad-10731	157	17	b(ψj	b(ψj	PROPN
dad-10731	157	18	,	,	PUNCT
dad-10731	157	19	hk	hk	PROPN
dad-10731	157	20	)	)	PUNCT
dad-10731	157	21	=	=	SYM
dad-10731	157	22	0	0	NUM
dad-10731	157	23	;	;	PUNCT
dad-10731	157	24	end	end	NOUN
dad-10731	157	25	end	end	NOUN
dad-10731	157	26	end	end	NOUN
dad-10731	157	27	end	end	NOUN
dad-10731	157	28	b′(ψ	b′(ψ	PROPN
dad-10731	157	29	,	,	PUNCT
dad-10731	157	30	h	h	NOUN
dad-10731	157	31	)	)	PUNCT
dad-10731	157	32	=	=	SYM
dad-10731	157	33	0	0	NUM
dad-10731	157	34	∀ψ	∀ψ	NOUN
dad-10731	157	35	,	,	PUNCT
dad-10731	157	36	h	h	NOUN
dad-10731	157	37	;	;	PUNCT
dad-10731	157	38	for	for	ADP
dad-10731	157	39	ψi	ψi	NOUN
dad-10731	157	40	in	in	ADP
dad-10731	157	41	ψ′	ψ′	PUNCT
dad-10731	157	42	do	do	VERB
dad-10731	157	43	for	for	ADP
dad-10731	157	44	ũj	ũj	PROPN
dad-10731	157	45	in	in	ADP
dad-10731	157	46	o	o	PROPN
dad-10731	157	47	do	do	AUX
dad-10731	157	48	calculate	calculate	VERB
dad-10731	157	49	pr(o|u	pr(o|u	PROPN
dad-10731	157	50	=	=	SYM
dad-10731	157	51	ũi	ũi	ADJ
dad-10731	157	52	)	)	PUNCT
dad-10731	157	53	by	by	ADP
dad-10731	157	54	equation	equation	NOUN
dad-10731	157	55	(	(	PUNCT
dad-10731	157	56	6	6	NUM
dad-10731	157	57	)	)	PUNCT
dad-10731	157	58	;	;	PUNCT
dad-10731	157	59	for	for	SCONJ
dad-10731	157	60	hk	hk	PROPN
dad-10731	157	61	in	in	ADP
dad-10731	157	62	h	h	NOUN
dad-10731	157	63	do	do	VERB
dad-10731	157	64	h′k	h′k	NOUN
dad-10731	157	65	=	=	PUNCT
dad-10731	158	1	[	[	X
dad-10731	158	2	ũj	ũj	ADJ
dad-10731	158	3	,	,	PUNCT
dad-10731	158	4	a	a	DET
dad-10731	158	5	,	,	PUNCT
dad-10731	158	6	ψi	ψi	NOUN
dad-10731	158	7	,	,	PUNCT
dad-10731	158	8	hk	hk	PROPN
dad-10731	158	9	]	]	X
dad-10731	158	10	;	;	PUNCT
dad-10731	158	11	h	h	NOUN
dad-10731	158	12	′	′	NOUN
dad-10731	159	1	=	=	PUNCT
dad-10731	159	2	h	h	NOUN
dad-10731	159	3	′	′	NUM
dad-10731	159	4	∪	∪	VERB
dad-10731	159	5	{	{	PUNCT
dad-10731	159	6	h′k	h′k	NOUN
dad-10731	159	7	}	}	PUNCT
dad-10731	159	8	;	;	PUNCT
dad-10731	159	9	calculate	calculate	VERB
dad-10731	159	10	pr(ũj	pr(ũj	PRON
dad-10731	159	11	|ψi	|ψi	NOUN
dad-10731	159	12	,	,	PUNCT
dad-10731	159	13	hk	hk	PROPN
dad-10731	159	14	,	,	PUNCT
dad-10731	159	15	a	a	PRON
dad-10731	159	16	)	)	PUNCT
dad-10731	159	17	by	by	ADP
dad-10731	159	18	equation	equation	NOUN
dad-10731	159	19	(	(	PUNCT
dad-10731	159	20	15	15	NUM
dad-10731	159	21	)	)	PUNCT
dad-10731	159	22	and	and	CCONJ
dad-10731	159	23	lstm	lstm	PROPN
dad-10731	159	24	lk	lk	PROPN
dad-10731	159	25	;	;	PUNCT
dad-10731	159	26	b′(ψi	b′(ψi	NOUN
dad-10731	159	27	,	,	PUNCT
dad-10731	159	28	h	h	NOUN
dad-10731	159	29	′	′	NUM
dad-10731	160	1	k	k	X
dad-10731	160	2	)	)	PUNCT
dad-10731	160	3	=	=	PUNCT
dad-10731	160	4	b′(ψi	b′(ψi	NOUN
dad-10731	160	5	,	,	PUNCT
dad-10731	160	6	h	h	NOUN
dad-10731	160	7	′	′	NUM
dad-10731	160	8	k	k	X
dad-10731	160	9	)	)	PUNCT
dad-10731	161	1	+	+	NUM
dad-10731	161	2	pr(o|u	pr(o|u	NOUN
dad-10731	161	3	=	=	SYM
dad-10731	161	4	ũi	ũi	NOUN
dad-10731	161	5	)	)	PUNCT
dad-10731	161	6	pr(ũj	pr(ũj	X
dad-10731	161	7	|ψi	|ψi	X
dad-10731	161	8	,	,	PUNCT
dad-10731	161	9	hk	hk	PROPN
dad-10731	161	10	,	,	PUNCT
dad-10731	161	11	a)b(ψi	a)b(ψi	NUM
dad-10731	161	12	,	,	PUNCT
dad-10731	161	13	hk	hk	PROPN
dad-10731	161	14	)	)	PUNCT
dad-10731	161	15	end	end	NOUN
dad-10731	161	16	end	end	NOUN
dad-10731	161	17	end	end	NOUN
dad-10731	161	18	if	if	SCONJ
dad-10731	161	19	|h	|h	PRON
dad-10731	161	20	′|	′|	NUM
dad-10731	161	21	>	>	X
dad-10731	161	22	m	m	VERB
dad-10731	161	23	then	then	ADV
dad-10731	161	24	order	order	NOUN
dad-10731	161	25	h	h	NOUN
dad-10731	161	26	′	′	NUM
dad-10731	161	27	by	by	ADP
dad-10731	161	28	decreasing	decrease	VERB
dad-10731	161	29	∑	∑	PROPN
dad-10731	161	30	ψ	ψ	NOUN
dad-10731	161	31	b	b	PROPN
dad-10731	161	32	′(ψ	′(ψ	ADJ
dad-10731	161	33	,	,	PUNCT
dad-10731	161	34	h	h	NOUN
dad-10731	161	35	)	)	PUNCT
dad-10731	161	36	;	;	PUNCT
dad-10731	161	37	for	for	ADP
dad-10731	161	38	hk	hk	PROPN
dad-10731	161	39	in	in	ADP
dad-10731	161	40	h	h	PROPN
dad-10731	161	41	′	′	NOUN
dad-10731	161	42	,	,	PUNCT
dad-10731	162	1	k	k	PROPN
dad-10731	162	2	>	>	X
dad-10731	162	3	m	m	VERB
dad-10731	162	4	do	do	VERB
dad-10731	162	5	h	h	NOUN
dad-10731	162	6	′	′	NUM
dad-10731	163	1	=	=	PUNCT
dad-10731	163	2	h	h	NOUN
dad-10731	164	1	′	′	NUM
dad-10731	164	2	−	−	PROPN
dad-10731	165	1	{	{	PUNCT
dad-10731	166	1	hk	hk	PROPN
dad-10731	166	2	}	}	PUNCT
dad-10731	166	3	;	;	PUNCT
dad-10731	166	4	b′(ψ	b′(ψ	NUM
dad-10731	166	5	,	,	PUNCT
dad-10731	166	6	hk	hk	PROPN
dad-10731	166	7	)	)	PUNCT
dad-10731	166	8	=	=	SYM
dad-10731	166	9	0	0	NUM
dad-10731	166	10	∀ψ	∀ψ	NOUN
dad-10731	166	11	end	end	NOUN
dad-10731	166	12	end	end	NOUN
dad-10731	166	13	l′	l′	PROPN
dad-10731	166	14	=	=	PUNCT
dad-10731	166	15	updated	update	VERB
dad-10731	166	16	l	l	NOUN
dad-10731	166	17	to	to	PART
dad-10731	166	18	contain	contain	VERB
dad-10731	166	19	embedded	embed	VERB
dad-10731	166	20	histories	history	NOUN
dad-10731	166	21	of	of	ADP
dad-10731	166	22	h	h	NOUN
dad-10731	166	23	′	′	NOUN
dad-10731	166	24	;	;	PUNCT
dad-10731	166	25	if	if	SCONJ
dad-10731	166	26	|ψ′|	|ψ′|	PROPN
dad-10731	166	27	>	>	X
dad-10731	166	28	p	p	X
dad-10731	166	29	then	then	ADV
dad-10731	166	30	run	run	VERB
dad-10731	166	31	partition	partition	NOUN
dad-10731	166	32	recombination	recombination	NOUN
dad-10731	166	33	according	accord	VERB
dad-10731	166	34	to	to	ADP
dad-10731	166	35	williams	williams	PROPN
dad-10731	166	36	(	(	PUNCT
dad-10731	166	37	2010	2010	NUM
dad-10731	166	38	)	)	PUNCT
dad-10731	166	39	end	end	VERB
dad-10731	166	40	b′(ψ	b′(ψ	PROPN
dad-10731	166	41	,	,	PUNCT
dad-10731	166	42	h	h	NOUN
dad-10731	166	43	)	)	PUNCT
dad-10731	167	1	=	=	SYM
dad-10731	168	1	b′(ψ	b′(ψ	NOUN
dad-10731	168	2	,	,	PUNCT
dad-10731	168	3	h)∑	h)∑	PROPN
dad-10731	168	4	ψ	ψ	NOUN
dad-10731	168	5	,	,	PUNCT
dad-10731	168	6	h	h	PROPN
dad-10731	168	7	b	b	NOUN
dad-10731	168	8	′(ψ	′(ψ	ADJ
dad-10731	168	9	,	,	PUNCT
dad-10731	168	10	h	h	NOUN
dad-10731	168	11	)	)	PUNCT
dad-10731	168	12	∀ψ	∀ψ	NOUN
dad-10731	168	13	,	,	PUNCT
dad-10731	168	14	h	h	NOUN
dad-10731	168	15	algorithm	algorithm	NOUN
dad-10731	168	16	1	1	NUM
dad-10731	168	17	:	:	PUNCT
dad-10731	168	18	updating	update	VERB
dad-10731	168	19	the	the	DET
dad-10731	168	20	belief	belief	NOUN
dad-10731	168	21	over	over	ADP
dad-10731	168	22	partitions	partition	NOUN
dad-10731	168	23	and	and	CCONJ
dad-10731	168	24	histories	history	NOUN
dad-10731	168	25	55	55	NUM
dad-10731	168	26	byung	byung	PROPN
dad-10731	168	27	-	-	PUNCT
dad-10731	168	28	jun	jun	PROPN
dad-10731	168	29	lee	lee	PROPN
dad-10731	168	30	and	and	CCONJ
dad-10731	168	31	kee	kee	PROPN
dad-10731	168	32	-	-	PUNCT
dad-10731	168	33	eung	eung	PROPN
dad-10731	168	34	kim	kim	PROPN
dad-10731	168	35	4	4	NUM
dad-10731	168	36	.	.	PUNCT
dad-10731	168	37	optimization	optimization	NOUN
dad-10731	168	38	in	in	ADP
dad-10731	168	39	this	this	DET
dad-10731	168	40	paper	paper	NOUN
dad-10731	168	41	,	,	PUNCT
dad-10731	168	42	we	we	PRON
dad-10731	168	43	use	use	VERB
dad-10731	168	44	l2	l2	NOUN
dad-10731	168	45	metric	metric	ADJ
dad-10731	168	46	as	as	ADP
dad-10731	168	47	the	the	DET
dad-10731	168	48	loss	loss	NOUN
dad-10731	168	49	function	function	NOUN
dad-10731	168	50	since	since	SCONJ
dad-10731	168	51	it	it	PRON
dad-10731	168	52	is	be	AUX
dad-10731	168	53	found	find	VERB
dad-10731	168	54	to	to	PART
dad-10731	168	55	be	be	AUX
dad-10731	168	56	most	most	ADV
dad-10731	168	57	influential	influential	ADJ
dad-10731	168	58	to	to	ADP
dad-10731	168	59	dialog	dialog	NOUN
dad-10731	168	60	system	system	NOUN
dad-10731	168	61	performance	performance	NOUN
dad-10731	168	62	(	(	PUNCT
dad-10731	168	63	lee	lee	PROPN
dad-10731	168	64	,	,	PUNCT
dad-10731	168	65	2014	2014	NUM
dad-10731	168	66	)	)	PUNCT
dad-10731	168	67	.	.	PUNCT
dad-10731	169	1	the	the	DET
dad-10731	169	2	model	model	NOUN
dad-10731	169	3	is	be	AUX
dad-10731	169	4	hence	hence	ADV
dad-10731	169	5	optimized	optimize	VERB
dad-10731	169	6	to	to	PART
dad-10731	169	7	minimize	minimize	VERB
dad-10731	169	8	the	the	DET
dad-10731	169	9	l2	l2	NOUN
dad-10731	169	10	loss	loss	NOUN
dad-10731	169	11	function	function	NOUN
dad-10731	169	12	l(w	l(w	NOUN
dad-10731	169	13	)	)	PUNCT
dad-10731	169	14	=	=	SYM
dad-10731	170	1	1	1	NUM
dad-10731	170	2	2	2	NUM
dad-10731	170	3	n∑	n∑	NOUN
dad-10731	170	4	i=1	i=1	PRON
dad-10731	170	5	t∑	t∑	X
dad-10731	170	6	t=1	t=1	PUNCT
dad-10731	170	7	∑	∑	PROPN
dad-10731	170	8	ψ∈ψi	ψ∈ψi	PROPN
dad-10731	170	9	,	,	PUNCT
dad-10731	170	10	t	t	PROPN
dad-10731	170	11	(	(	PUNCT
dad-10731	170	12	r(ψ)−	r(ψ)−	PROPN
dad-10731	170	13	b(ψ))2	b(ψ))2	PROPN
dad-10731	170	14	(	(	PUNCT
dad-10731	170	15	18	18	NUM
dad-10731	170	16	)	)	PUNCT
dad-10731	170	17	where	where	SCONJ
dad-10731	170	18	i	i	PRON
dad-10731	170	19	sums	sum	VERB
dad-10731	170	20	overn	overn	ADJ
dad-10731	170	21	training	training	NOUN
dad-10731	170	22	instances	instance	NOUN
dad-10731	170	23	,	,	PUNCT
dad-10731	170	24	t	t	PROPN
dad-10731	170	25	sums	sum	NOUN
dad-10731	170	26	over	over	ADP
dad-10731	170	27	t	t	PROPN
dad-10731	170	28	turns	turn	NOUN
dad-10731	170	29	of	of	ADP
dad-10731	170	30	each	each	DET
dad-10731	170	31	training	training	NOUN
dad-10731	170	32	instance	instance	NOUN
dad-10731	170	33	andψi	andψi	NOUN
dad-10731	170	34	,	,	PUNCT
dad-10731	170	35	t	t	PROPN
dad-10731	170	36	is	be	AUX
dad-10731	170	37	the	the	DET
dad-10731	170	38	group	group	NOUN
dad-10731	170	39	of	of	ADP
dad-10731	170	40	partitions	partition	NOUN
dad-10731	170	41	in	in	ADP
dad-10731	170	42	the	the	DET
dad-10731	170	43	instance	instance	NOUN
dad-10731	170	44	i	i	PRON
dad-10731	170	45	,	,	PUNCT
dad-10731	170	46	turn	turn	VERB
dad-10731	170	47	t.	t.	NOUN
dad-10731	170	48	r(ψ	r(ψ	NOUN
dad-10731	170	49	)	)	PUNCT
dad-10731	170	50	is	be	AUX
dad-10731	170	51	the	the	DET
dad-10731	170	52	binary	binary	ADJ
dad-10731	170	53	label	label	NOUN
dad-10731	170	54	with	with	ADP
dad-10731	170	55	value	value	NOUN
dad-10731	170	56	1	1	NUM
dad-10731	170	57	if	if	SCONJ
dad-10731	170	58	and	and	CCONJ
dad-10731	170	59	only	only	ADV
dad-10731	170	60	if	if	SCONJ
dad-10731	170	61	the	the	DET
dad-10731	170	62	partition	partition	NOUN
dad-10731	170	63	ψ	ψ	NOUN
dad-10731	170	64	contains	contain	VERB
dad-10731	170	65	the	the	DET
dad-10731	170	66	true	true	ADJ
dad-10731	170	67	user	user	NOUN
dad-10731	170	68	goal	goal	NOUN
dad-10731	170	69	.	.	PUNCT
dad-10731	171	1	in	in	ADP
dad-10731	171	2	the	the	DET
dad-10731	171	3	rest	rest	NOUN
dad-10731	171	4	of	of	ADP
dad-10731	171	5	the	the	DET
dad-10731	171	6	section	section	NOUN
dad-10731	171	7	,	,	PUNCT
dad-10731	171	8	gradient	gradient	ADJ
dad-10731	171	9	methods	method	NOUN
dad-10731	171	10	used	use	VERB
dad-10731	171	11	to	to	PART
dad-10731	171	12	optimize	optimize	VERB
dad-10731	171	13	with	with	ADP
dad-10731	171	14	respect	respect	NOUN
dad-10731	171	15	to	to	ADP
dad-10731	171	16	the	the	DET
dad-10731	171	17	loss	loss	NOUN
dad-10731	171	18	function	function	NOUN
dad-10731	171	19	are	be	AUX
dad-10731	171	20	described	describe	VERB
dad-10731	171	21	.	.	PUNCT
dad-10731	172	1	4.1	4.1	NUM
dad-10731	172	2	cascading	cascade	VERB
dad-10731	172	3	gradient	gradient	NOUN
dad-10731	172	4	taking	take	VERB
dad-10731	172	5	the	the	DET
dad-10731	172	6	insight	insight	NOUN
dad-10731	172	7	from	from	ADP
dad-10731	172	8	the	the	DET
dad-10731	172	9	bptt	bptt	PROPN
dad-10731	172	10	algorithm	algorithm	NOUN
dad-10731	172	11	(	(	PUNCT
dad-10731	172	12	mozer	mozer	NOUN
dad-10731	172	13	,	,	PUNCT
dad-10731	172	14	1989	1989	NUM
dad-10731	172	15	)	)	PUNCT
dad-10731	172	16	,	,	PUNCT
dad-10731	172	17	we	we	PRON
dad-10731	172	18	can	can	AUX
dad-10731	172	19	unfold	unfold	VERB
dad-10731	172	20	the	the	DET
dad-10731	172	21	update	update	NOUN
dad-10731	172	22	formula	formula	NOUN
dad-10731	172	23	through	through	ADP
dad-10731	172	24	time	time	NOUN
dad-10731	172	25	and	and	CCONJ
dad-10731	172	26	calculate	calculate	VERB
dad-10731	172	27	the	the	DET
dad-10731	172	28	gradient	gradient	NOUN
dad-10731	172	29	with	with	ADP
dad-10731	172	30	respect	respect	NOUN
dad-10731	172	31	to	to	ADP
dad-10731	172	32	weight	weight	NOUN
dad-10731	172	33	vectors	vector	NOUN
dad-10731	172	34	.	.	PUNCT
dad-10731	173	1	for	for	ADP
dad-10731	173	2	instance	instance	NOUN
dad-10731	173	3	,	,	PUNCT
dad-10731	173	4	considering	consider	VERB
dad-10731	173	5	a	a	DET
dad-10731	173	6	parameter	parameter	NOUN
dad-10731	173	7	w	w	NOUN
dad-10731	173	8	from	from	ADP
dad-10731	173	9	the	the	DET
dad-10731	173	10	observation	observation	NOUN
dad-10731	173	11	model	model	NOUN
dad-10731	173	12	,	,	PUNCT
dad-10731	173	13	∂l/∂w	∂l/∂w	PROPN
dad-10731	173	14	can	can	AUX
dad-10731	173	15	be	be	AUX
dad-10731	173	16	obtained	obtain	VERB
dad-10731	173	17	by	by	ADP
dad-10731	173	18	:	:	PUNCT
dad-10731	173	19	∂l	∂l	PROPN
dad-10731	173	20	∂w	∂w	PROPN
dad-10731	173	21	=	=	SYM
dad-10731	173	22	n∑	n∑	PROPN
dad-10731	173	23	i=1	i=1	X
dad-10731	173	24	t∑	t∑	X
dad-10731	173	25	t=1	t=1	PUNCT
dad-10731	173	26	∑	∑	PROPN
dad-10731	173	27	ψ∈ψi	ψ∈ψi	PROPN
dad-10731	173	28	,	,	PUNCT
dad-10731	173	29	t	t	PROPN
dad-10731	173	30	(	(	PUNCT
dad-10731	173	31	b(ψ)−	b(ψ)−	PROPN
dad-10731	173	32	r(ψ	r(ψ	PROPN
dad-10731	173	33	)	)	PUNCT
dad-10731	173	34	)	)	PUNCT
dad-10731	173	35	∂b(ψ	∂b(ψ	NOUN
dad-10731	173	36	)	)	PUNCT
dad-10731	174	1	∂w	∂w	PROPN
dad-10731	174	2	(	(	PUNCT
dad-10731	174	3	19	19	NUM
dad-10731	174	4	)	)	PUNCT
dad-10731	174	5	∂b′(ψ′	∂b′(ψ′	PROPN
dad-10731	174	6	)	)	PUNCT
dad-10731	175	1	∂w	∂w	PROPN
dad-10731	175	2	=	=	SYM
dad-10731	175	3	∂η	∂η	PROPN
dad-10731	175	4	∂w	∂w	PROPN
dad-10731	175	5	∑	∑	PUNCT
dad-10731	175	6	u′∈o	u′∈o	PROPN
dad-10731	175	7	pr(o|u′	pr(o|u′	PROPN
dad-10731	175	8	)	)	PUNCT
dad-10731	175	9	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	175	10	)	)	PUNCT
dad-10731	175	11	∑	∑	PUNCT
dad-10731	175	12	h′	h′	PROPN
dad-10731	175	13	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	175	14	,	,	PUNCT
dad-10731	175	15	h′	h′	PROPN
dad-10731	175	16	,	,	PUNCT
dad-10731	175	17	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	175	18	⊃	⊃	PROPN
dad-10731	175	19	ψ′	ψ′	PROPN
dad-10731	175	20	,	,	PUNCT
dad-10731	175	21	h	h	PROPN
dad-10731	175	22	⊃	⊃	PROPN
dad-10731	175	23	h′	h′	PROPN
dad-10731	175	24	)	)	PUNCT
dad-10731	176	1	+	+	CCONJ
dad-10731	176	2	η	η	PROPN
dad-10731	176	3	∑	∑	PROPN
dad-10731	176	4	u′∈o	u′∈o	PROPN
dad-10731	176	5	∂	∂	NUM
dad-10731	176	6	pr(o|u′	pr(o|u′	PROPN
dad-10731	176	7	)	)	PUNCT
dad-10731	176	8	∂w	∂w	PROPN
dad-10731	176	9	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	176	10	)	)	PUNCT
dad-10731	176	11	∑	∑	PROPN
dad-10731	176	12	h′	h′	PROPN
dad-10731	176	13	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	176	14	,	,	PUNCT
dad-10731	176	15	h′	h′	PROPN
dad-10731	176	16	,	,	PUNCT
dad-10731	176	17	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	176	18	⊃	⊃	PROPN
dad-10731	176	19	ψ′	ψ′	PROPN
dad-10731	176	20	,	,	PUNCT
dad-10731	176	21	h	h	PROPN
dad-10731	176	22	⊃	⊃	PROPN
dad-10731	176	23	h′	h′	PROPN
dad-10731	176	24	)	)	PUNCT
dad-10731	177	1	+	+	CCONJ
dad-10731	177	2	η	η	PROPN
dad-10731	177	3	∑	∑	PROPN
dad-10731	177	4	u′∈o	u′∈o	PROPN
dad-10731	177	5	pr(o|u′	pr(o|u′	PROPN
dad-10731	177	6	)	)	PUNCT
dad-10731	177	7	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	177	8	)	)	PUNCT
dad-10731	177	9	∑	∑	PUNCT
dad-10731	177	10	h′	h′	PROPN
dad-10731	177	11	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	177	12	,	,	PUNCT
dad-10731	177	13	h′	h′	PROPN
dad-10731	177	14	,	,	PUNCT
dad-10731	177	15	a′)∂b(ψ	a′)∂b(ψ	PROPN
dad-10731	177	16	⊃	⊃	X
dad-10731	177	17	ψ	ψ	NOUN
dad-10731	177	18	′	′	NUM
dad-10731	177	19	,	,	PUNCT
dad-10731	177	20	h	h	PROPN
dad-10731	177	21	⊃	⊃	PROPN
dad-10731	177	22	h′	h′	PROPN
dad-10731	177	23	)	)	PUNCT
dad-10731	178	1	∂w	∂w	PROPN
dad-10731	178	2	=	=	SYM
dad-10731	178	3	η	η	PROPN
dad-10731	178	4	∑	∑	PROPN
dad-10731	178	5	u′∈o	u′∈o	PROPN
dad-10731	178	6	∂	∂	NUM
dad-10731	178	7	pr(o|u′	pr(o|u′	PROPN
dad-10731	178	8	)	)	PUNCT
dad-10731	178	9	∂w	∂w	PROPN
dad-10731	178	10	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	178	11	)	)	PUNCT
dad-10731	178	12	∑	∑	PROPN
dad-10731	178	13	h′	h′	PROPN
dad-10731	178	14	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	178	15	,	,	PUNCT
dad-10731	178	16	h′	h′	PROPN
dad-10731	178	17	,	,	PUNCT
dad-10731	178	18	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	178	19	⊃	⊃	PROPN
dad-10731	178	20	ψ′	ψ′	PROPN
dad-10731	178	21	,	,	PUNCT
dad-10731	178	22	h	h	PROPN
dad-10731	178	23	⊃	⊃	PROPN
dad-10731	178	24	h′	h′	PROPN
dad-10731	178	25	)	)	PUNCT
dad-10731	179	1	−	−	PROPN
dad-10731	179	2	b(ψ′	b(ψ′	PROPN
dad-10731	179	3	)	)	PUNCT
dad-10731	179	4	∑	∑	PROPN
dad-10731	179	5	ψ̄∈ψi	ψ̄∈ψi	PROPN
dad-10731	179	6	,	,	PUNCT
dad-10731	179	7	t	t	PROPN
dad-10731	179	8	η	η	PROPN
dad-10731	179	9	∑	∑	PROPN
dad-10731	179	10	u′∈o	u′∈o	PROPN
dad-10731	179	11	∂	∂	NUM
dad-10731	179	12	pr(o|u′	pr(o|u′	PROPN
dad-10731	179	13	)	)	PUNCT
dad-10731	179	14	∂w	∂w	PROPN
dad-10731	179	15	pr(ψ′|ψ̄	pr(ψ′|ψ̄	NOUN
dad-10731	179	16	)	)	PUNCT
dad-10731	179	17	∑	∑	PROPN
dad-10731	179	18	h′	h′	PROPN
dad-10731	179	19	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	179	20	,	,	PUNCT
dad-10731	179	21	h′	h′	PROPN
dad-10731	179	22	,	,	PUNCT
dad-10731	179	23	a′)b(ψ̄	a′)b(ψ̄	X
dad-10731	179	24	⊃	⊃	PROPN
dad-10731	179	25	ψ′	ψ′	PROPN
dad-10731	179	26	,	,	PUNCT
dad-10731	179	27	h	h	PROPN
dad-10731	179	28	⊃	⊃	PROPN
dad-10731	179	29	h′	h′	PROPN
dad-10731	179	30	)	)	PUNCT
dad-10731	180	1	+	+	CCONJ
dad-10731	180	2	η	η	PROPN
dad-10731	180	3	∑	∑	PROPN
dad-10731	180	4	u′∈o	u′∈o	PROPN
dad-10731	180	5	pr(o|u′	pr(o|u′	PROPN
dad-10731	180	6	)	)	PUNCT
dad-10731	180	7	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	180	8	)	)	PUNCT
dad-10731	180	9	∑	∑	PUNCT
dad-10731	180	10	h′	h′	PROPN
dad-10731	180	11	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	180	12	,	,	PUNCT
dad-10731	180	13	h′	h′	PROPN
dad-10731	180	14	,	,	PUNCT
dad-10731	180	15	a′)∂b(ψ	a′)∂b(ψ	PROPN
dad-10731	180	16	⊃	⊃	X
dad-10731	180	17	ψ	ψ	NOUN
dad-10731	180	18	′	′	NUM
dad-10731	180	19	,	,	PUNCT
dad-10731	180	20	h	h	PROPN
dad-10731	180	21	⊃	⊃	PROPN
dad-10731	180	22	h′	h′	PROPN
dad-10731	180	23	)	)	PUNCT
dad-10731	181	1	∂w	∂w	PROPN
dad-10731	181	2	−	−	PROPN
dad-10731	181	3	b(ψ′	b(ψ′	PROPN
dad-10731	181	4	)	)	PUNCT
dad-10731	181	5	∑	∑	PROPN
dad-10731	182	1	ψ̄∈ψi	ψ̄∈ψi	PROPN
dad-10731	182	2	,	,	PUNCT
dad-10731	182	3	t	t	PROPN
dad-10731	182	4	η	η	PROPN
dad-10731	182	5	∑	∑	PROPN
dad-10731	182	6	u′∈o	u′∈o	PROPN
dad-10731	182	7	pr(o|u′	pr(o|u′	PROPN
dad-10731	182	8	)	)	PUNCT
dad-10731	182	9	pr(ψ′|ψ̄	pr(ψ′|ψ̄	NOUN
dad-10731	182	10	)	)	PUNCT
dad-10731	182	11	∑	∑	PROPN
dad-10731	182	12	h′	h′	PROPN
dad-10731	182	13	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	182	14	,	,	PUNCT
dad-10731	182	15	h′	h′	PROPN
dad-10731	182	16	,	,	PUNCT
dad-10731	182	17	a′)∂b(ψ̄	a′)∂b(ψ̄	PROPN
dad-10731	182	18	⊃	⊃	PROPN
dad-10731	182	19	ψ	ψ	PROPN
dad-10731	182	20	′	′	NUM
dad-10731	182	21	,	,	PUNCT
dad-10731	182	22	h	h	PROPN
dad-10731	182	23	⊃	⊃	PROPN
dad-10731	182	24	h′	h′	PROPN
dad-10731	182	25	)	)	PUNCT
dad-10731	183	1	∂w	∂w	PROPN
dad-10731	183	2	(	(	PUNCT
dad-10731	183	3	20	20	NUM
dad-10731	183	4	)	)	PUNCT
dad-10731	183	5	we	we	PRON
dad-10731	183	6	call	call	VERB
dad-10731	183	7	the	the	DET
dad-10731	183	8	above	above	ADJ
dad-10731	183	9	cascading	cascade	VERB
dad-10731	183	10	gradient	gradient	NOUN
dad-10731	183	11	since	since	SCONJ
dad-10731	183	12	∂b′(ψ)/∂w	∂b′(ψ)/∂w	PRON
dad-10731	183	13	requires	require	VERB
dad-10731	183	14	computation	computation	NOUN
dad-10731	183	15	of	of	ADP
dad-10731	183	16	the	the	DET
dad-10731	183	17	gradient	gradient	NOUN
dad-10731	183	18	in	in	ADP
dad-10731	183	19	the	the	DET
dad-10731	183	20	previous	previous	ADJ
dad-10731	183	21	dialog	dialog	NOUN
dad-10731	183	22	turn	turn	NOUN
dad-10731	183	23	∂b(ψ)/∂w	∂b(ψ)/∂w	PROPN
dad-10731	183	24	,	,	PUNCT
dad-10731	183	25	and	and	CCONJ
dad-10731	183	26	hence	hence	ADV
dad-10731	183	27	reflects	reflect	VERB
dad-10731	183	28	the	the	DET
dad-10731	183	29	temporal	temporal	ADJ
dad-10731	183	30	impact	impact	NOUN
dad-10731	183	31	of	of	ADP
dad-10731	183	32	the	the	DET
dad-10731	183	33	parameter	parameter	NOUN
dad-10731	183	34	change	change	NOUN
dad-10731	183	35	throughout	throughout	ADP
dad-10731	183	36	the	the	DET
dad-10731	183	37	dialog	dialog	NOUN
dad-10731	183	38	turns	turn	NOUN
dad-10731	183	39	.	.	PUNCT
dad-10731	184	1	once	once	SCONJ
dad-10731	184	2	we	we	PRON
dad-10731	184	3	obtain	obtain	VERB
dad-10731	184	4	the	the	DET
dad-10731	184	5	gradients	gradient	NOUN
dad-10731	184	6	,	,	PUNCT
dad-10731	184	7	we	we	PRON
dad-10731	184	8	can	can	AUX
dad-10731	184	9	simultaneously	simultaneously	ADV
dad-10731	184	10	update	update	VERB
dad-10731	184	11	all	all	DET
dad-10731	184	12	the	the	DET
dad-10731	184	13	parameters	parameter	NOUN
dad-10731	184	14	with	with	ADP
dad-10731	184	15	any	any	DET
dad-10731	184	16	algorithm	algorithm	NOUN
dad-10731	184	17	.	.	PUNCT
dad-10731	185	1	in	in	ADP
dad-10731	185	2	this	this	DET
dad-10731	185	3	paper	paper	NOUN
dad-10731	185	4	,	,	PUNCT
dad-10731	185	5	l	l	NOUN
dad-10731	185	6	-	-	ADJ
dad-10731	185	7	bfgs	bfgs	ADJ
dad-10731	185	8	was	be	AUX
dad-10731	185	9	used	use	VERB
dad-10731	185	10	.	.	PUNCT
dad-10731	186	1	56	56	NUM
dad-10731	186	2	dialog	dialog	NOUN
dad-10731	186	3	history	history	NOUN
dad-10731	186	4	construction	construction	NOUN
dad-10731	186	5	for	for	ADP
dad-10731	186	6	robust	robust	ADJ
dad-10731	186	7	dialog	dialog	NOUN
dad-10731	186	8	state	state	NOUN
dad-10731	186	9	tracking	track	VERB
dad-10731	186	10	4.2	4.2	NUM
dad-10731	186	11	initialization	initialization	NOUN
dad-10731	186	12	using	use	VERB
dad-10731	186	13	simple	simple	ADJ
dad-10731	186	14	gradient	gradient	NOUN
dad-10731	186	15	the	the	DET
dad-10731	186	16	l	l	NOUN
dad-10731	186	17	-	-	ADJ
dad-10731	186	18	bfgs	bfgs	ADJ
dad-10731	186	19	using	use	VERB
dad-10731	186	20	cascading	cascade	VERB
dad-10731	186	21	gradient	gradient	NOUN
dad-10731	186	22	,	,	PUNCT
dad-10731	186	23	however	however	ADV
dad-10731	186	24	,	,	PUNCT
dad-10731	186	25	seriously	seriously	ADV
dad-10731	186	26	suffers	suffer	VERB
dad-10731	186	27	from	from	ADP
dad-10731	186	28	the	the	DET
dad-10731	186	29	local	local	ADJ
dad-10731	186	30	convergence	convergence	NOUN
dad-10731	186	31	since	since	SCONJ
dad-10731	186	32	the	the	DET
dad-10731	186	33	cost	cost	NOUN
dad-10731	186	34	function	function	NOUN
dad-10731	186	35	is	be	AUX
dad-10731	186	36	very	very	ADV
dad-10731	186	37	complex	complex	ADJ
dad-10731	186	38	in	in	ADP
dad-10731	186	39	parameter	parameter	NOUN
dad-10731	186	40	space	space	NOUN
dad-10731	186	41	,	,	PUNCT
dad-10731	186	42	mostly	mostly	ADV
dad-10731	186	43	due	due	ADP
dad-10731	186	44	to	to	ADP
dad-10731	186	45	the	the	DET
dad-10731	186	46	repeated	repeat	VERB
dad-10731	186	47	appearance	appearance	NOUN
dad-10731	186	48	of	of	ADP
dad-10731	186	49	features	feature	NOUN
dad-10731	186	50	throughout	throughout	ADP
dad-10731	186	51	dialog	dialog	NOUN
dad-10731	186	52	turns	turn	NOUN
dad-10731	186	53	.	.	PUNCT
dad-10731	187	1	the	the	DET
dad-10731	187	2	randomized	randomized	ADJ
dad-10731	187	3	initialization	initialization	NOUN
dad-10731	187	4	had	have	VERB
dad-10731	187	5	a	a	DET
dad-10731	187	6	limited	limited	ADJ
dad-10731	187	7	effect	effect	NOUN
dad-10731	187	8	because	because	SCONJ
dad-10731	187	9	of	of	ADP
dad-10731	187	10	the	the	DET
dad-10731	187	11	large	large	ADJ
dad-10731	187	12	dimensionality	dimensionality	NOUN
dad-10731	187	13	of	of	ADP
dad-10731	187	14	parameter	parameter	NOUN
dad-10731	187	15	space	space	NOUN
dad-10731	187	16	.	.	PUNCT
dad-10731	188	1	if	if	SCONJ
dad-10731	188	2	we	we	PRON
dad-10731	188	3	ignore	ignore	VERB
dad-10731	188	4	the	the	DET
dad-10731	188	5	gradient	gradient	NOUN
dad-10731	188	6	from	from	ADP
dad-10731	188	7	previous	previous	ADJ
dad-10731	188	8	turn	turn	NOUN
dad-10731	188	9	and	and	CCONJ
dad-10731	188	10	treat	treat	VERB
dad-10731	188	11	each	each	DET
dad-10731	188	12	turn	turn	NOUN
dad-10731	188	13	as	as	ADP
dad-10731	188	14	individual	individual	ADJ
dad-10731	188	15	training	training	NOUN
dad-10731	188	16	instance	instance	NOUN
dad-10731	188	17	,	,	PUNCT
dad-10731	188	18	the	the	DET
dad-10731	188	19	gradient	gradient	NOUN
dad-10731	188	20	becomes	become	VERB
dad-10731	188	21	,	,	PUNCT
dad-10731	188	22	for	for	ADP
dad-10731	188	23	example	example	NOUN
dad-10731	188	24	of	of	ADP
dad-10731	188	25	a	a	DET
dad-10731	188	26	parameter	parameter	NOUN
dad-10731	188	27	w	w	NOUN
dad-10731	188	28	from	from	ADP
dad-10731	188	29	the	the	DET
dad-10731	188	30	observation	observation	NOUN
dad-10731	188	31	model	model	NOUN
dad-10731	188	32	,	,	PUNCT
dad-10731	188	33	∂b′(ψ′	∂b′(ψ′	PROPN
dad-10731	188	34	)	)	PUNCT
dad-10731	189	1	∂w	∂w	PROPN
dad-10731	189	2	=	=	SYM
dad-10731	189	3	∂η	∂η	PROPN
dad-10731	189	4	∂w	∂w	PROPN
dad-10731	189	5	∑	∑	PUNCT
dad-10731	189	6	u′∈o	u′∈o	PROPN
dad-10731	189	7	pr(o|u′	pr(o|u′	PROPN
dad-10731	189	8	)	)	PUNCT
dad-10731	189	9	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	189	10	)	)	PUNCT
dad-10731	189	11	∑	∑	PUNCT
dad-10731	189	12	h′	h′	PROPN
dad-10731	189	13	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	189	14	,	,	PUNCT
dad-10731	189	15	h′	h′	PROPN
dad-10731	189	16	,	,	PUNCT
dad-10731	189	17	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	189	18	⊃	⊃	PROPN
dad-10731	189	19	ψ′	ψ′	PROPN
dad-10731	189	20	,	,	PUNCT
dad-10731	189	21	h	h	PROPN
dad-10731	189	22	⊃	⊃	PROPN
dad-10731	189	23	h′	h′	PROPN
dad-10731	189	24	)	)	PUNCT
dad-10731	190	1	+	+	CCONJ
dad-10731	190	2	η	η	PROPN
dad-10731	190	3	∑	∑	PROPN
dad-10731	190	4	u′∈o	u′∈o	PROPN
dad-10731	190	5	∂	∂	NUM
dad-10731	190	6	pr(o|u′	pr(o|u′	PROPN
dad-10731	190	7	)	)	PUNCT
dad-10731	190	8	∂w	∂w	PROPN
dad-10731	190	9	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	190	10	)	)	PUNCT
dad-10731	190	11	∑	∑	PROPN
dad-10731	190	12	h′	h′	PROPN
dad-10731	190	13	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	190	14	,	,	PUNCT
dad-10731	190	15	h′	h′	PROPN
dad-10731	190	16	,	,	PUNCT
dad-10731	190	17	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	190	18	⊃	⊃	PROPN
dad-10731	190	19	ψ′	ψ′	PROPN
dad-10731	190	20	,	,	PUNCT
dad-10731	190	21	h	h	PROPN
dad-10731	190	22	⊃	⊃	PROPN
dad-10731	190	23	h′	h′	PROPN
dad-10731	190	24	)	)	PUNCT
dad-10731	190	25	=	=	PUNCT
dad-10731	190	26	η	η	PROPN
dad-10731	190	27	∑	∑	PROPN
dad-10731	190	28	u′∈o	u′∈o	PROPN
dad-10731	190	29	∂	∂	NUM
dad-10731	190	30	pr(o|u′	pr(o|u′	PROPN
dad-10731	190	31	)	)	PUNCT
dad-10731	190	32	∂w	∂w	PROPN
dad-10731	190	33	pr(ψ′|ψ	pr(ψ′|ψ	NOUN
dad-10731	190	34	)	)	PUNCT
dad-10731	190	35	∑	∑	PROPN
dad-10731	190	36	h′	h′	PROPN
dad-10731	190	37	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	190	38	,	,	PUNCT
dad-10731	190	39	h′	h′	PROPN
dad-10731	190	40	,	,	PUNCT
dad-10731	190	41	a′)b(ψ	a′)b(ψ	PROPN
dad-10731	190	42	⊃	⊃	PROPN
dad-10731	190	43	ψ′	ψ′	PROPN
dad-10731	190	44	,	,	PUNCT
dad-10731	190	45	h	h	PROPN
dad-10731	190	46	⊃	⊃	PROPN
dad-10731	190	47	h′	h′	PROPN
dad-10731	190	48	)	)	PUNCT
dad-10731	191	1	−	−	PROPN
dad-10731	191	2	b(ψ′	b(ψ′	PROPN
dad-10731	191	3	)	)	PUNCT
dad-10731	191	4	∑	∑	PROPN
dad-10731	191	5	ψ̄∈ψi	ψ̄∈ψi	PROPN
dad-10731	191	6	,	,	PUNCT
dad-10731	191	7	t	t	PROPN
dad-10731	191	8	η	η	PROPN
dad-10731	191	9	∑	∑	PROPN
dad-10731	191	10	u′∈o	u′∈o	PROPN
dad-10731	191	11	∂	∂	NUM
dad-10731	191	12	pr(o|u′	pr(o|u′	PROPN
dad-10731	191	13	)	)	PUNCT
dad-10731	191	14	∂w	∂w	PROPN
dad-10731	191	15	pr(ψ′|ψ̄	pr(ψ′|ψ̄	NOUN
dad-10731	191	16	)	)	PUNCT
dad-10731	191	17	∑	∑	PROPN
dad-10731	191	18	h′	h′	PROPN
dad-10731	191	19	pr(u′|ψ′	pr(u′|ψ′	PROPN
dad-10731	191	20	,	,	PUNCT
dad-10731	191	21	h′	h′	PROPN
dad-10731	191	22	,	,	PUNCT
dad-10731	191	23	a′)b(ψ̄	a′)b(ψ̄	X
dad-10731	191	24	⊃	⊃	PROPN
dad-10731	191	25	ψ′	ψ′	PROPN
dad-10731	191	26	,	,	PUNCT
dad-10731	191	27	h	h	PROPN
dad-10731	191	28	⊃	⊃	PROPN
dad-10731	191	29	h′	h′	PROPN
dad-10731	191	30	)	)	PUNCT
dad-10731	191	31	(	(	PUNCT
dad-10731	191	32	21	21	NUM
dad-10731	191	33	)	)	PUNCT
dad-10731	191	34	since	since	SCONJ
dad-10731	191	35	it	it	PRON
dad-10731	191	36	is	be	AUX
dad-10731	191	37	an	an	DET
dad-10731	191	38	approximation	approximation	NOUN
dad-10731	191	39	that	that	PRON
dad-10731	191	40	only	only	ADV
dad-10731	191	41	catches	catch	VERB
dad-10731	191	42	the	the	DET
dad-10731	191	43	direct	direct	ADJ
dad-10731	191	44	impact	impact	NOUN
dad-10731	191	45	of	of	ADP
dad-10731	191	46	the	the	DET
dad-10731	191	47	features	feature	NOUN
dad-10731	191	48	and	and	CCONJ
dad-10731	191	49	makes	make	VERB
dad-10731	191	50	loss	loss	NOUN
dad-10731	191	51	function	function	NOUN
dad-10731	191	52	much	much	ADV
dad-10731	191	53	simpler	simple	ADJ
dad-10731	191	54	,	,	PUNCT
dad-10731	191	55	it	it	PRON
dad-10731	191	56	takes	take	VERB
dad-10731	191	57	the	the	DET
dad-10731	191	58	parameters	parameter	NOUN
dad-10731	191	59	close	close	ADJ
dad-10731	191	60	to	to	ADP
dad-10731	191	61	the	the	DET
dad-10731	191	62	global	global	ADJ
dad-10731	191	63	optimum	optimum	NOUN
dad-10731	191	64	,	,	PUNCT
dad-10731	191	65	increasing	increase	VERB
dad-10731	191	66	the	the	DET
dad-10731	191	67	chance	chance	NOUN
dad-10731	191	68	of	of	ADP
dad-10731	191	69	l	l	NOUN
dad-10731	191	70	-	-	ADJ
dad-10731	191	71	bfgs	bfgs	ADJ
dad-10731	191	72	converging	converging	NOUN
dad-10731	191	73	to	to	ADP
dad-10731	191	74	the	the	DET
dad-10731	191	75	good	good	ADJ
dad-10731	191	76	local	local	ADJ
dad-10731	191	77	optimum	optimum	NOUN
dad-10731	191	78	.	.	PUNCT
dad-10731	192	1	our	our	PRON
dad-10731	192	2	optimization	optimization	NOUN
dad-10731	192	3	algorithm	algorithm	NOUN
dad-10731	192	4	is	be	AUX
dad-10731	192	5	hence	hence	ADV
dad-10731	192	6	composed	compose	VERB
dad-10731	192	7	of	of	ADP
dad-10731	192	8	two	two	NUM
dad-10731	192	9	steps	step	NOUN
dad-10731	192	10	,	,	PUNCT
dad-10731	192	11	first	first	ADJ
dad-10731	192	12	initializing	initializing	NOUN
dad-10731	192	13	with	with	ADP
dad-10731	192	14	the	the	DET
dad-10731	192	15	simple	simple	ADJ
dad-10731	192	16	gradient	gradient	NOUN
dad-10731	192	17	and	and	CCONJ
dad-10731	192	18	then	then	ADV
dad-10731	192	19	training	train	VERB
dad-10731	192	20	with	with	ADP
dad-10731	192	21	the	the	DET
dad-10731	192	22	cascading	cascade	VERB
dad-10731	192	23	gradient	gradient	NOUN
dad-10731	192	24	.	.	PUNCT
dad-10731	193	1	5	5	X
dad-10731	193	2	.	.	X
dad-10731	193	3	experiment	experiment	NOUN
dad-10731	193	4	and	and	CCONJ
dad-10731	193	5	analysis	analysis	NOUN
dad-10731	193	6	table	table	NOUN
dad-10731	193	7	2	2	NUM
dad-10731	193	8	:	:	PUNCT
dad-10731	193	9	description	description	NOUN
dad-10731	193	10	of	of	ADP
dad-10731	193	11	the	the	DET
dad-10731	193	12	dstc1	dstc1	PROPN
dad-10731	193	13	datasets	dataset	NOUN
dad-10731	193	14	used	use	VERB
dad-10731	193	15	for	for	ADP
dad-10731	193	16	the	the	DET
dad-10731	193	17	tracker	tracker	NOUN
dad-10731	193	18	(	(	PUNCT
dad-10731	193	19	bus	bus	NOUN
dad-10731	193	20	information	information	NOUN
dad-10731	193	21	system	system	NOUN
dad-10731	193	22	)	)	PUNCT
dad-10731	193	23	dataset	dataset	NOUN
dad-10731	193	24	calls	call	VERB
dad-10731	193	25	similarity	similarity	NOUN
dad-10731	193	26	slot	slot	NOUN
dad-10731	193	27	train1a	train1a	NOUN
dad-10731	193	28	1013	1013	NUM
dad-10731	193	29	similar	similar	ADJ
dad-10731	193	30	to	to	ADP
dad-10731	193	31	train2	train2	NOUN
dad-10731	193	32	9	9	NUM
dad-10731	193	33	train2	train2	NOUN
dad-10731	193	34	678	678	NUM
dad-10731	193	35	similar	similar	ADJ
dad-10731	193	36	to	to	ADP
dad-10731	193	37	train1a	train1a	NOUN
dad-10731	193	38	9	9	NUM
dad-10731	193	39	train3	train3	NOUN
dad-10731	193	40	779	779	NUM
dad-10731	193	41	distinct	distinct	ADJ
dad-10731	193	42	from	from	ADP
dad-10731	193	43	train1a	train1a	NOUN
dad-10731	193	44	and	and	CCONJ
dad-10731	193	45	2	2	NUM
dad-10731	193	46	5	5	NUM
dad-10731	193	47	test1	test1	NOUN
dad-10731	193	48	765	765	NUM
dad-10731	193	49	very	very	ADV
dad-10731	193	50	similar	similar	ADJ
dad-10731	193	51	to	to	ADP
dad-10731	193	52	train1a	train1a	NOUN
dad-10731	193	53	and	and	CCONJ
dad-10731	193	54	2	2	NUM
dad-10731	193	55	9	9	NUM
dad-10731	193	56	test2	test2	NOUN
dad-10731	193	57	983	983	NUM
dad-10731	193	58	similar	similar	ADJ
dad-10731	193	59	to	to	ADP
dad-10731	193	60	train1a	train1a	NOUN
dad-10731	193	61	and	and	CCONJ
dad-10731	193	62	2	2	NUM
dad-10731	193	63	5	5	NUM
dad-10731	193	64	test3	test3	NOUN
dad-10731	193	65	1037	1037	NUM
dad-10731	193	66	very	very	ADV
dad-10731	193	67	similar	similar	ADJ
dad-10731	193	68	to	to	ADP
dad-10731	193	69	train3	train3	NOUN
dad-10731	193	70	5	5	NUM
dad-10731	193	71	in	in	ADP
dad-10731	193	72	the	the	DET
dad-10731	193	73	experiments	experiment	NOUN
dad-10731	193	74	,	,	PUNCT
dad-10731	193	75	we	we	PRON
dad-10731	193	76	used	use	VERB
dad-10731	193	77	datasets	dataset	NOUN
dad-10731	193	78	from	from	ADP
dad-10731	193	79	both	both	CCONJ
dad-10731	193	80	dstc1	dstc1	NOUN
dad-10731	193	81	and	and	CCONJ
dad-10731	193	82	dstc2	dstc2	NOUN
dad-10731	193	83	.	.	PUNCT
dad-10731	194	1	three	three	NUM
dad-10731	194	2	labeled	label	VERB
dad-10731	194	3	training	training	NOUN
dad-10731	194	4	datasets	dataset	NOUN
dad-10731	194	5	(	(	PUNCT
dad-10731	194	6	train1a	train1a	PROPN
dad-10731	194	7	,	,	PUNCT
dad-10731	194	8	train2	train2	NOUN
dad-10731	194	9	,	,	PUNCT
dad-10731	194	10	train3	train3	PROPN
dad-10731	194	11	)	)	PUNCT
dad-10731	194	12	and	and	CCONJ
dad-10731	194	13	four	four	NUM
dad-10731	194	14	test	test	NOUN
dad-10731	194	15	datasets	dataset	NOUN
dad-10731	194	16	(	(	PUNCT
dad-10731	194	17	test1	test1	NOUN
dad-10731	194	18	,	,	PUNCT
dad-10731	194	19	test2	test2	PROPN
dad-10731	194	20	,	,	PUNCT
dad-10731	194	21	test3	test3	PROPN
dad-10731	194	22	,	,	PUNCT
dad-10731	194	23	test4	test4	PROPN
dad-10731	194	24	)	)	PUNCT
dad-10731	194	25	were	be	AUX
dad-10731	194	26	included	include	VERB
dad-10731	194	27	in	in	ADP
dad-10731	194	28	dstc1	dstc1	PROPN
dad-10731	194	29	whereas	whereas	SCONJ
dad-10731	194	30	two	two	NUM
dad-10731	194	31	labeled	label	VERB
dad-10731	194	32	training	training	NOUN
dad-10731	194	33	datasets	dataset	NOUN
dad-10731	194	34	(	(	PUNCT
dad-10731	194	35	dstc2	dstc2	NOUN
dad-10731	194	36	train	train	NOUN
dad-10731	194	37	,	,	PUNCT
dad-10731	194	38	dstc2	dstc2	PROPN
dad-10731	194	39	dev	dev	PROPN
dad-10731	194	40	)	)	PUNCT
dad-10731	194	41	and	and	CCONJ
dad-10731	194	42	one	one	NUM
dad-10731	194	43	test	test	NOUN
dad-10731	194	44	dataset	dataset	NOUN
dad-10731	194	45	(	(	PUNCT
dad-10731	194	46	dstc2	dstc2	NOUN
dad-10731	194	47	test	test	NOUN
dad-10731	194	48	)	)	PUNCT
dad-10731	194	49	were	be	AUX
dad-10731	194	50	included	include	VERB
dad-10731	194	51	in	in	ADP
dad-10731	194	52	dstc2	dstc2	NOUN
dad-10731	194	53	.	.	PUNCT
dad-10731	195	1	description	description	NOUN
dad-10731	195	2	of	of	ADP
dad-10731	195	3	the	the	DET
dad-10731	195	4	datasets	dataset	NOUN
dad-10731	195	5	is	be	AUX
dad-10731	195	6	provided	provide	VERB
dad-10731	195	7	in	in	ADP
dad-10731	195	8	table	table	NOUN
dad-10731	195	9	2	2	NUM
dad-10731	195	10	and	and	CCONJ
dad-10731	195	11	table	table	NOUN
dad-10731	195	12	3	3	NUM
dad-10731	195	13	.	.	PUNCT
dad-10731	195	14	test4	test4	NOUN
dad-10731	195	15	is	be	AUX
dad-10731	195	16	omitted	omit	VERB
dad-10731	195	17	in	in	ADP
dad-10731	195	18	this	this	DET
dad-10731	195	19	paper	paper	NOUN
dad-10731	195	20	since	since	SCONJ
dad-10731	195	21	the	the	DET
dad-10731	195	22	significant	significant	ADJ
dad-10731	195	23	number	number	NOUN
dad-10731	195	24	of	of	ADP
dad-10731	195	25	missing	missing	ADJ
dad-10731	195	26	or	or	CCONJ
dad-10731	195	27	incorrect	incorrect	ADJ
dad-10731	195	28	labels	label	NOUN
dad-10731	195	29	were	be	AUX
dad-10731	195	30	found	find	VERB
dad-10731	195	31	.	.	PUNCT
dad-10731	196	1	we	we	PRON
dad-10731	196	2	can	can	AUX
dad-10731	196	3	group	group	VERB
dad-10731	196	4	the	the	DET
dad-10731	196	5	datasets	dataset	NOUN
dad-10731	196	6	based	base	VERB
dad-10731	196	7	on	on	ADP
dad-10731	196	8	their	their	PRON
dad-10731	196	9	characteristics	characteristic	NOUN
dad-10731	196	10	.	.	PUNCT
dad-10731	197	1	datasets	dataset	NOUN
dad-10731	197	2	train1a	train1a	PROPN
dad-10731	197	3	,	,	PUNCT
dad-10731	197	4	train2	train2	PROPN
dad-10731	197	5	,	,	PUNCT
dad-10731	197	6	test1	test1	NOUN
dad-10731	197	7	,	,	PUNCT
dad-10731	197	8	and	and	CCONJ
dad-10731	197	9	test2	test2	NOUN
dad-10731	197	10	have	have	VERB
dad-10731	197	11	many	many	ADJ
dad-10731	197	12	turns	turn	NOUN
dad-10731	197	13	in	in	ADP
dad-10731	197	14	each	each	DET
dad-10731	197	15	call	call	NOUN
dad-10731	197	16	.	.	PUNCT
dad-10731	198	1	however	however	ADV
dad-10731	198	2	,	,	PUNCT
dad-10731	198	3	they	they	PRON
dad-10731	198	4	include	include	VERB
dad-10731	198	5	only	only	ADV
dad-10731	198	6	one	one	NUM
dad-10731	198	7	hypothesis	hypothesis	NOUN
dad-10731	198	8	in	in	ADP
dad-10731	198	9	each	each	DET
dad-10731	198	10	dialog	dialog	NOUN
dad-10731	198	11	turn	turn	VERB
dad-10731	198	12	57	57	NUM
dad-10731	198	13	byung	byung	PROPN
dad-10731	198	14	-	-	PUNCT
dad-10731	198	15	jun	jun	PROPN
dad-10731	198	16	lee	lee	PROPN
dad-10731	198	17	and	and	CCONJ
dad-10731	198	18	kee	kee	PROPN
dad-10731	198	19	-	-	PUNCT
dad-10731	198	20	eung	eung	PROPN
dad-10731	198	21	kim	kim	PROPN
dad-10731	198	22	table	table	NOUN
dad-10731	198	23	3	3	NUM
dad-10731	198	24	:	:	PUNCT
dad-10731	198	25	description	description	NOUN
dad-10731	198	26	of	of	ADP
dad-10731	198	27	the	the	DET
dad-10731	198	28	dstc2	dstc2	NOUN
dad-10731	198	29	datasets	dataset	NOUN
dad-10731	198	30	used	use	VERB
dad-10731	198	31	for	for	ADP
dad-10731	198	32	the	the	DET
dad-10731	198	33	tracker	tracker	NOUN
dad-10731	198	34	(	(	PUNCT
dad-10731	198	35	restaurant	restaurant	NOUN
dad-10731	198	36	information	information	NOUN
dad-10731	198	37	system	system	NOUN
dad-10731	198	38	)	)	PUNCT
dad-10731	198	39	dataset	dataset	NOUN
dad-10731	198	40	calls	call	VERB
dad-10731	198	41	similarity	similarity	NOUN
dad-10731	198	42	slot	slot	NOUN
dad-10731	198	43	dstc2	dstc2	NOUN
dad-10731	198	44	train	train	VERB
dad-10731	198	45	1612	1612	NUM
dad-10731	198	46	very	very	ADV
dad-10731	198	47	similar	similar	ADJ
dad-10731	198	48	to	to	ADP
dad-10731	198	49	dev	dev	VERB
dad-10731	198	50	4	4	NUM
dad-10731	198	51	dstc2	dstc2	NOUN
dad-10731	198	52	dev	dev	NOUN
dad-10731	198	53	506	506	NUM
dad-10731	198	54	very	very	ADV
dad-10731	198	55	similar	similar	ADJ
dad-10731	198	56	to	to	PART
dad-10731	198	57	train	train	VERB
dad-10731	198	58	4	4	NUM
dad-10731	198	59	dstc2	dstc2	NOUN
dad-10731	198	60	test	test	NOUN
dad-10731	198	61	1117	1117	NUM
dad-10731	198	62	similar	similar	ADJ
dad-10731	198	63	to	to	PART
dad-10731	198	64	train	train	VERB
dad-10731	198	65	and	and	CCONJ
dad-10731	198	66	test	test	VERB
dad-10731	198	67	4	4	NUM
dad-10731	198	68	(	(	PUNCT
dad-10731	198	69	1	1	NUM
dad-10731	198	70	-	-	PUNCT
dad-10731	198	71	best	good	ADJ
dad-10731	198	72	slu	slu	NOUN
dad-10731	198	73	output	output	NOUN
dad-10731	198	74	)	)	PUNCT
dad-10731	198	75	and	and	CCONJ
dad-10731	198	76	the	the	DET
dad-10731	198	77	user	user	NOUN
dad-10731	198	78	goal	goal	NOUN
dad-10731	198	79	rarely	rarely	ADV
dad-10731	198	80	changes	change	VERB
dad-10731	198	81	.	.	PUNCT
dad-10731	199	1	these	these	DET
dad-10731	199	2	datasets	dataset	NOUN
dad-10731	199	3	can	can	AUX
dad-10731	199	4	be	be	AUX
dad-10731	199	5	said	say	VERB
dad-10731	199	6	to	to	PART
dad-10731	199	7	be	be	AUX
dad-10731	199	8	relatively	relatively	ADV
dad-10731	199	9	easy	easy	ADJ
dad-10731	199	10	since	since	SCONJ
dad-10731	199	11	there	there	PRON
dad-10731	199	12	is	be	VERB
dad-10731	199	13	not	not	PART
dad-10731	199	14	much	much	ADJ
dad-10731	199	15	information	information	NOUN
dad-10731	199	16	to	to	PART
dad-10731	199	17	examine	examine	VERB
dad-10731	199	18	in	in	ADP
dad-10731	199	19	inferring	infer	VERB
dad-10731	199	20	the	the	DET
dad-10731	199	21	user	user	NOUN
dad-10731	199	22	goal	goal	NOUN
dad-10731	199	23	.	.	PUNCT
dad-10731	200	1	on	on	ADP
dad-10731	200	2	the	the	DET
dad-10731	200	3	other	other	ADJ
dad-10731	200	4	hand	hand	NOUN
dad-10731	200	5	,	,	PUNCT
dad-10731	200	6	datasets	dataset	NOUN
dad-10731	200	7	train3	train3	PROPN
dad-10731	200	8	,	,	PUNCT
dad-10731	200	9	test3	test3	PROPN
dad-10731	200	10	,	,	PUNCT
dad-10731	200	11	dstc2	dstc2	NOUN
dad-10731	200	12	test	test	NOUN
dad-10731	200	13	,	,	PUNCT
dad-10731	200	14	dstc2	dstc2	NOUN
dad-10731	200	15	dev	dev	PROPN
dad-10731	200	16	and	and	CCONJ
dad-10731	200	17	dstc2	dstc2	NOUN
dad-10731	200	18	test	test	NOUN
dad-10731	200	19	are	be	AUX
dad-10731	200	20	considered	consider	VERB
dad-10731	200	21	harder	hard	ADV
dad-10731	200	22	.	.	PUNCT
dad-10731	201	1	these	these	DET
dad-10731	201	2	datasets	dataset	NOUN
dad-10731	201	3	contain	contain	VERB
dad-10731	201	4	dialogs	dialog	NOUN
dad-10731	201	5	that	that	PRON
dad-10731	201	6	are	be	AUX
dad-10731	201	7	closer	close	ADJ
dad-10731	201	8	to	to	ADP
dad-10731	201	9	real	real	ADJ
dad-10731	201	10	world	world	NOUN
dad-10731	201	11	conversation	conversation	NOUN
dad-10731	201	12	with	with	ADP
dad-10731	201	13	latent	latent	NOUN
dad-10731	201	14	relations	relation	NOUN
dad-10731	201	15	among	among	ADP
dad-10731	201	16	system	system	NOUN
dad-10731	201	17	actions	action	NOUN
dad-10731	201	18	and	and	CCONJ
dad-10731	201	19	user	user	NOUN
dad-10731	201	20	actions	action	NOUN
dad-10731	201	21	and	and	CCONJ
dad-10731	201	22	dialog	dialog	NOUN
dad-10731	201	23	flows	flow	NOUN
dad-10731	201	24	.	.	PUNCT
dad-10731	202	1	dependencies	dependency	NOUN
dad-10731	202	2	that	that	PRON
dad-10731	202	3	span	span	VERB
dad-10731	202	4	over	over	ADP
dad-10731	202	5	multiple	multiple	ADJ
dad-10731	202	6	dialog	dialog	NOUN
dad-10731	202	7	turns	turn	NOUN
dad-10731	202	8	are	be	AUX
dad-10731	202	9	more	more	ADV
dad-10731	202	10	frequent	frequent	ADJ
dad-10731	202	11	and	and	CCONJ
dad-10731	202	12	they	they	PRON
dad-10731	202	13	even	even	ADV
dad-10731	202	14	change	change	VERB
dad-10731	202	15	over	over	ADP
dad-10731	202	16	turns	turn	NOUN
dad-10731	202	17	in	in	ADP
dad-10731	202	18	dstc2	dstc2	NOUN
dad-10731	202	19	datasets	dataset	NOUN
dad-10731	202	20	.	.	PUNCT
dad-10731	203	1	for	for	ADP
dad-10731	203	2	each	each	DET
dad-10731	203	3	target	target	NOUN
dad-10731	203	4	test	test	NOUN
dad-10731	203	5	dataset	dataset	NOUN
dad-10731	203	6	,	,	PUNCT
dad-10731	203	7	we	we	PRON
dad-10731	203	8	chose	choose	VERB
dad-10731	203	9	the	the	DET
dad-10731	203	10	training	training	NOUN
dad-10731	203	11	datasets	dataset	NOUN
dad-10731	203	12	that	that	PRON
dad-10731	203	13	are	be	AUX
dad-10731	203	14	known	know	VERB
dad-10731	203	15	to	to	PART
dad-10731	203	16	be	be	AUX
dad-10731	203	17	similar	similar	ADJ
dad-10731	203	18	.	.	PUNCT
dad-10731	204	1	specifically	specifically	ADV
dad-10731	204	2	,	,	PUNCT
dad-10731	204	3	train1a	train1a	NOUN
dad-10731	204	4	and	and	CCONJ
dad-10731	204	5	train2	train2	NOUN
dad-10731	204	6	are	be	AUX
dad-10731	204	7	used	use	VERB
dad-10731	204	8	to	to	PART
dad-10731	204	9	train	train	VERB
dad-10731	204	10	the	the	DET
dad-10731	204	11	tracker	tracker	NOUN
dad-10731	204	12	that	that	PRON
dad-10731	204	13	tests	test	VERB
dad-10731	204	14	test1	test1	PROPN
dad-10731	204	15	and	and	CCONJ
dad-10731	204	16	test2	test2	PROPN
dad-10731	204	17	,	,	PUNCT
dad-10731	204	18	whereas	whereas	SCONJ
dad-10731	204	19	train3	train3	PROPN
dad-10731	204	20	is	be	AUX
dad-10731	204	21	used	use	VERB
dad-10731	204	22	for	for	ADP
dad-10731	204	23	test3	test3	PROPN
dad-10731	204	24	and	and	CCONJ
dad-10731	204	25	dstc2	dstc2	NOUN
dad-10731	204	26	train	train	NOUN
dad-10731	204	27	,	,	PUNCT
dad-10731	204	28	dstc2	dstc2	PROPN
dad-10731	204	29	dev	dev	PROPN
dad-10731	204	30	are	be	AUX
dad-10731	204	31	used	use	VERB
dad-10731	204	32	for	for	ADP
dad-10731	204	33	dstc2	dstc2	NOUN
dad-10731	204	34	test	test	NOUN
dad-10731	204	35	.	.	PUNCT
dad-10731	205	1	we	we	PRON
dad-10731	205	2	only	only	ADV
dad-10731	205	3	used	use	VERB
dad-10731	205	4	the	the	DET
dad-10731	205	5	slu	slu	NOUN
dad-10731	205	6	data	datum	NOUN
dad-10731	205	7	for	for	ADP
dad-10731	205	8	observations	observation	NOUN
dad-10731	205	9	(	(	PUNCT
dad-10731	205	10	i.e.	i.e.	X
dad-10731	205	11	ignored	ignore	VERB
dad-10731	205	12	asr	asr	NOUN
dad-10731	205	13	information	information	NOUN
dad-10731	205	14	)	)	PUNCT
dad-10731	205	15	,	,	PUNCT
dad-10731	205	16	and	and	CCONJ
dad-10731	205	17	our	our	PRON
dad-10731	205	18	result	result	NOUN
dad-10731	205	19	is	be	AUX
dad-10731	205	20	therefore	therefore	ADV
dad-10731	205	21	compared	compare	VERB
dad-10731	205	22	with	with	ADP
dad-10731	205	23	teams	team	NOUN
dad-10731	205	24	that	that	PRON
dad-10731	205	25	only	only	ADV
dad-10731	205	26	used	use	VERB
dad-10731	205	27	slu	slu	NOUN
dad-10731	205	28	data	datum	NOUN
dad-10731	205	29	.	.	PUNCT
dad-10731	206	1	note	note	VERB
dad-10731	206	2	that	that	SCONJ
dad-10731	206	3	the	the	DET
dad-10731	206	4	evaluations	evaluation	NOUN
dad-10731	206	5	of	of	ADP
dad-10731	206	6	our	our	PRON
dad-10731	206	7	algorithm	algorithm	NOUN
dad-10731	206	8	are	be	AUX
dad-10731	206	9	taken	take	VERB
dad-10731	206	10	after	after	ADP
dad-10731	206	11	the	the	DET
dad-10731	206	12	release	release	NOUN
dad-10731	206	13	of	of	ADP
dad-10731	206	14	the	the	DET
dad-10731	206	15	test	test	NOUN
dad-10731	206	16	set	set	VERB
dad-10731	206	17	while	while	SCONJ
dad-10731	206	18	the	the	DET
dad-10731	206	19	other	other	ADJ
dad-10731	206	20	teams	team	NOUN
dad-10731	206	21	’	'	PUNCT
dad-10731	206	22	results	result	NOUN
dad-10731	206	23	are	be	AUX
dad-10731	206	24	evaluated	evaluate	VERB
dad-10731	206	25	before	before	ADP
dad-10731	206	26	the	the	DET
dad-10731	206	27	release	release	NOUN
dad-10731	206	28	of	of	ADP
dad-10731	206	29	the	the	DET
dad-10731	206	30	test	test	NOUN
dad-10731	206	31	set	set	NOUN
dad-10731	206	32	.	.	PUNCT
dad-10731	207	1	we	we	PRON
dad-10731	207	2	measured	measure	VERB
dad-10731	207	3	the	the	DET
dad-10731	207	4	tracker	tracker	NOUN
dad-10731	207	5	performance	performance	NOUN
dad-10731	207	6	according	accord	VERB
dad-10731	207	7	to	to	ADP
dad-10731	207	8	the	the	DET
dad-10731	207	9	following	follow	VERB
dad-10731	207	10	evaluation	evaluation	NOUN
dad-10731	207	11	metrics	metric	NOUN
dad-10731	207	12	used	use	VERB
dad-10731	207	13	in	in	ADP
dad-10731	207	14	dstc14	dstc14	NOUN
dad-10731	207	15	:	:	PUNCT
dad-10731	207	16	•	•	NUM
dad-10731	207	17	accuracy	accuracy	NOUN
dad-10731	207	18	(	(	PUNCT
dad-10731	207	19	acc	acc	NOUN
dad-10731	207	20	)	)	PUNCT
dad-10731	207	21	measures	measure	VERB
dad-10731	207	22	the	the	DET
dad-10731	207	23	rate	rate	NOUN
dad-10731	207	24	of	of	ADP
dad-10731	207	25	the	the	DET
dad-10731	207	26	most	most	ADV
dad-10731	207	27	likely	likely	ADJ
dad-10731	207	28	hypothesis	hypothesis	NOUN
dad-10731	207	29	h1	h1	NOUN
dad-10731	207	30	being	be	AUX
dad-10731	207	31	correct	correct	ADJ
dad-10731	207	32	.	.	PUNCT
dad-10731	208	1	•	•	NUM
dad-10731	208	2	average	average	ADJ
dad-10731	208	3	score	score	NOUN
dad-10731	208	4	(	(	PUNCT
dad-10731	208	5	avgp	avgp	NOUN
dad-10731	208	6	)	)	PUNCT
dad-10731	208	7	measures	measure	VERB
dad-10731	208	8	the	the	DET
dad-10731	208	9	average	average	NOUN
dad-10731	208	10	of	of	ADP
dad-10731	208	11	scores	score	NOUN
dad-10731	208	12	assigned	assign	VERB
dad-10731	208	13	to	to	ADP
dad-10731	208	14	the	the	DET
dad-10731	208	15	correct	correct	ADJ
dad-10731	208	16	hypotheses	hypothesis	NOUN
dad-10731	208	17	.	.	PUNCT
dad-10731	209	1	•	•	NUM
dad-10731	209	2	l2	l2	NOUN
dad-10731	209	3	follows	follow	VERB
dad-10731	209	4	the	the	DET
dad-10731	209	5	definition	definition	NOUN
dad-10731	209	6	in	in	ADP
dad-10731	209	7	the	the	DET
dad-10731	209	8	equation	equation	NOUN
dad-10731	209	9	(	(	PUNCT
dad-10731	209	10	18	18	NUM
dad-10731	209	11	)	)	PUNCT
dad-10731	209	12	.	.	PUNCT
dad-10731	210	1	•	•	NUM
dad-10731	210	2	mean	mean	VERB
dad-10731	210	3	reciprocal	reciprocal	ADJ
dad-10731	210	4	rank	rank	NOUN
dad-10731	210	5	(	(	PUNCT
dad-10731	210	6	mrr	mrr	NOUN
dad-10731	210	7	)	)	PUNCT
dad-10731	210	8	measures	measure	NOUN
dad-10731	210	9	the	the	DET
dad-10731	210	10	average	average	NOUN
dad-10731	210	11	of	of	ADP
dad-10731	210	12	1	1	NUM
dad-10731	210	13	/	/	SYM
dad-10731	210	14	r	r	NOUN
dad-10731	210	15	,	,	PUNCT
dad-10731	210	16	where	where	SCONJ
dad-10731	210	17	r	r	NOUN
dad-10731	210	18	is	be	AUX
dad-10731	210	19	the	the	DET
dad-10731	210	20	minimum	minimum	ADJ
dad-10731	210	21	rank	rank	NOUN
dad-10731	210	22	of	of	ADP
dad-10731	210	23	the	the	DET
dad-10731	210	24	correct	correct	ADJ
dad-10731	210	25	hypothesis	hypothesis	NOUN
dad-10731	210	26	.	.	PUNCT
dad-10731	211	1	•	•	NUM
dad-10731	211	2	roc	roc	PROPN
dad-10731	211	3	equal	equal	ADJ
dad-10731	211	4	error	error	NOUN
dad-10731	211	5	rate	rate	NOUN
dad-10731	211	6	(	(	PUNCT
dad-10731	211	7	eer	eer	PROPN
dad-10731	211	8	)	)	PUNCT
dad-10731	211	9	is	be	AUX
dad-10731	211	10	the	the	DET
dad-10731	211	11	sum	sum	NOUN
dad-10731	211	12	of	of	ADP
dad-10731	211	13	false	false	ADJ
dad-10731	211	14	accept	accept	NOUN
dad-10731	211	15	(	(	PUNCT
dad-10731	211	16	fa	fa	NOUN
dad-10731	211	17	)	)	PUNCT
dad-10731	211	18	and	and	CCONJ
dad-10731	211	19	false	false	ADJ
dad-10731	211	20	reject	reject	NOUN
dad-10731	211	21	(	(	PUNCT
dad-10731	211	22	fr	fr	NOUN
dad-10731	211	23	)	)	PUNCT
dad-10731	211	24	rates	rate	NOUN
dad-10731	211	25	when	when	SCONJ
dad-10731	211	26	fa	fa	PROPN
dad-10731	211	27	rate	rate	NOUN
dad-10731	211	28	=	=	NOUN
dad-10731	211	29	fr	fr	NOUN
dad-10731	211	30	rate	rate	NOUN
dad-10731	211	31	.	.	PUNCT
dad-10731	212	1	•	•	NUM
dad-10731	212	2	roc.v1.p	roc.v1.p	NOUN
dad-10731	212	3	measures	measure	NOUN
dad-10731	212	4	correct	correct	ADJ
dad-10731	212	5	accept	accept	VERB
dad-10731	212	6	(	(	PUNCT
dad-10731	212	7	ca	ca	NOUN
dad-10731	212	8	)	)	PUNCT
dad-10731	212	9	rate	rate	NOUN
dad-10731	212	10	when	when	SCONJ
dad-10731	212	11	there	there	PRON
dad-10731	212	12	are	be	VERB
dad-10731	212	13	at	at	ADP
dad-10731	212	14	most	most	ADJ
dad-10731	212	15	p%	p%	ADJ
dad-10731	212	16	false	false	ADJ
dad-10731	212	17	accept	accept	NOUN
dad-10731	212	18	(	(	PUNCT
dad-10731	212	19	fa	fa	NOUN
dad-10731	212	20	)	)	PUNCT
dad-10731	212	21	rate	rate	NOUN
dad-10731	212	22	.	.	PUNCT
dad-10731	213	1	n(fa	n(fa	NOUN
dad-10731	213	2	)	)	PUNCT
dad-10731	213	3	,	,	PUNCT
dad-10731	213	4	n(cr	n(cr	NOUN
dad-10731	213	5	)	)	PUNCT
dad-10731	213	6	,	,	PUNCT
dad-10731	213	7	n(ca	n(ca	NUM
dad-10731	213	8	)	)	PUNCT
dad-10731	213	9	and	and	CCONJ
dad-10731	213	10	n(fr	n(fr	PROPN
dad-10731	213	11	)	)	PUNCT
dad-10731	213	12	are	be	AUX
dad-10731	213	13	the	the	DET
dad-10731	213	14	number	number	NOUN
dad-10731	213	15	of	of	ADP
dad-10731	213	16	false	false	ADJ
dad-10731	213	17	accepts	accept	NOUN
dad-10731	213	18	(	(	PUNCT
dad-10731	213	19	fa	fa	NOUN
dad-10731	213	20	)	)	PUNCT
dad-10731	213	21	,	,	PUNCT
dad-10731	213	22	correct	correct	ADJ
dad-10731	213	23	rejects	reject	VERB
dad-10731	213	24	(	(	PUNCT
dad-10731	213	25	cr	cr	X
dad-10731	213	26	)	)	PUNCT
dad-10731	213	27	,	,	PUNCT
dad-10731	213	28	correct	correct	PROPN
dad-10731	213	29	accepts	accept	VERB
dad-10731	213	30	(	(	PUNCT
dad-10731	213	31	ca	ca	NOUN
dad-10731	213	32	)	)	PUNCT
dad-10731	213	33	,	,	PUNCT
dad-10731	213	34	and	and	CCONJ
dad-10731	213	35	false	false	ADJ
dad-10731	213	36	rejects	reject	NOUN
dad-10731	213	37	(	(	PUNCT
dad-10731	213	38	fr	fr	NOUN
dad-10731	213	39	)	)	PUNCT
dad-10731	213	40	respectively	respectively	ADV
dad-10731	213	41	.	.	PUNCT
dad-10731	214	1	additionally	additionally	ADV
dad-10731	214	2	,	,	PUNCT
dad-10731	214	3	nd	nd	PRON
dad-10731	214	4	is	be	AUX
dad-10731	214	5	the	the	DET
dad-10731	214	6	total	total	ADJ
dad-10731	214	7	number	number	NOUN
dad-10731	214	8	of	of	ADP
dad-10731	214	9	data	datum	NOUN
dad-10731	214	10	instances	instance	NOUN
dad-10731	214	11	.	.	PUNCT
dad-10731	215	1	the	the	DET
dad-10731	215	2	evaluation	evaluation	NOUN
dad-10731	215	3	takes	take	VERB
dad-10731	215	4	the	the	DET
dad-10731	215	5	most	most	ADV
dad-10731	215	6	likely	likely	ADJ
dad-10731	215	7	hypothesis	hypothesis	NOUN
dad-10731	215	8	h1	h1	NOUN
dad-10731	215	9	and	and	CCONJ
dad-10731	215	10	its	its	PRON
dad-10731	215	11	score	score	NOUN
dad-10731	215	12	s1	s1	NOUN
dad-10731	215	13	and	and	CCONJ
dad-10731	215	14	compares	compare	VERB
dad-10731	215	15	them	they	PRON
dad-10731	215	16	with	with	ADP
dad-10731	215	17	the	the	DET
dad-10731	215	18	threshold	threshold	NOUN
dad-10731	215	19	θ	θ	PROPN
dad-10731	215	20	and	and	CCONJ
dad-10731	215	21	the	the	DET
dad-10731	215	22	ground	ground	NOUN
dad-10731	215	23	truth	truth	NOUN
dad-10731	215	24	user	user	NOUN
dad-10731	215	25	goal	goal	NOUN
dad-10731	215	26	h∗.	h∗.	VERB
dad-10731	215	27	each	each	DET
dad-10731	215	28	evaluation	evaluation	NOUN
dad-10731	215	29	increments	increment	VERB
dad-10731	215	30	appropriate	appropriate	ADJ
dad-10731	215	31	counters	counter	NOUN
dad-10731	215	32	by	by	ADP
dad-10731	215	33			NOUN
dad-10731	215	34	n(ca)++	n(ca)++	PUNCT
dad-10731	215	35	if	if	SCONJ
dad-10731	215	36	s1	s1	PROPN
dad-10731	215	37	≥	≥	NUM
dad-10731	215	38	θ	θ	PROPN
dad-10731	215	39	and	and	CCONJ
dad-10731	215	40	h1	h1	PROPN
dad-10731	215	41	=	=	SYM
dad-10731	215	42	h∗	h∗	PROPN
dad-10731	215	43	n(cr)++	n(cr)++	PUNCT
dad-10731	216	1	if	if	SCONJ
dad-10731	216	2	s1	s1	PROPN
dad-10731	216	3	<	<	X
dad-10731	216	4	θ	θ	PROPN
dad-10731	216	5	and	and	CCONJ
dad-10731	216	6	h1	h1	PROPN
dad-10731	216	7	6=	6=	PROPN
dad-10731	216	8	h∗	h∗	PROPN
dad-10731	216	9	n(fa)++	n(fa)++	PROPN
dad-10731	216	10	if	if	SCONJ
dad-10731	216	11	s1	s1	PROPN
dad-10731	216	12	≥	≥	NUM
dad-10731	216	13	θ	θ	PROPN
dad-10731	216	14	and	and	CCONJ
dad-10731	216	15	h1	h1	PROPN
dad-10731	216	16	6=	6=	PROPN
dad-10731	216	17	h∗	h∗	PROPN
dad-10731	216	18	n(fr)++	n(fr)++	NUM
dad-10731	216	19	if	if	SCONJ
dad-10731	216	20	s1	s1	PROPN
dad-10731	216	21	<	<	X
dad-10731	216	22	θ	θ	PROPN
dad-10731	216	23	and	and	CCONJ
dad-10731	216	24	h1	h1	PROPN
dad-10731	216	25	=	=	SYM
dad-10731	216	26	h∗	h∗	PROPN
dad-10731	216	27	4	4	NUM
dad-10731	216	28	.	.	PUNCT
dad-10731	216	29	http://research.microsoft.com/apps/pubs/?id=169024	http://research.microsoft.com/apps/pubs/?id=169024	NUM
dad-10731	216	30	58	58	NUM
dad-10731	216	31	dialog	dialog	NOUN
dad-10731	216	32	history	history	NOUN
dad-10731	216	33	construction	construction	NOUN
dad-10731	216	34	for	for	ADP
dad-10731	216	35	robust	robust	ADJ
dad-10731	216	36	dialog	dialog	NOUN
dad-10731	216	37	state	state	NOUN
dad-10731	216	38	tracking	tracking	NOUN
dad-10731	216	39	the	the	DET
dad-10731	216	40	ca	ca	NOUN
dad-10731	216	41	rate	rate	NOUN
dad-10731	216	42	is	be	AUX
dad-10731	216	43	defined	define	VERB
dad-10731	216	44	as	as	ADP
dad-10731	216	45	n(ca	n(ca	NUM
dad-10731	216	46	)	)	PUNCT
dad-10731	216	47	nd	nd	PRON
dad-10731	216	48	and	and	CCONJ
dad-10731	216	49	the	the	DET
dad-10731	216	50	fa	fa	PROPN
dad-10731	216	51	rate	rate	NOUN
dad-10731	216	52	is	be	AUX
dad-10731	216	53	defined	define	VERB
dad-10731	216	54	as	as	ADP
dad-10731	216	55	n(fa	n(fa	NOUN
dad-10731	216	56	)	)	PUNCT
dad-10731	217	1	nd	nd	INTJ
dad-10731	217	2	.	.	PUNCT
dad-10731	218	1	roc.v2.p	roc.v2.p	PRON
dad-10731	218	2	from	from	ADP
dad-10731	218	3	the	the	DET
dad-10731	218	4	dstc1	dstc1	NOUN
dad-10731	218	5	metrics	metric	NOUN
dad-10731	218	6	is	be	AUX
dad-10731	218	7	not	not	PART
dad-10731	218	8	included	include	VERB
dad-10731	218	9	in	in	ADP
dad-10731	218	10	the	the	DET
dad-10731	218	11	experiment	experiment	NOUN
dad-10731	218	12	.	.	PUNCT
dad-10731	219	1	with	with	ADP
dad-10731	219	2	datasets	dataset	NOUN
dad-10731	219	3	,	,	PUNCT
dad-10731	219	4	the	the	DET
dad-10731	219	5	baseline	baseline	NOUN
dad-10731	219	6	trackers	tracker	NOUN
dad-10731	219	7	that	that	PRON
dad-10731	219	8	work	work	VERB
dad-10731	219	9	in	in	ADP
dad-10731	219	10	a	a	DET
dad-10731	219	11	simple	simple	ADJ
dad-10731	219	12	deterministic	deterministic	ADJ
dad-10731	219	13	manner	manner	NOUN
dad-10731	219	14	was	be	AUX
dad-10731	219	15	included	include	VERB
dad-10731	219	16	.	.	PUNCT
dad-10731	220	1	for	for	ADP
dad-10731	220	2	example	example	NOUN
dad-10731	220	3	,	,	PUNCT
dad-10731	220	4	the	the	DET
dad-10731	220	5	most	most	ADV
dad-10731	220	6	basic	basic	ADJ
dad-10731	220	7	one	one	NOUN
dad-10731	220	8	picks	pick	VERB
dad-10731	220	9	the	the	DET
dad-10731	220	10	slu	slu	NOUN
dad-10731	220	11	hypothesis	hypothesis	NOUN
dad-10731	220	12	with	with	ADP
dad-10731	220	13	the	the	DET
dad-10731	220	14	highest	high	ADJ
dad-10731	220	15	probability	probability	NOUN
dad-10731	220	16	so	so	ADV
dad-10731	220	17	far	far	ADV
dad-10731	220	18	for	for	ADP
dad-10731	220	19	each	each	DET
dad-10731	220	20	goal	goal	NOUN
dad-10731	220	21	slot	slot	NOUN
dad-10731	220	22	.	.	PUNCT
dad-10731	221	1	more	more	ADV
dad-10731	221	2	detailed	detailed	ADJ
dad-10731	221	3	description	description	NOUN
dad-10731	221	4	is	be	AUX
dad-10731	221	5	given	give	VERB
dad-10731	221	6	in	in	ADP
dad-10731	221	7	dstc2	dstc2	NOUN
dad-10731	221	8	handbook	handbook	NOUN
dad-10731	221	9	.	.	PUNCT
dad-10731	222	1	5.1	5.1	NUM
dad-10731	222	2	dstc1	dstc1	NOUN
dad-10731	222	3	result	result	NOUN
dad-10731	222	4	table	table	NOUN
dad-10731	222	5	4	4	NUM
dad-10731	222	6	compares	compare	VERB
dad-10731	222	7	the	the	DET
dad-10731	222	8	performance	performance	NOUN
dad-10731	222	9	of	of	ADP
dad-10731	222	10	our	our	PRON
dad-10731	222	11	tracker	tracker	NOUN
dad-10731	222	12	against	against	ADP
dad-10731	222	13	that	that	PRON
dad-10731	222	14	of	of	ADP
dad-10731	222	15	the	the	DET
dad-10731	222	16	most	most	ADV
dad-10731	222	17	competitive	competitive	ADJ
dad-10731	222	18	entries	entry	NOUN
dad-10731	222	19	from	from	ADP
dad-10731	222	20	dstc1	dstc1	PROPN
dad-10731	222	21	participants	participant	NOUN
dad-10731	222	22	.	.	PUNCT
dad-10731	223	1	base	base	NOUN
dad-10731	223	2	stands	stand	VERB
dad-10731	223	3	for	for	ADP
dad-10731	223	4	the	the	DET
dad-10731	223	5	baseline	baseline	PROPN
dad-10731	223	6	tracker	tracker	NOUN
dad-10731	223	7	and	and	CCONJ
dad-10731	223	8	x	x	PROPN
dad-10731	223	9	-	-	PUNCT
dad-10731	223	10	y	y	PROPN
dad-10731	223	11	stands	stand	VERB
dad-10731	223	12	for	for	ADP
dad-10731	223	13	team	team	NOUN
dad-10731	223	14	x	x	PUNCT
dad-10731	223	15	entry	entry	NOUN
dad-10731	223	16	y	y	NOUN
dad-10731	223	17	.	.	PUNCT
dad-10731	224	1	the	the	DET
dad-10731	224	2	following	follow	VERB
dad-10731	224	3	is	be	AUX
dad-10731	224	4	the	the	DET
dad-10731	224	5	summary	summary	NOUN
dad-10731	224	6	description	description	NOUN
dad-10731	224	7	provided	provide	VERB
dad-10731	224	8	by	by	ADP
dad-10731	224	9	the	the	DET
dad-10731	224	10	teams	team	NOUN
dad-10731	224	11	:	:	PUNCT
dad-10731	224	12	•	•	NUM
dad-10731	224	13	team	team	NOUN
dad-10731	224	14	1	1	NUM
dad-10731	224	15	:	:	PUNCT
dad-10731	224	16	deep	deep	ADJ
dad-10731	224	17	neural	neural	ADJ
dad-10731	224	18	network	network	NOUN
dad-10731	224	19	(	(	PUNCT
dad-10731	224	20	henderson	henderson	PROPN
dad-10731	224	21	et	et	PROPN
dad-10731	224	22	al	al	PROPN
dad-10731	224	23	.	.	PROPN
dad-10731	224	24	,	,	PUNCT
dad-10731	224	25	2013	2013	NUM
dad-10731	224	26	)	)	PUNCT
dad-10731	224	27	•	•	NUM
dad-10731	224	28	team	team	NOUN
dad-10731	224	29	6	6	NUM
dad-10731	224	30	:	:	PUNCT
dad-10731	224	31	feature	feature	NOUN
dad-10731	224	32	-	-	PUNCT
dad-10731	224	33	rich	rich	ADJ
dad-10731	224	34	discriminative	discriminative	NOUN
dad-10731	224	35	model	model	NOUN
dad-10731	224	36	(	(	PUNCT
dad-10731	224	37	lee	lee	PROPN
dad-10731	224	38	and	and	CCONJ
dad-10731	224	39	eskenazi	eskenazi	ADJ
dad-10731	224	40	,	,	PUNCT
dad-10731	224	41	2013	2013	NUM
dad-10731	224	42	)	)	PUNCT
dad-10731	224	43	•	•	NUM
dad-10731	224	44	team	team	NOUN
dad-10731	224	45	9	9	NUM
dad-10731	224	46	:	:	PUNCT
dad-10731	224	47	generative	generative	ADJ
dad-10731	224	48	dialog	dialog	NOUN
dad-10731	224	49	state	state	PROPN
dad-10731	224	50	tracker	tracker	PROPN
dad-10731	224	51	with	with	ADP
dad-10731	224	52	basic	basic	ADJ
dad-10731	224	53	statistics	statistic	NOUN
dad-10731	224	54	(	(	PUNCT
dad-10731	224	55	kim	kim	PROPN
dad-10731	224	56	et	et	PROPN
dad-10731	224	57	al	al	PROPN
dad-10731	224	58	.	.	PROPN
dad-10731	224	59	,	,	PUNCT
dad-10731	224	60	2013	2013	NUM
dad-10731	224	61	)	)	PUNCT
dad-10731	224	62	the	the	DET
dad-10731	224	63	following	follow	VERB
dad-10731	224	64	abbreviations	abbreviation	NOUN
dad-10731	224	65	are	be	AUX
dad-10731	224	66	used	use	VERB
dad-10731	224	67	for	for	ADP
dad-10731	224	68	our	our	PRON
dad-10731	224	69	tracker	tracker	NOUN
dad-10731	224	70	with	with	ADP
dad-10731	224	71	different	different	ADJ
dad-10731	224	72	history	history	NOUN
dad-10731	224	73	models	model	NOUN
dad-10731	224	74	and	and	CCONJ
dad-10731	224	75	optimization	optimization	NOUN
dad-10731	224	76	algorithms	algorithm	NOUN
dad-10731	224	77	:	:	PUNCT
dad-10731	224	78	•	•	NOUN
dad-10731	224	79	c	c	X
dad-10731	224	80	:	:	PUNCT
dad-10731	224	81	direct	direct	ADJ
dad-10731	224	82	edge	edge	NOUN
dad-10731	224	83	only	only	ADV
dad-10731	224	84	user	user	NOUN
dad-10731	224	85	action	action	NOUN
dad-10731	224	86	model	model	NOUN
dad-10731	224	87	optimized	optimize	VERB
dad-10731	224	88	with	with	ADP
dad-10731	224	89	cascading	cascade	VERB
dad-10731	224	90	gradient	gradient	NOUN
dad-10731	224	91	.	.	PUNCT
dad-10731	225	1	•	•	NUM
dad-10731	225	2	sc	sc	PROPN
dad-10731	225	3	:	:	PUNCT
dad-10731	225	4	direct	direct	ADJ
dad-10731	225	5	edge	edge	NOUN
dad-10731	225	6	only	only	ADV
dad-10731	225	7	user	user	NOUN
dad-10731	225	8	action	action	NOUN
dad-10731	225	9	model	model	NOUN
dad-10731	225	10	initialized	initialize	VERB
dad-10731	225	11	with	with	ADP
dad-10731	225	12	simple	simple	ADJ
dad-10731	225	13	gradient	gradient	NOUN
dad-10731	225	14	and	and	CCONJ
dad-10731	225	15	optimized	optimize	VERB
dad-10731	225	16	with	with	ADP
dad-10731	225	17	cascading	cascade	VERB
dad-10731	225	18	gradient	gradient	NOUN
dad-10731	225	19	.	.	PUNCT
dad-10731	226	1	•	•	NUM
dad-10731	226	2	lc	lc	PROPN
dad-10731	226	3	:	:	PUNCT
dad-10731	226	4	lstm	lstm	NOUN
dad-10731	226	5	history	history	NOUN
dad-10731	226	6	based	base	VERB
dad-10731	226	7	user	user	NOUN
dad-10731	226	8	action	action	NOUN
dad-10731	226	9	model	model	NOUN
dad-10731	226	10	optimized	optimize	VERB
dad-10731	226	11	with	with	ADP
dad-10731	226	12	cascading	cascade	VERB
dad-10731	226	13	gradient	gradient	NOUN
dad-10731	226	14	.	.	PUNCT
dad-10731	227	1	•	•	NUM
dad-10731	227	2	lsc	lsc	PROPN
dad-10731	227	3	:	:	PUNCT
dad-10731	227	4	lstm	lstm	PROPN
dad-10731	227	5	history	history	NOUN
dad-10731	227	6	based	base	VERB
dad-10731	227	7	user	user	NOUN
dad-10731	227	8	action	action	NOUN
dad-10731	227	9	model	model	NOUN
dad-10731	227	10	initialized	initialize	VERB
dad-10731	227	11	with	with	ADP
dad-10731	227	12	simple	simple	ADJ
dad-10731	227	13	gradient	gradient	NOUN
dad-10731	227	14	and	and	CCONJ
dad-10731	227	15	optimized	optimize	VERB
dad-10731	227	16	with	with	ADP
dad-10731	227	17	cascading	cascade	VERB
dad-10731	227	18	gradient	gradient	NOUN
dad-10731	227	19	.	.	PUNCT
dad-10731	228	1	we	we	PRON
dad-10731	228	2	choose	choose	VERB
dad-10731	228	3	the	the	DET
dad-10731	228	4	trackers	tracker	NOUN
dad-10731	228	5	with	with	ADP
dad-10731	228	6	the	the	DET
dad-10731	228	7	minimum	minimum	ADJ
dad-10731	228	8	training	training	NOUN
dad-10731	228	9	objective	objective	ADJ
dad-10731	228	10	function	function	NOUN
dad-10731	228	11	among	among	ADP
dad-10731	228	12	100	100	NUM
dad-10731	228	13	random	random	ADJ
dad-10731	228	14	seeds	seed	NOUN
dad-10731	228	15	.	.	PUNCT
dad-10731	229	1	the	the	DET
dad-10731	229	2	number	number	NOUN
dad-10731	229	3	of	of	ADP
dad-10731	229	4	partitions	partition	NOUN
dad-10731	229	5	is	be	AUX
dad-10731	229	6	limited	limit	VERB
dad-10731	229	7	to	to	ADP
dad-10731	229	8	10	10	NUM
dad-10731	229	9	,	,	PUNCT
dad-10731	229	10	and	and	CCONJ
dad-10731	229	11	the	the	DET
dad-10731	229	12	number	number	NOUN
dad-10731	229	13	of	of	ADP
dad-10731	229	14	histories	history	NOUN
dad-10731	229	15	(	(	PUNCT
dad-10731	229	16	lstm	lstm	PROPN
dad-10731	229	17	,	,	PUNCT
dad-10731	229	18	equivalently	equivalently	ADV
dad-10731	229	19	)	)	PUNCT
dad-10731	229	20	is	be	AUX
dad-10731	229	21	limited	limit	VERB
dad-10731	229	22	to	to	ADP
dad-10731	229	23	3	3	NUM
dad-10731	229	24	.	.	NOUN
dad-10731	229	25	50	50	NUM
dad-10731	229	26	units	unit	NOUN
dad-10731	229	27	are	be	AUX
dad-10731	229	28	used	use	VERB
dad-10731	229	29	for	for	ADP
dad-10731	229	30	all	all	DET
dad-10731	229	31	(	(	PUNCT
dad-10731	229	32	input	input	NOUN
dad-10731	229	33	,	,	PUNCT
dad-10731	229	34	cell	cell	NOUN
dad-10731	229	35	,	,	PUNCT
dad-10731	229	36	output	output	NOUN
dad-10731	229	37	)	)	PUNCT
dad-10731	229	38	layers	layer	NOUN
dad-10731	229	39	of	of	ADP
dad-10731	229	40	lstms	lstms	NOUN
dad-10731	229	41	.	.	PUNCT
dad-10731	230	1	this	this	DET
dad-10731	230	2	setting	setting	NOUN
dad-10731	230	3	of	of	ADP
dad-10731	230	4	parameters	parameter	NOUN
dad-10731	230	5	enable	enable	VERB
dad-10731	230	6	the	the	DET
dad-10731	230	7	real	real	ADJ
dad-10731	230	8	-	-	PUNCT
dad-10731	230	9	time	time	NOUN
dad-10731	230	10	tracking	tracking	NOUN
dad-10731	230	11	of	of	ADP
dad-10731	230	12	dialog	dialog	NOUN
dad-10731	230	13	state	state	NOUN
dad-10731	230	14	,	,	PUNCT
dad-10731	230	15	while	while	SCONJ
dad-10731	230	16	preserving	preserve	VERB
dad-10731	230	17	most	most	ADJ
dad-10731	230	18	of	of	ADP
dad-10731	230	19	the	the	DET
dad-10731	230	20	information	information	NOUN
dad-10731	230	21	required	require	VERB
dad-10731	230	22	.	.	PUNCT
dad-10731	231	1	overall	overall	ADV
dad-10731	231	2	,	,	PUNCT
dad-10731	231	3	the	the	DET
dad-10731	231	4	trackers	tracker	NOUN
dad-10731	231	5	initialized	initialize	VERB
dad-10731	231	6	with	with	ADP
dad-10731	231	7	simple	simple	ADJ
dad-10731	231	8	gradients	gradient	NOUN
dad-10731	231	9	outperform	outperform	VERB
dad-10731	231	10	the	the	DET
dad-10731	231	11	trackers	tracker	NOUN
dad-10731	231	12	without	without	ADP
dad-10731	231	13	the	the	DET
dad-10731	231	14	initialization	initialization	NOUN
dad-10731	231	15	process	process	NOUN
dad-10731	231	16	.	.	PUNCT
dad-10731	232	1	it	it	PRON
dad-10731	232	2	can	can	AUX
dad-10731	232	3	be	be	AUX
dad-10731	232	4	seen	see	VERB
dad-10731	232	5	that	that	SCONJ
dad-10731	232	6	the	the	DET
dad-10731	232	7	local	local	ADJ
dad-10731	232	8	convergence	convergence	NOUN
dad-10731	232	9	problem	problem	NOUN
dad-10731	232	10	of	of	ADP
dad-10731	232	11	cascading	cascade	VERB
dad-10731	232	12	gradient	gradient	NOUN
dad-10731	232	13	is	be	AUX
dad-10731	232	14	most	most	ADV
dad-10731	232	15	severe	severe	ADJ
dad-10731	232	16	in	in	ADP
dad-10731	232	17	test3	test3	PROPN
dad-10731	232	18	,	,	PUNCT
dad-10731	232	19	as	as	SCONJ
dad-10731	232	20	the	the	DET
dad-10731	232	21	problem	problem	NOUN
dad-10731	232	22	gets	get	VERB
dad-10731	232	23	more	more	ADV
dad-10731	232	24	complex	complex	ADJ
dad-10731	232	25	even	even	ADV
dad-10731	232	26	though	though	SCONJ
dad-10731	232	27	the	the	DET
dad-10731	232	28	other	other	ADJ
dad-10731	232	29	domains	domain	NOUN
dad-10731	232	30	also	also	ADV
dad-10731	232	31	show	show	VERB
dad-10731	232	32	the	the	DET
dad-10731	232	33	clear	clear	ADJ
dad-10731	232	34	difference	difference	NOUN
dad-10731	232	35	in	in	ADP
dad-10731	232	36	scores	score	NOUN
dad-10731	232	37	.	.	PUNCT
dad-10731	233	1	the	the	DET
dad-10731	233	2	trackers	tracker	NOUN
dad-10731	233	3	optimized	optimize	VERB
dad-10731	233	4	with	with	ADP
dad-10731	233	5	two	two	NUM
dad-10731	233	6	different	different	ADJ
dad-10731	233	7	gradients	gradient	NOUN
dad-10731	233	8	outperform	outperform	VERB
dad-10731	233	9	the	the	DET
dad-10731	233	10	scores	score	NOUN
dad-10731	233	11	of	of	ADP
dad-10731	233	12	other	other	ADJ
dad-10731	233	13	teams	team	NOUN
dad-10731	233	14	participated	participate	VERB
dad-10731	233	15	in	in	ADP
dad-10731	233	16	dstc1	dstc1	PROPN
dad-10731	233	17	.	.	PUNCT
dad-10731	234	1	in	in	ADP
dad-10731	234	2	case	case	NOUN
dad-10731	234	3	of	of	ADP
dad-10731	234	4	history	history	NOUN
dad-10731	234	5	construction	construction	NOUN
dad-10731	234	6	using	use	VERB
dad-10731	234	7	lstm	lstm	NOUN
dad-10731	234	8	,	,	PUNCT
dad-10731	234	9	dstc1	dstc1	PROPN
dad-10731	234	10	test1	test1	PROPN
dad-10731	234	11	and	and	CCONJ
dad-10731	234	12	test2	test2	PROPN
dad-10731	234	13	,	,	PUNCT
dad-10731	234	14	which	which	PRON
dad-10731	234	15	are	be	AUX
dad-10731	234	16	categorized	categorize	VERB
dad-10731	234	17	as	as	ADP
dad-10731	234	18	easy	easy	ADJ
dad-10731	234	19	dataset	dataset	NOUN
dad-10731	234	20	,	,	PUNCT
dad-10731	234	21	are	be	AUX
dad-10731	234	22	not	not	PART
dad-10731	234	23	showing	show	VERB
dad-10731	234	24	any	any	DET
dad-10731	234	25	performance	performance	NOUN
dad-10731	234	26	gain	gain	NOUN
dad-10731	234	27	from	from	ADP
dad-10731	234	28	the	the	DET
dad-10731	234	29	history	history	NOUN
dad-10731	234	30	construction	construction	NOUN
dad-10731	234	31	.	.	PUNCT
dad-10731	235	1	this	this	PRON
dad-10731	235	2	is	be	AUX
dad-10731	235	3	expected	expect	VERB
dad-10731	235	4	due	due	ADP
dad-10731	235	5	to	to	ADP
dad-10731	235	6	the	the	DET
dad-10731	235	7	fact	fact	NOUN
dad-10731	235	8	that	that	SCONJ
dad-10731	235	9	the	the	DET
dad-10731	235	10	dialogs	dialog	NOUN
dad-10731	235	11	of	of	ADP
dad-10731	235	12	test1	test1	PROPN
dad-10731	235	13	and	and	CCONJ
dad-10731	235	14	test2	test2	NOUN
dad-10731	235	15	are	be	AUX
dad-10731	235	16	so	so	ADV
dad-10731	235	17	simple	simple	ADJ
dad-10731	235	18	that	that	SCONJ
dad-10731	235	19	keeping	keep	VERB
dad-10731	235	20	extra	extra	ADJ
dad-10731	235	21	information	information	NOUN
dad-10731	235	22	from	from	ADP
dad-10731	235	23	dialog	dialog	NOUN
dad-10731	235	24	history	history	NOUN
dad-10731	235	25	would	would	AUX
dad-10731	235	26	not	not	PART
dad-10731	235	27	help	help	VERB
dad-10731	235	28	.	.	PUNCT
dad-10731	236	1	the	the	DET
dad-10731	236	2	results	result	NOUN
dad-10731	236	3	of	of	ADP
dad-10731	236	4	test1	test1	PROPN
dad-10731	236	5	by	by	ADP
dad-10731	236	6	the	the	DET
dad-10731	236	7	trackers	tracker	NOUN
dad-10731	236	8	with	with	ADP
dad-10731	236	9	the	the	DET
dad-10731	236	10	lstms	lstms	NOUN
dad-10731	236	11	are	be	AUX
dad-10731	236	12	even	even	ADV
dad-10731	236	13	worse	bad	ADJ
dad-10731	236	14	than	than	ADP
dad-10731	236	15	the	the	DET
dad-10731	236	16	trackers	tracker	NOUN
dad-10731	236	17	without	without	ADP
dad-10731	236	18	the	the	DET
dad-10731	236	19	lstms	lstms	NOUN
dad-10731	236	20	since	since	SCONJ
dad-10731	236	21	the	the	DET
dad-10731	236	22	increased	increase	VERB
dad-10731	236	23	number	number	NOUN
dad-10731	236	24	of	of	ADP
dad-10731	236	25	parameters	parameter	NOUN
dad-10731	236	26	raises	raise	VERB
dad-10731	236	27	the	the	DET
dad-10731	236	28	problem	problem	NOUN
dad-10731	236	29	of	of	ADP
dad-10731	236	30	over	over	ADV
dad-10731	236	31	-	-	PUNCT
dad-10731	236	32	fitting	fitting	ADJ
dad-10731	236	33	.	.	PUNCT
dad-10731	237	1	on	on	ADP
dad-10731	237	2	the	the	DET
dad-10731	237	3	other	other	ADJ
dad-10731	237	4	hand	hand	NOUN
dad-10731	237	5	,	,	PUNCT
dad-10731	237	6	distinct	distinct	ADJ
dad-10731	237	7	difference	difference	NOUN
dad-10731	237	8	between	between	ADP
dad-10731	237	9	trackers	tracker	NOUN
dad-10731	237	10	with	with	ADP
dad-10731	237	11	and	and	CCONJ
dad-10731	237	12	without	without	ADP
dad-10731	237	13	lstms	lstms	NOUN
dad-10731	237	14	is	be	AUX
dad-10731	237	15	observed	observe	VERB
dad-10731	237	16	in	in	ADP
dad-10731	237	17	test3	test3	PROPN
dad-10731	237	18	.	.	PUNCT
dad-10731	238	1	although	although	SCONJ
dad-10731	238	2	the	the	DET
dad-10731	238	3	accuracies	accuracy	NOUN
dad-10731	238	4	are	be	AUX
dad-10731	238	5	similar	similar	ADJ
dad-10731	238	6	(	(	PUNCT
dad-10731	238	7	0.891↔0.898	0.891↔0.898	NOUN
dad-10731	238	8	)	)	PUNCT
dad-10731	238	9	,	,	PUNCT
dad-10731	238	10	l2	l2	NOUN
dad-10731	238	11	scores	score	NOUN
dad-10731	238	12	show	show	VERB
dad-10731	238	13	the	the	DET
dad-10731	238	14	clear	clear	ADJ
dad-10731	238	15	decrease	decrease	NOUN
dad-10731	238	16	of	of	ADP
dad-10731	238	17	0.189→	0.189→	NOUN
dad-10731	238	18	0.172	0.172	NUM
dad-10731	238	19	with	with	ADP
dad-10731	238	20	lstms	lstms	NOUN
dad-10731	238	21	when	when	SCONJ
dad-10731	238	22	optimized	optimize	VERB
dad-10731	238	23	with	with	ADP
dad-10731	238	24	two	two	NUM
dad-10731	238	25	different	different	ADJ
dad-10731	238	26	gradients	gradient	NOUN
dad-10731	238	27	.	.	PUNCT
dad-10731	239	1	59	59	NUM
dad-10731	239	2	byung	byung	PROPN
dad-10731	239	3	-	-	PUNCT
dad-10731	239	4	jun	jun	PROPN
dad-10731	239	5	lee	lee	PROPN
dad-10731	239	6	and	and	CCONJ
dad-10731	239	7	kee	kee	PROPN
dad-10731	239	8	-	-	PUNCT
dad-10731	239	9	eung	eung	PROPN
dad-10731	239	10	kim	kim	PROPN
dad-10731	239	11	table	table	NOUN
dad-10731	239	12	4	4	NUM
dad-10731	239	13	:	:	PUNCT
dad-10731	239	14	results	result	NOUN
dad-10731	239	15	of	of	ADP
dad-10731	239	16	the	the	DET
dad-10731	239	17	trackers	tracker	NOUN
dad-10731	239	18	of	of	ADP
dad-10731	239	19	dstc1	dstc1	NOUN
dad-10731	239	20	and	and	CCONJ
dad-10731	239	21	our	our	PRON
dad-10731	239	22	tracker	tracker	NOUN
dad-10731	239	23	using	use	VERB
dad-10731	239	24	various	various	ADJ
dad-10731	239	25	models	model	NOUN
dad-10731	239	26	and	and	CCONJ
dad-10731	239	27	optimization	optimization	NOUN
dad-10731	239	28	algorithms	algorithm	NOUN
dad-10731	239	29	,	,	PUNCT
dad-10731	239	30	evaluated	evaluate	VERB
dad-10731	239	31	by	by	ADP
dad-10731	239	32	the	the	DET
dad-10731	239	33	average	average	NOUN
dad-10731	239	34	of	of	ADP
dad-10731	239	35	all	all	DET
dad-10731	239	36	slots	slot	NOUN
dad-10731	239	37	.	.	PUNCT
dad-10731	240	1	the	the	DET
dad-10731	240	2	bold	bold	ADJ
dad-10731	240	3	face	face	NOUN
dad-10731	240	4	denotes	denote	VERB
dad-10731	240	5	top	top	ADJ
dad-10731	240	6	score	score	NOUN
dad-10731	240	7	in	in	ADP
dad-10731	240	8	each	each	DET
dad-10731	240	9	evaluation	evaluation	NOUN
dad-10731	240	10	metric	metric	NOUN
dad-10731	240	11	.	.	PUNCT
dad-10731	241	1	base	base	NOUN
dad-10731	241	2	1	1	NUM
dad-10731	241	3	-	-	SYM
dad-10731	241	4	1	1	NUM
dad-10731	241	5	2	2	NUM
dad-10731	241	6	-	-	SYM
dad-10731	241	7	2	2	NUM
dad-10731	241	8	3	3	NUM
dad-10731	241	9	-	-	SYM
dad-10731	241	10	1	1	NUM
dad-10731	241	11	4	4	NUM
dad-10731	241	12	-	-	SYM
dad-10731	241	13	1	1	NUM
dad-10731	241	14	5	5	NUM
dad-10731	241	15	-	-	SYM
dad-10731	241	16	1	1	NUM
dad-10731	241	17	6	6	NUM
dad-10731	241	18	-	-	SYM
dad-10731	241	19	3	3	NUM
dad-10731	241	20	7	7	NUM
dad-10731	241	21	-	-	SYM
dad-10731	241	22	1	1	NUM
dad-10731	241	23	9	9	NUM
dad-10731	241	24	-	-	SYM
dad-10731	241	25	4	4	NUM
dad-10731	241	26	c	c	PROPN
dad-10731	241	27	sc	sc	PROPN
dad-10731	241	28	lc	lc	PROPN
dad-10731	241	29	lsc	lsc	PROPN
dad-10731	241	30	dstc1	dstc1	PROPN
dad-10731	241	31	test	test	VERB
dad-10731	241	32	1	1	NUM
dad-10731	241	33	accuracy	accuracy	NOUN
dad-10731	241	34	0.712	0.712	NUM
dad-10731	241	35	0.832	0.832	NUM
dad-10731	241	36	0.807	0.807	NUM
dad-10731	241	37	0.808	0.808	NUM
dad-10731	241	38	0.737	0.737	NUM
dad-10731	241	39	0.795	0.795	NUM
dad-10731	241	40	0.867	0.867	NUM
dad-10731	241	41	0.783	0.783	NUM
dad-10731	241	42	0.822	0.822	NUM
dad-10731	241	43	0.819	0.819	NUM
dad-10731	241	44	0.870	0.870	NUM
dad-10731	241	45	0.817	0.817	NUM
dad-10731	241	46	0.868	0.868	NUM
dad-10731	241	47	avgp	avgp	NOUN
dad-10731	241	48	0.733	0.733	NUM
dad-10731	241	49	0.774	0.774	NUM
dad-10731	241	50	0.771	0.771	NUM
dad-10731	241	51	0.807	0.807	NUM
dad-10731	241	52	0.737	0.737	NUM
dad-10731	241	53	0.787	0.787	NUM
dad-10731	241	54	0.823	0.823	NUM
dad-10731	241	55	0.762	0.762	NUM
dad-10731	241	56	0.794	0.794	NUM
dad-10731	241	57	0.796	0.796	NUM
dad-10731	241	58	0.841	0.841	NUM
dad-10731	241	59	0.798	0.798	NUM
dad-10731	241	60	0.837	0.837	NUM
dad-10731	241	61	l2	l2	VERB
dad-10731	241	62	0.377	0.377	NUM
dad-10731	241	63	0.319	0.319	NUM
dad-10731	241	64	0.322	0.322	NUM
dad-10731	241	65	0.273	0.273	NUM
dad-10731	241	66	0.372	0.372	NUM
dad-10731	241	67	0.300	0.300	NUM
dad-10731	241	68	0.246	0.246	NUM
dad-10731	241	69	0.335	0.335	NUM
dad-10731	241	70	0.290	0.290	NUM
dad-10731	241	71	0.287	0.287	NUM
dad-10731	241	72	0.223	0.223	NUM
dad-10731	241	73	0.285	0.285	NUM
dad-10731	241	74	0.229	0.229	NUM
dad-10731	241	75	mrr	mrr	NOUN
dad-10731	241	76	0.797	0.797	NUM
dad-10731	241	77	0.875	0.875	NUM
dad-10731	241	78	0.858	0.858	NUM
dad-10731	241	79	0.846	0.846	NUM
dad-10731	241	80	0.813	0.813	NUM
dad-10731	241	81	0.852	0.852	NUM
dad-10731	241	82	0.900	0.900	NUM
dad-10731	241	83	0.843	0.843	NUM
dad-10731	241	84	0.878	0.878	NUM
dad-10731	241	85	0.873	0.873	NUM
dad-10731	241	86	0.910	0.910	NUM
dad-10731	241	87	0.870	0.870	NUM
dad-10731	241	88	0.907	0.907	NUM
dad-10731	241	89	roc.v1.eer0.244	roc.v1.eer0.244	NUM
dad-10731	241	90	0.126	0.126	NUM
dad-10731	241	91	0.246	0.246	NUM
dad-10731	241	92	0.243	0.243	NUM
dad-10731	241	93	0.737	0.737	NUM
dad-10731	241	94	0.122	0.122	NUM
dad-10731	241	95	0.118	0.118	NUM
dad-10731	241	96	0.147	0.147	NUM
dad-10731	241	97	0.143	0.143	NUM
dad-10731	241	98	0.183	0.183	NUM
dad-10731	241	99	0.146	0.146	NUM
dad-10731	241	100	0.173	0.173	NUM
dad-10731	241	101	0.145	0.145	NUM
dad-10731	241	102	roc.v1.05	roc.v1.05	NOUN
dad-10731	241	103	0.622	0.622	NUM
dad-10731	241	104	0.723	0.723	NUM
dad-10731	241	105	0.672	0.672	NUM
dad-10731	241	106	0.601	0.601	NUM
dad-10731	241	107	0.196	0.196	NUM
dad-10731	241	108	0.710	0.710	NUM
dad-10731	241	109	0.763	0.763	NUM
dad-10731	241	110	0.650	0.650	NUM
dad-10731	241	111	0.720	0.720	NUM
dad-10731	241	112	0.677	0.677	NUM
dad-10731	241	113	0.748	0.748	NUM
dad-10731	241	114	0.681	0.681	NUM
dad-10731	241	115	0.744	0.744	NUM
dad-10731	241	116	dstc1	dstc1	NOUN
dad-10731	241	117	test	test	NOUN
dad-10731	241	118	2	2	NUM
dad-10731	241	119	accuracy	accuracy	NOUN
dad-10731	241	120	0.546	0.546	NUM
dad-10731	241	121	0.646	0.646	NUM
dad-10731	241	122	0.707	0.707	NUM
dad-10731	241	123	0.683	0.683	NUM
dad-10731	241	124	0.635	0.635	NUM
dad-10731	241	125	0.622	0.622	NUM
dad-10731	241	126	0.790	0.790	NUM
dad-10731	241	127	0.652	0.652	NUM
dad-10731	241	128	0.705	0.705	NUM
dad-10731	241	129	0.834	0.834	NUM
dad-10731	241	130	0.856	0.856	NUM
dad-10731	241	131	0.834	0.834	NUM
dad-10731	241	132	0.865	0.865	NUM
dad-10731	241	133	avgp	avgp	NOUN
dad-10731	241	134	0.573	0.573	NUM
dad-10731	241	135	0.550	0.550	NUM
dad-10731	241	136	0.629	0.629	NUM
dad-10731	241	137	0.684	0.684	NUM
dad-10731	241	138	0.634	0.634	NUM
dad-10731	241	139	0.615	0.615	NUM
dad-10731	241	140	0.714	0.714	NUM
dad-10731	241	141	0.649	0.649	NUM
dad-10731	241	142	0.651	0.651	NUM
dad-10731	241	143	0.824	0.824	NUM
dad-10731	241	144	0.846	0.846	NUM
dad-10731	241	145	0.823	0.823	NUM
dad-10731	241	146	0.842	0.842	NUM
dad-10731	241	147	l2	l2	NOUN
dad-10731	241	148	0.603	0.603	NUM
dad-10731	241	149	0.633	0.633	NUM
dad-10731	241	150	0.503	0.503	NUM
dad-10731	241	151	0.446	0.446	NUM
dad-10731	241	152	0.517	0.517	NUM
dad-10731	241	153	0.535	0.535	NUM
dad-10731	241	154	0.386	0.386	NUM
dad-10731	241	155	0.492	0.492	NUM
dad-10731	241	156	0.476	0.476	NUM
dad-10731	241	157	0.245	0.245	NUM
dad-10731	241	158	0.213	0.213	NUM
dad-10731	241	159	0.247	0.247	NUM
dad-10731	241	160	0.220	0.220	NUM
dad-10731	241	161	mrr	mrr	NOUN
dad-10731	241	162	0.650	0.650	NUM
dad-10731	241	163	0.717	0.717	NUM
dad-10731	241	164	0.792	0.792	NUM
dad-10731	241	165	0.756	0.756	NUM
dad-10731	241	166	0.713	0.713	NUM
dad-10731	241	167	0.722	0.722	NUM
dad-10731	241	168	0.843	0.843	NUM
dad-10731	241	169	0.744	0.744	NUM
dad-10731	241	170	0.797	0.797	NUM
dad-10731	241	171	0.882	0.882	NUM
dad-10731	241	172	0.900	0.900	NUM
dad-10731	241	173	0.879	0.879	NUM
dad-10731	241	174	0.904	0.904	NUM
dad-10731	241	175	roc.v1.eer0.192	roc.v1.eer0.192	PROPN
dad-10731	241	176	0.197	0.197	NUM
dad-10731	241	177	0.394	0.394	NUM
dad-10731	241	178	0.144	0.144	NUM
dad-10731	241	179	0.635	0.635	NUM
dad-10731	241	180	0.212	0.212	NUM
dad-10731	241	181	0.159	0.159	NUM
dad-10731	241	182	0.189	0.189	NUM
dad-10731	241	183	0.219	0.219	NUM
dad-10731	241	184	0.129	0.129	NUM
dad-10731	241	185	0.115	0.115	NUM
dad-10731	241	186	0.124	0.124	NUM
dad-10731	241	187	0.128	0.128	NUM
dad-10731	241	188	roc.v1.05	roc.v1.05	ADJ
dad-10731	241	189	0.431	0.431	NUM
dad-10731	241	190	0.487	0.487	NUM
dad-10731	241	191	0.516	0.516	NUM
dad-10731	241	192	0.452	0.452	NUM
dad-10731	241	193	0.164	0.164	NUM
dad-10731	241	194	0.480	0.480	NUM
dad-10731	241	195	0.660	0.660	NUM
dad-10731	241	196	0.479	0.479	NUM
dad-10731	241	197	0.490	0.490	NUM
dad-10731	241	198	0.761	0.761	NUM
dad-10731	241	199	0.793	0.793	NUM
dad-10731	241	200	0.764	0.764	NUM
dad-10731	241	201	0.786	0.786	NUM
dad-10731	241	202	dstc1	dstc1	NOUN
dad-10731	241	203	test	test	NOUN
dad-10731	241	204	3	3	NUM
dad-10731	241	205	accuracy	accuracy	NOUN
dad-10731	241	206	0.789	0.789	NUM
dad-10731	241	207	0.793	0.793	NUM
dad-10731	241	208	0.843	0.843	NUM
dad-10731	241	209	0.819	0.819	NUM
dad-10731	241	210	0.819	0.819	NUM
dad-10731	241	211	0.779	0.779	NUM
dad-10731	241	212	0.835	0.835	NUM
dad-10731	241	213	0.790	0.790	NUM
dad-10731	241	214	0.847	0.847	NUM
dad-10731	241	215	0.819	0.819	NUM
dad-10731	241	216	0.891	0.891	NUM
dad-10731	241	217	0.823	0.823	NUM
dad-10731	241	218	0.898	0.898	NUM
dad-10731	241	219	avgp	avgp	NOUN
dad-10731	241	220	0.751	0.751	NUM
dad-10731	241	221	0.725	0.725	NUM
dad-10731	241	222	0.757	0.757	NUM
dad-10731	241	223	0.787	0.787	NUM
dad-10731	241	224	0.784	0.784	NUM
dad-10731	241	225	0.701	0.701	NUM
dad-10731	241	226	0.752	0.752	NUM
dad-10731	241	227	0.755	0.755	NUM
dad-10731	241	228	0.740	0.740	NUM
dad-10731	241	229	0.805	0.805	NUM
dad-10731	241	230	0.862	0.862	NUM
dad-10731	241	231	0.809	0.809	NUM
dad-10731	241	232	0.875	0.875	NUM
dad-10731	241	233	l2	l2	NOUN
dad-10731	241	234	0.352	0.352	NUM
dad-10731	241	235	0.369	0.369	NUM
dad-10731	241	236	0.323	0.323	NUM
dad-10731	241	237	0.291	0.291	NUM
dad-10731	241	238	0.295	0.295	NUM
dad-10731	241	239	0.395	0.395	NUM
dad-10731	241	240	0.334	0.334	NUM
dad-10731	241	241	0.337	0.337	NUM
dad-10731	241	242	0.343	0.343	NUM
dad-10731	241	243	0.271	0.271	NUM
dad-10731	241	244	0.189	0.189	NUM
dad-10731	241	245	0.266	0.266	NUM
dad-10731	241	246	0.172	0.172	NUM
dad-10731	241	247	mrr	mrr	NOUN
dad-10731	241	248	0.835	0.835	NUM
dad-10731	241	249	0.851	0.851	NUM
dad-10731	241	250	0.883	0.883	NUM
dad-10731	241	251	0.853	0.853	NUM
dad-10731	241	252	0.853	0.853	NUM
dad-10731	241	253	0.828	0.828	NUM
dad-10731	241	254	0.890	0.890	NUM
dad-10731	241	255	0.841	0.841	NUM
dad-10731	241	256	0.887	0.887	NUM
dad-10731	241	257	0.854	0.854	NUM
dad-10731	241	258	0.919	0.919	NUM
dad-10731	241	259	0.859	0.859	NUM
dad-10731	241	260	0.924	0.924	NUM
dad-10731	241	261	roc.v1.eer0.189	roc.v1.eer0.189	PROPN
dad-10731	241	262	0.164	0.164	NUM
dad-10731	241	263	0.154	0.154	NUM
dad-10731	241	264	0.273	0.273	NUM
dad-10731	241	265	0.124	0.124	NUM
dad-10731	241	266	0.171	0.171	NUM
dad-10731	241	267	0.148	0.148	NUM
dad-10731	241	268	0.119	0.119	NUM
dad-10731	241	269	0.129	0.129	NUM
dad-10731	241	270	0.123	0.123	NUM
dad-10731	241	271	0.101	0.101	NUM
dad-10731	241	272	0.122	0.122	NUM
dad-10731	241	273	0.095	0.095	NUM
dad-10731	241	274	roc.v1.05	roc.v1.05	ADJ
dad-10731	241	275	0.565	0.565	NUM
dad-10731	241	276	0.647	0.647	NUM
dad-10731	241	277	0.681	0.681	NUM
dad-10731	241	278	0.724	0.724	NUM
dad-10731	241	279	0.702	0.702	NUM
dad-10731	241	280	0.623	0.623	NUM
dad-10731	241	281	0.687	0.687	NUM
dad-10731	241	282	0.701	0.701	NUM
dad-10731	241	283	0.738	0.738	NUM
dad-10731	241	284	0.749	0.749	NUM
dad-10731	241	285	0.840	0.840	NUM
dad-10731	241	286	0.752	0.752	NUM
dad-10731	241	287	0.855	0.855	NUM
dad-10731	241	288	5.2	5.2	NUM
dad-10731	241	289	dstc2	dstc2	NOUN
dad-10731	241	290	result	result	VERB
dad-10731	241	291	similar	similar	ADJ
dad-10731	241	292	to	to	ADP
dad-10731	241	293	the	the	DET
dad-10731	241	294	previous	previous	ADJ
dad-10731	241	295	section	section	NOUN
dad-10731	241	296	,	,	PUNCT
dad-10731	241	297	we	we	PRON
dad-10731	241	298	compare	compare	VERB
dad-10731	241	299	our	our	PRON
dad-10731	241	300	tracker	tracker	NOUN
dad-10731	241	301	to	to	ADP
dad-10731	241	302	other	other	ADJ
dad-10731	241	303	trackers	tracker	NOUN
dad-10731	241	304	submitted	submit	VERB
dad-10731	241	305	to	to	ADP
dad-10731	241	306	dstc2	dstc2	NOUN
dad-10731	241	307	.	.	PUNCT
dad-10731	242	1	we	we	PRON
dad-10731	242	2	do	do	AUX
dad-10731	242	3	not	not	PART
dad-10731	242	4	include	include	VERB
dad-10731	242	5	trackers	tracker	NOUN
dad-10731	242	6	that	that	PRON
dad-10731	242	7	additionally	additionally	ADV
dad-10731	242	8	use	use	VERB
dad-10731	242	9	asr	asr	NOUN
dad-10731	242	10	(	(	PUNCT
dad-10731	242	11	automatic	automatic	ADJ
dad-10731	242	12	speech	speech	NOUN
dad-10731	242	13	recognition	recognition	NOUN
dad-10731	242	14	)	)	PUNCT
dad-10731	242	15	information	information	NOUN
dad-10731	242	16	in	in	ADP
dad-10731	242	17	the	the	DET
dad-10731	242	18	comparison	comparison	NOUN
dad-10731	242	19	;	;	PUNCT
dad-10731	242	20	we	we	PRON
dad-10731	242	21	restricted	restrict	VERB
dad-10731	242	22	comparison	comparison	NOUN
dad-10731	242	23	to	to	ADP
dad-10731	242	24	trackers	tracker	NOUN
dad-10731	242	25	that	that	PRON
dad-10731	242	26	only	only	ADV
dad-10731	242	27	used	use	VERB
dad-10731	242	28	nlu	nlu	NOUN
dad-10731	242	29	data	datum	NOUN
dad-10731	242	30	as	as	ADP
dad-10731	242	31	ours	our	NOUN
dad-10731	242	32	for	for	ADP
dad-10731	242	33	fair	fair	ADJ
dad-10731	242	34	comparison	comparison	NOUN
dad-10731	242	35	.	.	PUNCT
dad-10731	243	1	the	the	DET
dad-10731	243	2	following	follow	VERB
dad-10731	243	3	is	be	AUX
dad-10731	243	4	the	the	DET
dad-10731	243	5	summary	summary	NOUN
dad-10731	243	6	description	description	NOUN
dad-10731	243	7	provided	provide	VERB
dad-10731	243	8	by	by	ADP
dad-10731	243	9	the	the	DET
dad-10731	243	10	teams	team	NOUN
dad-10731	243	11	:	:	PUNCT
dad-10731	243	12	•	•	NUM
dad-10731	243	13	team	team	NOUN
dad-10731	243	14	1	1	NUM
dad-10731	243	15	:	:	PUNCT
dad-10731	243	16	linear	linear	ADJ
dad-10731	243	17	-	-	PUNCT
dad-10731	243	18	chain	chain	NOUN
dad-10731	243	19	conditional	conditional	ADJ
dad-10731	243	20	random	random	ADJ
dad-10731	243	21	field	field	NOUN
dad-10731	243	22	(	(	PUNCT
dad-10731	243	23	kim	kim	PROPN
dad-10731	243	24	and	and	CCONJ
dad-10731	243	25	banchs	banch	NOUN
dad-10731	243	26	,	,	PUNCT
dad-10731	243	27	2014	2014	NUM
dad-10731	243	28	)	)	PUNCT
dad-10731	243	29	•	•	NUM
dad-10731	243	30	team	team	NOUN
dad-10731	243	31	4	4	NUM
dad-10731	243	32	:	:	PUNCT
dad-10731	243	33	recurrent	recurrent	ADJ
dad-10731	243	34	neural	neural	ADJ
dad-10731	243	35	network	network	NOUN
dad-10731	243	36	(	(	PUNCT
dad-10731	243	37	henderson	henderson	PROPN
dad-10731	243	38	et	et	PROPN
dad-10731	243	39	al	al	PROPN
dad-10731	243	40	.	.	PROPN
dad-10731	243	41	,	,	PUNCT
dad-10731	243	42	2014b	2014b	NUM
dad-10731	243	43	)	)	PUNCT
dad-10731	243	44	•	•	NUM
dad-10731	243	45	team	team	NOUN
dad-10731	243	46	6	6	NUM
dad-10731	243	47	:	:	PUNCT
dad-10731	243	48	maximum	maximum	ADJ
dad-10731	243	49	-	-	PUNCT
dad-10731	243	50	entropy	entropy	NOUN
dad-10731	243	51	markov	markov	NOUN
dad-10731	243	52	model	model	NOUN
dad-10731	243	53	(	(	PUNCT
dad-10731	243	54	ren	ren	NOUN
dad-10731	243	55	et	et	PROPN
dad-10731	243	56	al	al	PROPN
dad-10731	243	57	.	.	PROPN
dad-10731	243	58	,	,	PUNCT
dad-10731	243	59	2014	2014	NUM
dad-10731	243	60	)	)	PUNCT
dad-10731	243	61	•	•	NUM
dad-10731	243	62	team	team	NOUN
dad-10731	243	63	7	7	NUM
dad-10731	243	64	:	:	PUNCT
dad-10731	243	65	combined	combined	ADJ
dad-10731	243	66	model	model	NOUN
dad-10731	243	67	of	of	ADP
dad-10731	243	68	rule	rule	NOUN
dad-10731	243	69	-	-	PUNCT
dad-10731	243	70	based	base	VERB
dad-10731	243	71	,	,	PUNCT
dad-10731	243	72	maximum	maximum	ADJ
dad-10731	243	73	-	-	PUNCT
dad-10731	243	74	entropy	entropy	NOUN
dad-10731	243	75	and	and	CCONJ
dad-10731	243	76	deep	deep	ADJ
dad-10731	243	77	neural	neural	ADJ
dad-10731	243	78	network	network	NOUN
dad-10731	243	79	(	(	PUNCT
dad-10731	243	80	sun	sun	PROPN
dad-10731	243	81	et	et	PROPN
dad-10731	243	82	al	al	PROPN
dad-10731	243	83	.	.	PROPN
dad-10731	243	84	,	,	PUNCT
dad-10731	243	85	2014	2014	NUM
dad-10731	243	86	)	)	PUNCT
dad-10731	243	87	60	60	NUM
dad-10731	243	88	dialog	dialog	NOUN
dad-10731	243	89	history	history	NOUN
dad-10731	243	90	construction	construction	NOUN
dad-10731	243	91	for	for	ADP
dad-10731	243	92	robust	robust	ADJ
dad-10731	243	93	dialog	dialog	NOUN
dad-10731	243	94	state	state	NOUN
dad-10731	243	95	tracking	tracking	NOUN
dad-10731	243	96	table	table	NOUN
dad-10731	243	97	5	5	NUM
dad-10731	243	98	:	:	PUNCT
dad-10731	243	99	results	result	NOUN
dad-10731	243	100	of	of	ADP
dad-10731	243	101	the	the	DET
dad-10731	243	102	trackers	tracker	NOUN
dad-10731	243	103	of	of	ADP
dad-10731	243	104	dstc2	dstc2	NOUN
dad-10731	243	105	and	and	CCONJ
dad-10731	243	106	our	our	PRON
dad-10731	243	107	tracker	tracker	NOUN
dad-10731	243	108	using	use	VERB
dad-10731	243	109	various	various	ADJ
dad-10731	243	110	models	model	NOUN
dad-10731	243	111	and	and	CCONJ
dad-10731	243	112	optimization	optimization	NOUN
dad-10731	243	113	algorithms	algorithm	NOUN
dad-10731	243	114	,	,	PUNCT
dad-10731	243	115	evaluated	evaluate	VERB
dad-10731	243	116	on	on	ADP
dad-10731	243	117	the	the	DET
dad-10731	243	118	joint	joint	ADJ
dad-10731	243	119	slot	slot	NOUN
dad-10731	243	120	.	.	PUNCT
dad-10731	244	1	the	the	DET
dad-10731	244	2	bold	bold	ADJ
dad-10731	244	3	face	face	NOUN
dad-10731	244	4	denotes	denote	VERB
dad-10731	244	5	top	top	ADJ
dad-10731	244	6	score	score	NOUN
dad-10731	244	7	in	in	ADP
dad-10731	244	8	each	each	DET
dad-10731	244	9	evaluation	evaluation	NOUN
dad-10731	244	10	metric	metric	NOUN
dad-10731	244	11	.	.	PUNCT
dad-10731	245	1	base	base	NOUN
dad-10731	245	2	1	1	NUM
dad-10731	245	3	-	-	SYM
dad-10731	245	4	0	0	NUM
dad-10731	245	5	3	3	NUM
dad-10731	245	6	-	-	SYM
dad-10731	245	7	0	0	NUM
dad-10731	245	8	4	4	NUM
dad-10731	245	9	-	-	SYM
dad-10731	245	10	3	3	NUM
dad-10731	245	11	6	6	NUM
dad-10731	245	12	-	-	SYM
dad-10731	245	13	2	2	NUM
dad-10731	245	14	7	7	NUM
dad-10731	245	15	-	-	SYM
dad-10731	245	16	4	4	NUM
dad-10731	245	17	9	9	NUM
dad-10731	245	18	-	-	SYM
dad-10731	245	19	0	0	NUM
dad-10731	245	20	4	4	NUM
dad-10731	245	21	rep	rep	PROPN
dad-10731	245	22	c	c	PROPN
dad-10731	245	23	sc	sc	PROPN
dad-10731	245	24	lc	lc	PROPN
dad-10731	245	25	lsc	lsc	PROPN
dad-10731	245	26	dstc2	dstc2	PROPN
dad-10731	245	27	test	test	NOUN
dad-10731	245	28	accuracy	accuracy	NOUN
dad-10731	245	29	0.719	0.719	NUM
dad-10731	245	30	0.601	0.601	NUM
dad-10731	245	31	0.729	0.729	NUM
dad-10731	245	32	0.737	0.737	NUM
dad-10731	245	33	0.718	0.718	NUM
dad-10731	245	34	0.735	0.735	NUM
dad-10731	245	35	0.499	0.499	NUM
dad-10731	245	36	0.735	0.735	NUM
dad-10731	245	37	0.703	0.703	NUM
dad-10731	245	38	0.728	0.728	NUM
dad-10731	245	39	0.710	0.710	NUM
dad-10731	245	40	0.741	0.741	NUM
dad-10731	245	41	avgp	avgp	NOUN
dad-10731	245	42	0.678	0.678	NUM
dad-10731	245	43	0.503	0.503	NUM
dad-10731	245	44	0.659	0.659	NUM
dad-10731	245	45	0.636	0.636	NUM
dad-10731	245	46	0.638	0.638	NUM
dad-10731	245	47	0.673	0.673	NUM
dad-10731	245	48	0.522	0.522	NUM
dad-10731	245	49	0.641	0.641	NUM
dad-10731	245	50	0.587	0.587	NUM
dad-10731	245	51	0.662	0.662	NUM
dad-10731	245	52	0.605	0.605	NUM
dad-10731	245	53	0.677	0.677	NUM
dad-10731	245	54	l2	l2	NOUN
dad-10731	245	55	0.464	0.464	NUM
dad-10731	245	56	0.649	0.649	NUM
dad-10731	245	57	0.452	0.452	NUM
dad-10731	245	58	0.406	0.406	NUM
dad-10731	245	59	0.437	0.437	NUM
dad-10731	245	60	0.433	0.433	NUM
dad-10731	245	61	0.760	0.760	NUM
dad-10731	245	62	0.402	0.402	NUM
dad-10731	245	63	0.465	0.465	NUM
dad-10731	245	64	0.408	0.408	NUM
dad-10731	245	65	0.441	0.441	NUM
dad-10731	245	66	0.394	0.394	NUM
dad-10731	245	67	mrr	mrr	NOUN
dad-10731	245	68	0.779	0.779	NUM
dad-10731	245	69	0.661	0.661	NUM
dad-10731	245	70	0.763	0.763	NUM
dad-10731	245	71	0.804	0.804	NUM
dad-10731	245	72	0.772	0.772	NUM
dad-10731	245	73	0.787	0.787	NUM
dad-10731	245	74	0.608	0.608	NUM
dad-10731	245	75	0.801	0.801	NUM
dad-10731	245	76	0.756	0.756	NUM
dad-10731	245	77	0.783	0.783	NUM
dad-10731	245	78	0.780	0.780	NUM
dad-10731	245	79	0.809	0.809	NUM
dad-10731	245	80	roc.v1.eer0.332	roc.v1.eer0.332	NOUN
dad-10731	245	81	0.096	0.096	NUM
dad-10731	245	82	0.320	0.320	NUM
dad-10731	245	83	0.461	0.461	NUM
dad-10731	245	84	0.432	0.432	NUM
dad-10731	245	85	0.349	0.349	NUM
dad-10731	245	86	0.313	0.313	NUM
dad-10731	245	87	0.323	0.323	NUM
dad-10731	245	88	0.327	0.327	NUM
dad-10731	245	89	0.352	0.352	NUM
dad-10731	245	90	0.346	0.346	NUM
dad-10731	245	91	0.331	0.331	NUM
dad-10731	245	92	roc.v1.05	roc.v1.05	NOUN
dad-10731	245	93	0.256	0.256	NUM
dad-10731	245	94	0.382	0.382	NUM
dad-10731	245	95	0.249	0.249	NUM
dad-10731	245	96	0.208	0.208	NUM
dad-10731	245	97	0.226	0.226	NUM
dad-10731	245	98	0.243	0.243	NUM
dad-10731	245	99	0.000	0.000	NUM
dad-10731	245	100	0.223	0.223	NUM
dad-10731	245	101	0.245	0.245	NUM
dad-10731	245	102	0.251	0.251	NUM
dad-10731	245	103	0.236	0.236	NUM
dad-10731	245	104	0.285	0.285	NUM
dad-10731	245	105	evaluation	evaluation	NOUN
dad-10731	245	106	is	be	AUX
dad-10731	245	107	taken	take	VERB
dad-10731	245	108	over	over	ADP
dad-10731	245	109	the	the	DET
dad-10731	245	110	joint	joint	ADJ
dad-10731	245	111	slot5	slot5	NOUN
dad-10731	245	112	,	,	PUNCT
dad-10731	245	113	which	which	PRON
dad-10731	245	114	was	be	AUX
dad-10731	245	115	the	the	DET
dad-10731	245	116	featured	feature	VERB
dad-10731	245	117	metric	metric	NOUN
dad-10731	245	118	in	in	ADP
dad-10731	245	119	dstc2	dstc2	PROPN
dad-10731	245	120	,	,	PUNCT
dad-10731	245	121	that	that	PRON
dad-10731	245	122	checks	check	VERB
dad-10731	245	123	the	the	DET
dad-10731	245	124	joint	joint	ADJ
dad-10731	245	125	correctness	correctness	NOUN
dad-10731	245	126	of	of	ADP
dad-10731	245	127	every	every	DET
dad-10731	245	128	goal	goal	NOUN
dad-10731	245	129	slot	slot	NOUN
dad-10731	245	130	.	.	PUNCT
dad-10731	246	1	lstm	lstm	NOUN
dad-10731	246	2	parameter	parameter	PROPN
dad-10731	246	3	configuration	configuration	NOUN
dad-10731	246	4	identical	identical	ADJ
dad-10731	246	5	to	to	PART
dad-10731	246	6	dstc1	dstc1	PROPN
dad-10731	246	7	experiment	experiment	NOUN
dad-10731	246	8	was	be	AUX
dad-10731	246	9	also	also	ADV
dad-10731	246	10	used	use	VERB
dad-10731	246	11	for	for	ADP
dad-10731	246	12	this	this	DET
dad-10731	246	13	experiment	experiment	NOUN
dad-10731	246	14	.	.	PUNCT
dad-10731	247	1	since	since	SCONJ
dad-10731	247	2	this	this	PRON
dad-10731	247	3	is	be	AUX
dad-10731	247	4	a	a	DET
dad-10731	247	5	complex	complex	ADJ
dad-10731	247	6	dialog	dialog	NOUN
dad-10731	247	7	similar	similar	ADJ
dad-10731	247	8	to	to	ADP
dad-10731	247	9	test3	test3	PROPN
dad-10731	247	10	dataset	dataset	VERB
dad-10731	247	11	in	in	ADP
dad-10731	247	12	dstc1	dstc1	PROPN
dad-10731	247	13	,	,	PUNCT
dad-10731	247	14	the	the	DET
dad-10731	247	15	initialization	initialization	NOUN
dad-10731	247	16	with	with	ADP
dad-10731	247	17	simple	simple	ADJ
dad-10731	247	18	gradient	gradient	NOUN
dad-10731	247	19	showed	show	VERB
dad-10731	247	20	a	a	DET
dad-10731	247	21	significant	significant	ADJ
dad-10731	247	22	performance	performance	NOUN
dad-10731	247	23	improvement	improvement	NOUN
dad-10731	247	24	in	in	ADP
dad-10731	247	25	both	both	DET
dad-10731	247	26	models	model	NOUN
dad-10731	247	27	,	,	PUNCT
dad-10731	247	28	with	with	ADP
dad-10731	247	29	and	and	CCONJ
dad-10731	247	30	without	without	ADP
dad-10731	247	31	lstms	lstms	NOUN
dad-10731	247	32	.	.	PUNCT
dad-10731	248	1	on	on	ADP
dad-10731	248	2	the	the	DET
dad-10731	248	3	other	other	ADJ
dad-10731	248	4	hand	hand	NOUN
dad-10731	248	5	,	,	PUNCT
dad-10731	248	6	lstm	lstm	NOUN
dad-10731	248	7	yielded	yield	VERB
dad-10731	248	8	additional	additional	ADJ
dad-10731	248	9	significant	significant	ADJ
dad-10731	248	10	performance	performance	NOUN
dad-10731	248	11	improvement	improvement	NOUN
dad-10731	248	12	than	than	ADP
dad-10731	248	13	in	in	ADP
dad-10731	248	14	dstc1	dstc1	ADJ
dad-10731	248	15	datasets	dataset	NOUN
dad-10731	248	16	,	,	PUNCT
dad-10731	248	17	successfully	successfully	ADV
dad-10731	248	18	capturing	capture	VERB
dad-10731	248	19	more	more	ADJ
dad-10731	248	20	complex	complex	ADJ
dad-10731	248	21	dependencies	dependency	NOUN
dad-10731	248	22	over	over	ADP
dad-10731	248	23	dialog	dialog	NOUN
dad-10731	248	24	turns	turn	NOUN
dad-10731	248	25	.	.	PUNCT
dad-10731	249	1	while	while	SCONJ
dad-10731	249	2	c	c	X
dad-10731	249	3	,	,	PUNCT
dad-10731	249	4	sc	sc	PROPN
dad-10731	249	5	,	,	PUNCT
dad-10731	249	6	lc	lc	PROPN
dad-10731	249	7	yielded	yield	VERB
dad-10731	249	8	competitive	competitive	ADJ
dad-10731	249	9	scores	score	NOUN
dad-10731	249	10	with	with	ADP
dad-10731	249	11	other	other	ADJ
dad-10731	249	12	teams	team	NOUN
dad-10731	249	13	,	,	PUNCT
dad-10731	249	14	lsc	lsc	PROPN
dad-10731	249	15	scored	score	VERB
dad-10731	249	16	the	the	DET
dad-10731	249	17	highest	high	ADJ
dad-10731	249	18	among	among	ADP
dad-10731	249	19	the	the	DET
dad-10731	249	20	trackers	tracker	NOUN
dad-10731	249	21	using	use	VERB
dad-10731	249	22	slu	slu	NOUN
dad-10731	249	23	.	.	PUNCT
dad-10731	250	1	note	note	VERB
dad-10731	250	2	that	that	SCONJ
dad-10731	250	3	team	team	NOUN
dad-10731	250	4	4	4	NUM
dad-10731	250	5	by	by	ADP
dad-10731	250	6	henderson	henderson	PROPN
dad-10731	250	7	et	et	PROPN
dad-10731	250	8	al	al	PROPN
dad-10731	250	9	.	.	PROPN
dad-10731	251	1	(	(	PUNCT
dad-10731	251	2	2014b	2014b	NUM
dad-10731	251	3	)	)	PUNCT
dad-10731	251	4	adopted	adopt	VERB
dad-10731	251	5	a	a	DET
dad-10731	251	6	recurrent	recurrent	ADJ
dad-10731	251	7	neural	neural	ADJ
dad-10731	251	8	network	network	NOUN
dad-10731	251	9	and	and	CCONJ
dad-10731	251	10	results	result	VERB
dad-10731	251	11	a	a	DET
dad-10731	251	12	very	very	ADV
dad-10731	251	13	similar	similar	ADJ
dad-10731	251	14	scores	score	NOUN
dad-10731	251	15	(	(	PUNCT
dad-10731	251	16	0.737↔0.741	0.737↔0.741	NUM
dad-10731	251	17	)	)	PUNCT
dad-10731	251	18	.	.	PUNCT
dad-10731	252	1	for	for	ADP
dad-10731	252	2	a	a	DET
dad-10731	252	3	detailed	detailed	ADJ
dad-10731	252	4	comparison	comparison	NOUN
dad-10731	252	5	,	,	PUNCT
dad-10731	252	6	we	we	PRON
dad-10731	252	7	replicated	replicate	VERB
dad-10731	252	8	the	the	DET
dad-10731	252	9	work	work	NOUN
dad-10731	252	10	of	of	ADP
dad-10731	252	11	team	team	NOUN
dad-10731	252	12	4	4	NUM
dad-10731	252	13	referring	refer	VERB
dad-10731	252	14	to	to	ADP
dad-10731	252	15	the	the	DET
dad-10731	252	16	description	description	NOUN
dad-10731	252	17	in	in	ADP
dad-10731	252	18	the	the	DET
dad-10731	252	19	henderson	henderson	PROPN
dad-10731	252	20	’s	’s	PART
dad-10731	252	21	thesis	thesis	NOUN
dad-10731	252	22	(	(	PUNCT
dad-10731	252	23	henderson	henderson	PROPN
dad-10731	252	24	,	,	PUNCT
dad-10731	252	25	2015	2015	NUM
dad-10731	252	26	)	)	PUNCT
dad-10731	252	27	,	,	PUNCT
dad-10731	252	28	and	and	CCONJ
dad-10731	252	29	presented	present	VERB
dad-10731	252	30	above	above	ADV
dad-10731	252	31	as	as	ADP
dad-10731	252	32	4	4	NUM
dad-10731	252	33	rep	rep	NOUN
dad-10731	252	34	.	.	PROPN
dad-10731	253	1	it	it	PRON
dad-10731	253	2	can	can	AUX
dad-10731	253	3	be	be	AUX
dad-10731	253	4	seen	see	VERB
dad-10731	253	5	that	that	SCONJ
dad-10731	253	6	4	4	NUM
dad-10731	253	7	rep	rep	NOUN
dad-10731	253	8	is	be	AUX
dad-10731	253	9	also	also	ADV
dad-10731	253	10	achieving	achieve	VERB
dad-10731	253	11	a	a	DET
dad-10731	253	12	very	very	ADV
dad-10731	253	13	similar	similar	ADJ
dad-10731	253	14	score	score	NOUN
dad-10731	253	15	,	,	PUNCT
dad-10731	253	16	and	and	CCONJ
dad-10731	253	17	the	the	DET
dad-10731	253	18	differences	difference	NOUN
dad-10731	253	19	in	in	ADP
dad-10731	253	20	three	three	NUM
dad-10731	253	21	systems(4	systems(4	NOUN
dad-10731	253	22	-	-	PUNCT
dad-10731	253	23	3	3	NUM
dad-10731	253	24	,	,	PUNCT
dad-10731	253	25	4	4	NUM
dad-10731	253	26	rep	rep	NOUN
dad-10731	253	27	,	,	PUNCT
dad-10731	253	28	and	and	CCONJ
dad-10731	253	29	lsc	lsc	PROPN
dad-10731	253	30	)	)	PUNCT
dad-10731	253	31	do	do	AUX
dad-10731	253	32	not	not	PART
dad-10731	253	33	seem	seem	VERB
dad-10731	253	34	significant	significant	ADJ
dad-10731	253	35	if	if	SCONJ
dad-10731	253	36	the	the	DET
dad-10731	253	37	randomness	randomness	NOUN
dad-10731	253	38	of	of	ADP
dad-10731	253	39	the	the	DET
dad-10731	253	40	learning	learning	NOUN
dad-10731	253	41	algorithm	algorithm	NOUN
dad-10731	253	42	is	be	AUX
dad-10731	253	43	considered	consider	VERB
dad-10731	253	44	.	.	PUNCT
dad-10731	254	1	however	however	ADV
dad-10731	254	2	,	,	PUNCT
dad-10731	254	3	we	we	PRON
dad-10731	254	4	found	find	VERB
dad-10731	254	5	out	out	ADP
dad-10731	254	6	that	that	SCONJ
dad-10731	254	7	our	our	PRON
dad-10731	254	8	system	system	NOUN
dad-10731	254	9	requires	require	VERB
dad-10731	254	10	much	much	ADV
dad-10731	254	11	less	less	ADV
dad-10731	254	12	computational	computational	ADJ
dad-10731	254	13	cost	cost	NOUN
dad-10731	254	14	when	when	SCONJ
dad-10731	254	15	compared	compare	VERB
dad-10731	254	16	to	to	ADP
dad-10731	254	17	the	the	DET
dad-10731	254	18	replicated	replicate	VERB
dad-10731	254	19	system	system	NOUN
dad-10731	254	20	.	.	PUNCT
dad-10731	255	1	the	the	DET
dad-10731	255	2	model	model	NOUN
dad-10731	255	3	itself	itself	PRON
dad-10731	255	4	used	use	VERB
dad-10731	255	5	ten	ten	NUM
dad-10731	255	6	times	time	NOUN
dad-10731	255	7	smaller	small	ADJ
dad-10731	255	8	number	number	NOUN
dad-10731	255	9	of	of	ADP
dad-10731	255	10	parameters	parameter	NOUN
dad-10731	255	11	(	(	PUNCT
dad-10731	255	12	3	3	NUM
dad-10731	255	13	×	×	NOUN
dad-10731	255	14	105	105	NUM
dad-10731	255	15	parameters	parameter	NOUN
dad-10731	255	16	used	use	VERB
dad-10731	255	17	for	for	ADP
dad-10731	255	18	4	4	NUM
dad-10731	255	19	rep	rep	NOUN
dad-10731	255	20	while	while	SCONJ
dad-10731	255	21	3	3	NUM
dad-10731	255	22	×	×	NOUN
dad-10731	255	23	104	104	NUM
dad-10731	255	24	parameters	parameter	NOUN
dad-10731	255	25	used	use	VERB
dad-10731	255	26	for	for	ADP
dad-10731	255	27	lsc	lsc	PROPN
dad-10731	255	28	)	)	PUNCT
dad-10731	255	29	to	to	PART
dad-10731	255	30	achieve	achieve	VERB
dad-10731	255	31	similar	similar	ADJ
dad-10731	255	32	or	or	CCONJ
dad-10731	255	33	better	well	ADJ
dad-10731	255	34	performance	performance	NOUN
dad-10731	255	35	due	due	ADP
dad-10731	255	36	to	to	ADP
dad-10731	255	37	the	the	DET
dad-10731	255	38	careful	careful	ADJ
dad-10731	255	39	choice	choice	NOUN
dad-10731	255	40	of	of	ADP
dad-10731	255	41	component	component	NOUN
dad-10731	255	42	probability	probability	NOUN
dad-10731	255	43	models	model	NOUN
dad-10731	255	44	,	,	PUNCT
dad-10731	255	45	encoding	encode	VERB
dad-10731	255	46	prior	prior	ADJ
dad-10731	255	47	knowledge	knowledge	NOUN
dad-10731	255	48	.	.	PUNCT
dad-10731	256	1	6	6	NUM
dad-10731	256	2	.	.	X
dad-10731	256	3	conclusion	conclusion	NOUN
dad-10731	256	4	and	and	CCONJ
dad-10731	256	5	discussion	discussion	NOUN
dad-10731	256	6	in	in	ADP
dad-10731	256	7	this	this	DET
dad-10731	256	8	paper	paper	NOUN
dad-10731	256	9	,	,	PUNCT
dad-10731	256	10	we	we	PRON
dad-10731	256	11	proposed	propose	VERB
dad-10731	256	12	a	a	DET
dad-10731	256	13	robust	robust	ADJ
dad-10731	256	14	generative	generative	ADJ
dad-10731	256	15	dialog	dialog	NOUN
dad-10731	256	16	state	state	NOUN
dad-10731	256	17	tracker	tracker	NOUN
dad-10731	256	18	by	by	ADP
dad-10731	256	19	using	use	VERB
dad-10731	256	20	long	long	ADJ
dad-10731	256	21	-	-	PUNCT
dad-10731	256	22	short	short	ADJ
dad-10731	256	23	term	term	NOUN
dad-10731	256	24	memory	memory	NOUN
dad-10731	256	25	(	(	PUNCT
dad-10731	256	26	lstm	lstm	NOUN
dad-10731	256	27	)	)	PUNCT
dad-10731	256	28	for	for	ADP
dad-10731	256	29	the	the	DET
dad-10731	256	30	dialog	dialog	NOUN
dad-10731	256	31	history	history	NOUN
dad-10731	256	32	.	.	PUNCT
dad-10731	257	1	based	base	VERB
dad-10731	257	2	on	on	ADP
dad-10731	257	3	the	the	DET
dad-10731	257	4	bayesian	bayesian	NOUN
dad-10731	257	5	filtering	filtering	NOUN
dad-10731	257	6	in	in	ADP
dad-10731	257	7	the	the	DET
dad-10731	257	8	sds	sds	NOUN
dad-10731	257	9	-	-	PUNCT
dad-10731	257	10	pomdp	pomdp	NOUN
dad-10731	257	11	framework	framework	NOUN
dad-10731	257	12	,	,	PUNCT
dad-10731	257	13	we	we	PRON
dad-10731	257	14	designed	design	VERB
dad-10731	257	15	each	each	DET
dad-10731	257	16	component	component	NOUN
dad-10731	257	17	probability	probability	NOUN
dad-10731	257	18	model	model	NOUN
dad-10731	257	19	to	to	PART
dad-10731	257	20	capture	capture	VERB
dad-10731	257	21	important	important	ADJ
dad-10731	257	22	dependencies	dependency	NOUN
dad-10731	257	23	in	in	ADP
dad-10731	257	24	dialog	dialog	NOUN
dad-10731	257	25	state	state	NOUN
dad-10731	257	26	tracking	tracking	NOUN
dad-10731	257	27	.	.	PUNCT
dad-10731	258	1	lstm	lstm	NOUN
dad-10731	258	2	is	be	AUX
dad-10731	258	3	used	use	VERB
dad-10731	258	4	for	for	ADP
dad-10731	258	5	user	user	NOUN
dad-10731	258	6	action	action	NOUN
dad-10731	258	7	model	model	NOUN
dad-10731	258	8	,	,	PUNCT
dad-10731	258	9	aimed	aim	VERB
dad-10731	258	10	at	at	ADP
dad-10731	258	11	learning	learn	VERB
dad-10731	258	12	complex	complex	ADJ
dad-10731	258	13	system	system	NOUN
dad-10731	258	14	-	-	PUNCT
dad-10731	258	15	user	user	NOUN
dad-10731	258	16	action	action	NOUN
dad-10731	258	17	dependencies	dependency	NOUN
dad-10731	258	18	over	over	ADP
dad-10731	258	19	time	time	NOUN
dad-10731	258	20	,	,	PUNCT
dad-10731	258	21	and	and	CCONJ
dad-10731	258	22	has	have	AUX
dad-10731	258	23	exhibited	exhibit	VERB
dad-10731	258	24	its	its	PRON
dad-10731	258	25	performance	performance	NOUN
dad-10731	258	26	improvment	improvment	NOUN
dad-10731	258	27	in	in	ADP
dad-10731	258	28	complex	complex	ADJ
dad-10731	258	29	domains	domain	NOUN
dad-10731	258	30	where	where	SCONJ
dad-10731	258	31	bookkeeping	bookkeeping	NOUN
dad-10731	258	32	of	of	ADP
dad-10731	258	33	important	important	ADJ
dad-10731	258	34	dialog	dialog	NOUN
dad-10731	258	35	aspects	aspect	NOUN
dad-10731	258	36	is	be	AUX
dad-10731	258	37	important	important	ADJ
dad-10731	258	38	for	for	ADP
dad-10731	258	39	accurate	accurate	ADJ
dad-10731	258	40	tracking	tracking	NOUN
dad-10731	258	41	.	.	PUNCT
dad-10731	259	1	we	we	PRON
dad-10731	259	2	also	also	ADV
dad-10731	259	3	proposed	propose	VERB
dad-10731	259	4	the	the	DET
dad-10731	259	5	two	two	NUM
dad-10731	259	6	-	-	PUNCT
dad-10731	259	7	step	step	NOUN
dad-10731	259	8	optimization	optimization	NOUN
dad-10731	259	9	algorithm	algorithm	NOUN
dad-10731	259	10	that	that	PRON
dad-10731	259	11	optimizes	optimize	VERB
dad-10731	259	12	the	the	DET
dad-10731	259	13	tracker	tracker	NOUN
dad-10731	259	14	.	.	PUNCT
dad-10731	260	1	the	the	DET
dad-10731	260	2	performance	performance	NOUN
dad-10731	260	3	of	of	ADP
dad-10731	260	4	a	a	DET
dad-10731	260	5	local	local	ADJ
dad-10731	260	6	optimization	optimization	NOUN
dad-10731	260	7	algorithm	algorithm	NOUN
dad-10731	260	8	used	use	VERB
dad-10731	260	9	to	to	PART
dad-10731	260	10	train	train	VERB
dad-10731	260	11	the	the	DET
dad-10731	260	12	tracker	tracker	NOUN
dad-10731	260	13	was	be	AUX
dad-10731	260	14	highly	highly	ADV
dad-10731	260	15	dependent	dependent	ADJ
dad-10731	260	16	on	on	ADP
dad-10731	260	17	the	the	DET
dad-10731	260	18	initial	initial	ADJ
dad-10731	260	19	5	5	NUM
dad-10731	260	20	.	.	PUNCT
dad-10731	261	1	the	the	DET
dad-10731	261	2	performance	performance	NOUN
dad-10731	261	3	gain	gain	NOUN
dad-10731	261	4	between	between	ADP
dad-10731	261	5	trackers	tracker	NOUN
dad-10731	261	6	hence	hence	ADV
dad-10731	261	7	can	can	AUX
dad-10731	261	8	not	not	PART
dad-10731	261	9	be	be	AUX
dad-10731	261	10	directly	directly	ADV
dad-10731	261	11	compared	compare	VERB
dad-10731	261	12	with	with	ADP
dad-10731	261	13	the	the	DET
dad-10731	261	14	gains	gain	NOUN
dad-10731	261	15	from	from	ADP
dad-10731	261	16	dstc1	dstc1	PROPN
dad-10731	261	17	.	.	PUNCT
dad-10731	262	1	it	it	PRON
dad-10731	262	2	is	be	AUX
dad-10731	262	3	harder	hard	ADJ
dad-10731	262	4	to	to	PART
dad-10731	262	5	get	get	VERB
dad-10731	262	6	better	well	ADJ
dad-10731	262	7	score	score	NOUN
dad-10731	262	8	in	in	ADP
dad-10731	262	9	joint	joint	ADJ
dad-10731	262	10	slot	slot	NOUN
dad-10731	262	11	than	than	ADP
dad-10731	262	12	the	the	DET
dad-10731	262	13	averaged	average	VERB
dad-10731	262	14	score	score	NOUN
dad-10731	262	15	on	on	ADP
dad-10731	262	16	individual	individual	ADJ
dad-10731	262	17	slots	slot	NOUN
dad-10731	262	18	.	.	PUNCT
dad-10731	263	1	61	61	NUM
dad-10731	263	2	byung	byung	PROPN
dad-10731	263	3	-	-	PUNCT
dad-10731	263	4	jun	jun	PROPN
dad-10731	263	5	lee	lee	PROPN
dad-10731	263	6	and	and	CCONJ
dad-10731	263	7	kee	kee	PROPN
dad-10731	263	8	-	-	PUNCT
dad-10731	263	9	eung	eung	PROPN
dad-10731	263	10	kim	kim	PROPN
dad-10731	263	11	solution	solution	NOUN
dad-10731	263	12	,	,	PUNCT
dad-10731	263	13	as	as	SCONJ
dad-10731	263	14	the	the	DET
dad-10731	263	15	objective	objective	ADJ
dad-10731	263	16	function	function	NOUN
dad-10731	263	17	is	be	AUX
dad-10731	263	18	highly	highly	ADV
dad-10731	263	19	nonlinear	nonlinear	ADJ
dad-10731	263	20	in	in	ADP
dad-10731	263	21	the	the	DET
dad-10731	263	22	parameter	parameter	NOUN
dad-10731	263	23	space	space	NOUN
dad-10731	263	24	.	.	PUNCT
dad-10731	264	1	we	we	PRON
dad-10731	264	2	therefore	therefore	ADV
dad-10731	264	3	introduced	introduce	VERB
dad-10731	264	4	a	a	DET
dad-10731	264	5	preliminary	preliminary	ADJ
dad-10731	264	6	optimization	optimization	NOUN
dad-10731	264	7	stage	stage	NOUN
dad-10731	264	8	where	where	SCONJ
dad-10731	264	9	we	we	PRON
dad-10731	264	10	use	use	VERB
dad-10731	264	11	the	the	DET
dad-10731	264	12	gradient	gradient	ADJ
dad-10731	264	13	descent	descent	NOUN
dad-10731	264	14	with	with	ADP
dad-10731	264	15	approximated	approximate	VERB
dad-10731	264	16	gradients	gradient	NOUN
dad-10731	264	17	calculated	calculate	VERB
dad-10731	264	18	by	by	ADP
dad-10731	264	19	ignoring	ignore	VERB
dad-10731	264	20	the	the	DET
dad-10731	264	21	dependencies	dependency	NOUN
dad-10731	264	22	over	over	ADP
dad-10731	264	23	time	time	NOUN
dad-10731	264	24	steps	step	NOUN
dad-10731	264	25	.	.	PUNCT
dad-10731	265	1	the	the	DET
dad-10731	265	2	solution	solution	NOUN
dad-10731	265	3	from	from	ADP
dad-10731	265	4	the	the	DET
dad-10731	265	5	preliminary	preliminary	ADJ
dad-10731	265	6	optimization	optimization	NOUN
dad-10731	265	7	was	be	AUX
dad-10731	265	8	used	use	VERB
dad-10731	265	9	as	as	ADP
dad-10731	265	10	the	the	DET
dad-10731	265	11	initial	initial	ADJ
dad-10731	265	12	solution	solution	NOUN
dad-10731	265	13	for	for	ADP
dad-10731	265	14	the	the	DET
dad-10731	265	15	second	second	ADJ
dad-10731	265	16	stage	stage	NOUN
dad-10731	265	17	,	,	PUNCT
dad-10731	265	18	where	where	SCONJ
dad-10731	265	19	we	we	PRON
dad-10731	265	20	calculated	calculate	VERB
dad-10731	265	21	the	the	DET
dad-10731	265	22	exact	exact	ADJ
dad-10731	265	23	gradients	gradient	NOUN
dad-10731	265	24	by	by	ADP
dad-10731	265	25	dynamic	dynamic	ADJ
dad-10731	265	26	programming	programming	NOUN
dad-10731	265	27	.	.	PUNCT
dad-10731	266	1	this	this	DET
dad-10731	266	2	two	two	NUM
dad-10731	266	3	-	-	PUNCT
dad-10731	266	4	step	step	NOUN
dad-10731	266	5	algorithm	algorithm	NOUN
dad-10731	266	6	consistently	consistently	ADV
dad-10731	266	7	improved	improve	VERB
dad-10731	266	8	the	the	DET
dad-10731	266	9	performance	performance	NOUN
dad-10731	266	10	over	over	ADP
dad-10731	266	11	single	single	ADJ
dad-10731	266	12	-	-	PUNCT
dad-10731	266	13	step	step	NOUN
dad-10731	266	14	optimization	optimization	NOUN
dad-10731	266	15	approach	approach	NOUN
dad-10731	266	16	with	with	ADP
dad-10731	266	17	exact	exact	ADJ
dad-10731	266	18	gradient	gradient	NOUN
dad-10731	266	19	and	and	CCONJ
dad-10731	266	20	random	random	ADJ
dad-10731	266	21	initial	initial	ADJ
dad-10731	266	22	solution	solution	NOUN
dad-10731	266	23	.	.	PUNCT
dad-10731	267	1	we	we	PRON
dad-10731	267	2	have	have	AUX
dad-10731	267	3	demonstrated	demonstrate	VERB
dad-10731	267	4	the	the	DET
dad-10731	267	5	performance	performance	NOUN
dad-10731	267	6	of	of	ADP
dad-10731	267	7	the	the	DET
dad-10731	267	8	tracker	tracker	NOUN
dad-10731	267	9	and	and	CCONJ
dad-10731	267	10	the	the	DET
dad-10731	267	11	effectiveness	effectiveness	NOUN
dad-10731	267	12	of	of	ADP
dad-10731	267	13	the	the	DET
dad-10731	267	14	optimization	optimization	NOUN
dad-10731	267	15	algorithm	algorithm	NOUN
dad-10731	267	16	by	by	ADP
dad-10731	267	17	comparing	compare	VERB
dad-10731	267	18	to	to	ADP
dad-10731	267	19	the	the	DET
dad-10731	267	20	state	state	NOUN
dad-10731	267	21	-	-	PUNCT
dad-10731	267	22	of	of	ADP
dad-10731	267	23	-	-	PUNCT
dad-10731	267	24	the	the	DET
dad-10731	267	25	-	-	PUNCT
dad-10731	267	26	art	art	NOUN
dad-10731	267	27	trackers	tracker	NOUN
dad-10731	267	28	submitted	submit	VERB
dad-10731	267	29	to	to	ADP
dad-10731	267	30	dialog	dialog	NOUN
dad-10731	267	31	state	state	NOUN
dad-10731	267	32	tracking	tracking	NOUN
dad-10731	267	33	challenges	challenge	NOUN
dad-10731	267	34	1	1	NUM
dad-10731	267	35	and	and	CCONJ
dad-10731	267	36	2	2	NUM
dad-10731	267	37	.	.	X
dad-10731	268	1	acknowledgments	acknowledgment	NOUN
dad-10731	268	2	this	this	DET
dad-10731	268	3	work	work	NOUN
dad-10731	268	4	was	be	AUX
dad-10731	268	5	partly	partly	ADV
dad-10731	268	6	supported	support	VERB
dad-10731	268	7	by	by	ADP
dad-10731	268	8	the	the	DET
dad-10731	268	9	ict	ict	PROPN
dad-10731	268	10	r&d	r&d	NOUN
dad-10731	268	11	program	program	NOUN
dad-10731	268	12	of	of	ADP
dad-10731	268	13	msip	msip	NOUN
dad-10731	268	14	/	/	SYM
dad-10731	268	15	iitp	iitp	NOUN
dad-10731	268	16	[	[	X
dad-10731	268	17	14	14	NUM
dad-10731	268	18	-	-	SYM
dad-10731	268	19	824	824	NUM
dad-10731	268	20	-	-	PUNCT
dad-10731	268	21	09	09	NUM
dad-10731	268	22	-	-	PUNCT
dad-10731	268	23	014	014	NUM
dad-10731	268	24	,	,	PUNCT
dad-10731	268	25	basic	basic	ADJ
dad-10731	268	26	software	software	NOUN
dad-10731	268	27	research	research	NOUN
dad-10731	268	28	in	in	ADP
dad-10731	268	29	human	human	ADJ
dad-10731	268	30	-	-	PUNCT
dad-10731	268	31	level	level	NOUN
dad-10731	268	32	lifelong	lifelong	ADJ
dad-10731	268	33	machine	machine	NOUN
dad-10731	268	34	learning	learning	NOUN
dad-10731	268	35	(	(	PUNCT
dad-10731	268	36	machine	machine	NOUN
dad-10731	268	37	learning	learning	NOUN
dad-10731	268	38	center	center	NOUN
dad-10731	268	39	)	)	PUNCT
dad-10731	268	40	]	]	PUNCT
dad-10731	268	41	and	and	CCONJ
dad-10731	268	42	national	national	PROPN
dad-10731	268	43	research	research	PROPN
dad-10731	268	44	foundation	foundation	PROPN
dad-10731	268	45	of	of	ADP
dad-10731	268	46	korea	korea	PROPN
dad-10731	268	47	(	(	PUNCT
dad-10731	268	48	grant	grant	PROPN
dad-10731	268	49	#	#	NOUN
dad-10731	268	50	2012	2012	NUM
dad-10731	268	51	-	-	SYM
dad-10731	268	52	007881	007881	NUM
dad-10731	268	53	)	)	PUNCT
dad-10731	268	54	.	.	PUNCT
dad-10731	269	1	references	reference	NOUN
dad-10731	269	2	yoshua	yoshua	PROPN
dad-10731	269	3	bengio	bengio	PROPN
dad-10731	269	4	,	,	PUNCT
dad-10731	269	5	patrice	patrice	PROPN
dad-10731	269	6	simard	simard	PROPN
dad-10731	269	7	,	,	PUNCT
dad-10731	269	8	and	and	CCONJ
dad-10731	269	9	paolo	paolo	NOUN
dad-10731	269	10	frasconi	frasconi	NOUN
dad-10731	269	11	.	.	PUNCT
dad-10731	270	1	learning	learn	VERB
dad-10731	270	2	long	long	ADJ
dad-10731	270	3	-	-	PUNCT
dad-10731	270	4	term	term	NOUN
dad-10731	270	5	dependencies	dependency	NOUN
dad-10731	270	6	with	with	ADP
dad-10731	270	7	gradient	gradient	ADJ
dad-10731	270	8	descent	descent	NOUN
dad-10731	270	9	is	be	AUX
dad-10731	270	10	difficult	difficult	ADJ
dad-10731	270	11	.	.	PUNCT
dad-10731	271	1	neural	neural	ADJ
dad-10731	271	2	networks	network	NOUN
dad-10731	271	3	,	,	PUNCT
dad-10731	271	4	ieee	ieee	NOUN
dad-10731	271	5	transactions	transaction	NOUN
dad-10731	271	6	on	on	ADP
dad-10731	271	7	,	,	PUNCT
dad-10731	271	8	5(2):157–166	5(2):157–166	NUM
dad-10731	271	9	,	,	PUNCT
dad-10731	271	10	1994	1994	NUM
dad-10731	271	11	.	.	PUNCT
dad-10731	272	1	lucie	lucie	PROPN
dad-10731	272	2	daubigney	daubigney	PROPN
dad-10731	272	3	,	,	PUNCT
dad-10731	272	4	matthieu	matthieu	PROPN
dad-10731	272	5	geist	geist	PROPN
dad-10731	272	6	,	,	PUNCT
dad-10731	272	7	senthilkumar	senthilkumar	PROPN
dad-10731	272	8	chandramohan	chandramohan	NOUN
dad-10731	272	9	,	,	PUNCT
dad-10731	272	10	and	and	CCONJ
dad-10731	272	11	olivier	olivier	PROPN
dad-10731	272	12	pietquin	pietquin	PROPN
dad-10731	272	13	.	.	PUNCT
dad-10731	273	1	a	a	DET
dad-10731	273	2	comprehensive	comprehensive	ADJ
dad-10731	273	3	reinforcement	reinforcement	NOUN
dad-10731	273	4	learning	learning	NOUN
dad-10731	273	5	framework	framework	NOUN
dad-10731	273	6	for	for	ADP
dad-10731	273	7	dialogue	dialogue	NOUN
dad-10731	273	8	management	management	NOUN
dad-10731	273	9	optimization	optimization	NOUN
dad-10731	273	10	.	.	PUNCT
dad-10731	274	1	selected	select	VERB
dad-10731	274	2	topics	topic	NOUN
dad-10731	274	3	in	in	ADP
dad-10731	274	4	signal	signal	ADJ
dad-10731	274	5	processing	processing	NOUN
dad-10731	274	6	,	,	PUNCT
dad-10731	274	7	ieee	ieee	NOUN
dad-10731	274	8	journal	journal	PROPN
dad-10731	274	9	of	of	ADP
dad-10731	274	10	,	,	PUNCT
dad-10731	274	11	6(8):891–902	6(8):891–902	NOUN
dad-10731	274	12	,	,	PUNCT
dad-10731	274	13	2012	2012	NUM
dad-10731	274	14	.	.	PUNCT
dad-10731	275	1	milica	milica	PROPN
dad-10731	275	2	gasic	gasic	PROPN
dad-10731	275	3	and	and	CCONJ
dad-10731	275	4	steve	steve	PROPN
dad-10731	275	5	young	young	PROPN
dad-10731	275	6	.	.	PUNCT
dad-10731	276	1	gaussian	gaussian	ADJ
dad-10731	276	2	processes	process	NOUN
dad-10731	276	3	for	for	ADP
dad-10731	276	4	pomdp	pomdp	NOUN
dad-10731	276	5	-	-	PUNCT
dad-10731	276	6	based	base	VERB
dad-10731	276	7	dialogue	dialogue	NOUN
dad-10731	276	8	manager	manager	NOUN
dad-10731	276	9	optimization	optimization	NOUN
dad-10731	276	10	.	.	PUNCT
dad-10731	277	1	ieee	ieee	PROPN
dad-10731	277	2	/	/	SYM
dad-10731	277	3	acm	acm	PROPN
dad-10731	277	4	transactions	transaction	NOUN
dad-10731	277	5	on	on	ADP
dad-10731	277	6	audio	audio	NOUN
dad-10731	277	7	,	,	PUNCT
dad-10731	277	8	speech	speech	NOUN
dad-10731	277	9	and	and	CCONJ
dad-10731	277	10	language	language	NOUN
dad-10731	277	11	processing	processing	NOUN
dad-10731	277	12	(	(	PUNCT
dad-10731	277	13	taslp	taslp	PROPN
dad-10731	277	14	)	)	PUNCT
dad-10731	277	15	,	,	PUNCT
dad-10731	277	16	22(1	22(1	NUM
dad-10731	277	17	):	):	PUNCT
dad-10731	277	18	28–40	28–40	NUM
dad-10731	277	19	,	,	PUNCT
dad-10731	277	20	2014	2014	NUM
dad-10731	277	21	.	.	PUNCT
dad-10731	278	1	henderson	henderson	PROPN
dad-10731	278	2	,	,	PUNCT
dad-10731	278	3	blaise	blaise	PROPN
dad-10731	278	4	thomson	thomson	PROPN
dad-10731	278	5	,	,	PUNCT
dad-10731	278	6	and	and	CCONJ
dad-10731	278	7	jason	jason	PROPN
dad-10731	278	8	williams	williams	PROPN
dad-10731	278	9	.	.	PUNCT
dad-10731	279	1	the	the	DET
dad-10731	279	2	second	second	ADJ
dad-10731	279	3	dialog	dialog	NOUN
dad-10731	279	4	state	state	NOUN
dad-10731	279	5	tracking	tracking	NOUN
dad-10731	279	6	challenge	challenge	NOUN
dad-10731	279	7	.	.	PUNCT
dad-10731	280	1	in	in	ADP
dad-10731	280	2	proceedings	proceeding	NOUN
dad-10731	280	3	of	of	ADP
dad-10731	280	4	the	the	DET
dad-10731	280	5	15th	15th	ADJ
dad-10731	280	6	annual	annual	ADJ
dad-10731	280	7	meeting	meeting	NOUN
dad-10731	280	8	of	of	ADP
dad-10731	280	9	the	the	DET
dad-10731	280	10	special	special	ADJ
dad-10731	280	11	interest	interest	NOUN
dad-10731	280	12	group	group	NOUN
dad-10731	280	13	on	on	ADP
dad-10731	280	14	discourse	discourse	NOUN
dad-10731	280	15	and	and	CCONJ
dad-10731	280	16	dialogue	dialogue	NOUN
dad-10731	280	17	(	(	PUNCT
dad-10731	280	18	sigdial	sigdial	ADJ
dad-10731	280	19	)	)	PUNCT
dad-10731	280	20	,	,	PUNCT
dad-10731	280	21	2014a	2014a	NUM
dad-10731	280	22	.	.	PUNCT
dad-10731	281	1	matthew	matthew	PROPN
dad-10731	281	2	henderson	henderson	PROPN
dad-10731	281	3	,	,	PUNCT
dad-10731	281	4	blaise	blaise	PROPN
dad-10731	281	5	thomson	thomson	PROPN
dad-10731	281	6	,	,	PUNCT
dad-10731	281	7	and	and	CCONJ
dad-10731	281	8	steve	steve	PROPN
dad-10731	281	9	young	young	PROPN
dad-10731	281	10	.	.	PUNCT
dad-10731	282	1	deep	deep	ADJ
dad-10731	282	2	neural	neural	ADJ
dad-10731	282	3	network	network	NOUN
dad-10731	282	4	approach	approach	NOUN
dad-10731	282	5	for	for	ADP
dad-10731	282	6	the	the	DET
dad-10731	282	7	dialog	dialog	NOUN
dad-10731	282	8	state	state	NOUN
dad-10731	282	9	tracking	tracking	NOUN
dad-10731	282	10	challenge	challenge	NOUN
dad-10731	282	11	.	.	PUNCT
dad-10731	283	1	in	in	ADP
dad-10731	283	2	proceedings	proceeding	NOUN
dad-10731	283	3	of	of	ADP
dad-10731	283	4	the	the	DET
dad-10731	283	5	14th	14th	ADJ
dad-10731	283	6	annual	annual	ADJ
dad-10731	283	7	meeting	meeting	NOUN
dad-10731	283	8	of	of	ADP
dad-10731	283	9	the	the	DET
dad-10731	283	10	special	special	ADJ
dad-10731	283	11	interest	interest	NOUN
dad-10731	283	12	group	group	NOUN
dad-10731	283	13	on	on	ADP
dad-10731	283	14	discourse	discourse	NOUN
dad-10731	283	15	and	and	CCONJ
dad-10731	283	16	dialogue	dialogue	NOUN
dad-10731	283	17	(	(	PUNCT
dad-10731	283	18	sigdial	sigdial	ADJ
dad-10731	283	19	)	)	PUNCT
dad-10731	283	20	,	,	PUNCT
dad-10731	283	21	pages	page	VERB
dad-10731	283	22	467–471	467–471	NUM
dad-10731	283	23	,	,	PUNCT
dad-10731	283	24	2013	2013	NUM
dad-10731	283	25	.	.	PUNCT
dad-10731	284	1	matthew	matthew	PROPN
dad-10731	284	2	henderson	henderson	PROPN
dad-10731	284	3	,	,	PUNCT
dad-10731	284	4	blaise	blaise	PROPN
dad-10731	284	5	thomson	thomson	PROPN
dad-10731	284	6	,	,	PUNCT
dad-10731	284	7	and	and	CCONJ
dad-10731	284	8	steve	steve	PROPN
dad-10731	284	9	young	young	PROPN
dad-10731	284	10	.	.	PUNCT
dad-10731	285	1	word	word	NOUN
dad-10731	285	2	-	-	PUNCT
dad-10731	285	3	based	base	VERB
dad-10731	285	4	dialog	dialog	NOUN
dad-10731	285	5	state	state	NOUN
dad-10731	285	6	tracking	tracking	NOUN
dad-10731	285	7	with	with	ADP
dad-10731	285	8	recurrent	recurrent	ADJ
dad-10731	285	9	neural	neural	ADJ
dad-10731	285	10	networks	network	NOUN
dad-10731	285	11	.	.	PUNCT
dad-10731	286	1	in	in	ADP
dad-10731	286	2	proceedings	proceeding	NOUN
dad-10731	286	3	of	of	ADP
dad-10731	286	4	the	the	DET
dad-10731	286	5	15th	15th	ADJ
dad-10731	286	6	annual	annual	ADJ
dad-10731	286	7	meeting	meeting	NOUN
dad-10731	286	8	of	of	ADP
dad-10731	286	9	the	the	DET
dad-10731	286	10	special	special	ADJ
dad-10731	286	11	interest	interest	NOUN
dad-10731	286	12	group	group	NOUN
dad-10731	286	13	on	on	ADP
dad-10731	286	14	discourse	discourse	NOUN
dad-10731	286	15	and	and	CCONJ
dad-10731	286	16	dialogue	dialogue	NOUN
dad-10731	286	17	(	(	PUNCT
dad-10731	286	18	sigdial	sigdial	ADJ
dad-10731	286	19	)	)	PUNCT
dad-10731	286	20	,	,	PUNCT
dad-10731	286	21	page	page	NOUN
dad-10731	286	22	292	292	NUM
dad-10731	286	23	,	,	PUNCT
dad-10731	286	24	2014b	2014b	NUM
dad-10731	286	25	.	.	PUNCT
dad-10731	287	1	matthew	matthew	PROPN
dad-10731	287	2	s	s	PROPN
dad-10731	287	3	henderson	henderson	PROPN
dad-10731	287	4	.	.	PUNCT
dad-10731	288	1	discriminative	discriminative	NOUN
dad-10731	288	2	methods	method	NOUN
dad-10731	288	3	for	for	ADP
dad-10731	288	4	statistical	statistical	ADJ
dad-10731	288	5	spoken	spoken	ADJ
dad-10731	288	6	dialogue	dialogue	NOUN
dad-10731	288	7	systems	system	NOUN
dad-10731	288	8	.	.	PUNCT
dad-10731	289	1	phd	phd	NOUN
dad-10731	289	2	thesis	thesis	PROPN
dad-10731	289	3	,	,	PUNCT
dad-10731	289	4	university	university	NOUN
dad-10731	289	5	of	of	ADP
dad-10731	289	6	cambridge	cambridge	PROPN
dad-10731	289	7	,	,	PUNCT
dad-10731	289	8	2015	2015	NUM
dad-10731	289	9	.	.	PUNCT
dad-10731	290	1	sepp	sepp	PROPN
dad-10731	290	2	hochreiter	hochreiter	PROPN
dad-10731	290	3	and	and	CCONJ
dad-10731	290	4	jürgen	jürgen	PROPN
dad-10731	290	5	schmidhuber	schmidhuber	NOUN
dad-10731	290	6	.	.	PUNCT
dad-10731	291	1	long	long	ADJ
dad-10731	291	2	short	short	ADJ
dad-10731	291	3	-	-	PUNCT
dad-10731	291	4	term	term	NOUN
dad-10731	291	5	memory	memory	NOUN
dad-10731	291	6	.	.	PUNCT
dad-10731	292	1	neural	neural	ADJ
dad-10731	292	2	computation	computation	NOUN
dad-10731	292	3	,	,	PUNCT
dad-10731	292	4	9(8	9(8	NUM
dad-10731	292	5	):	):	PUNCT
dad-10731	292	6	1735–1780	1735–1780	NUM
dad-10731	292	7	,	,	PUNCT
dad-10731	292	8	1997	1997	NUM
dad-10731	292	9	.	.	PUNCT
dad-10731	293	1	62	62	NUM
dad-10731	293	2	dialog	dialog	NOUN
dad-10731	293	3	history	history	NOUN
dad-10731	293	4	construction	construction	NOUN
dad-10731	293	5	for	for	ADP
dad-10731	293	6	robust	robust	ADJ
dad-10731	293	7	dialog	dialog	NOUN
dad-10731	293	8	state	state	NOUN
dad-10731	293	9	tracking	tracking	NOUN
dad-10731	293	10	daejoong	daejoong	PROPN
dad-10731	293	11	kim	kim	PROPN
dad-10731	293	12	,	,	PUNCT
dad-10731	293	13	jaedeug	jaedeug	PROPN
dad-10731	293	14	choi	choi	NOUN
dad-10731	293	15	,	,	PUNCT
dad-10731	293	16	kee	kee	PROPN
dad-10731	293	17	-	-	PUNCT
dad-10731	293	18	eung	eung	PROPN
dad-10731	293	19	kim	kim	PROPN
dad-10731	293	20	,	,	PUNCT
dad-10731	293	21	jungsu	jungsu	PROPN
dad-10731	293	22	lee	lee	PROPN
dad-10731	293	23	,	,	PUNCT
dad-10731	293	24	and	and	CCONJ
dad-10731	293	25	jinho	jinho	VERB
dad-10731	293	26	sohn	sohn	PROPN
dad-10731	293	27	.	.	PUNCT
dad-10731	294	1	engineering	engineer	VERB
dad-10731	294	2	statistical	statistical	ADJ
dad-10731	294	3	dialog	dialog	NOUN
dad-10731	294	4	state	state	NOUN
dad-10731	294	5	trackers	tracker	NOUN
dad-10731	294	6	:	:	PUNCT
dad-10731	294	7	a	a	DET
dad-10731	294	8	case	case	NOUN
dad-10731	294	9	study	study	NOUN
dad-10731	294	10	on	on	ADP
dad-10731	294	11	dstc	dstc	NOUN
dad-10731	294	12	.	.	PUNCT
dad-10731	295	1	in	in	ADP
dad-10731	295	2	proceedings	proceeding	NOUN
dad-10731	295	3	of	of	ADP
dad-10731	295	4	the	the	DET
dad-10731	295	5	14th	14th	ADJ
dad-10731	295	6	annual	annual	ADJ
dad-10731	295	7	meeting	meeting	NOUN
dad-10731	295	8	of	of	ADP
dad-10731	295	9	the	the	DET
dad-10731	295	10	special	special	ADJ
dad-10731	295	11	interest	interest	NOUN
dad-10731	295	12	group	group	NOUN
dad-10731	295	13	on	on	ADP
dad-10731	295	14	discourse	discourse	NOUN
dad-10731	295	15	and	and	CCONJ
dad-10731	295	16	dialogue	dialogue	NOUN
dad-10731	295	17	(	(	PUNCT
dad-10731	295	18	sigdial	sigdial	ADJ
dad-10731	295	19	)	)	PUNCT
dad-10731	295	20	,	,	PUNCT
dad-10731	295	21	pages	page	NOUN
dad-10731	295	22	462–466	462–466	NUM
dad-10731	295	23	,	,	PUNCT
dad-10731	295	24	2013	2013	NUM
dad-10731	295	25	.	.	PUNCT
dad-10731	296	1	seokhwan	seokhwan	PROPN
dad-10731	296	2	kim	kim	PROPN
dad-10731	296	3	and	and	CCONJ
dad-10731	296	4	rafael	rafael	PROPN
dad-10731	296	5	e	e	PROPN
dad-10731	296	6	banchs	banchs	PROPN
dad-10731	296	7	.	.	PUNCT
dad-10731	297	1	sequential	sequential	ADJ
dad-10731	297	2	labeling	labeling	NOUN
dad-10731	297	3	for	for	ADP
dad-10731	297	4	tracking	track	VERB
dad-10731	297	5	dynamic	dynamic	ADJ
dad-10731	297	6	dialog	dialog	NOUN
dad-10731	297	7	states	state	NOUN
dad-10731	297	8	.	.	PUNCT
dad-10731	298	1	in	in	ADP
dad-10731	298	2	proceedings	proceeding	NOUN
dad-10731	298	3	of	of	ADP
dad-10731	298	4	the	the	DET
dad-10731	298	5	15th	15th	ADJ
dad-10731	298	6	annual	annual	ADJ
dad-10731	298	7	meeting	meeting	NOUN
dad-10731	298	8	of	of	ADP
dad-10731	298	9	the	the	DET
dad-10731	298	10	special	special	ADJ
dad-10731	298	11	interest	interest	NOUN
dad-10731	298	12	group	group	NOUN
dad-10731	298	13	on	on	ADP
dad-10731	298	14	discourse	discourse	NOUN
dad-10731	298	15	and	and	CCONJ
dad-10731	298	16	dialogue	dialogue	NOUN
dad-10731	298	17	(	(	PUNCT
dad-10731	298	18	sigdial	sigdial	ADJ
dad-10731	298	19	)	)	PUNCT
dad-10731	298	20	,	,	PUNCT
dad-10731	298	21	page	page	NOUN
dad-10731	298	22	332	332	NUM
dad-10731	298	23	,	,	PUNCT
dad-10731	298	24	2014	2014	NUM
dad-10731	298	25	.	.	PUNCT
dad-10731	299	1	byung	byung	PROPN
dad-10731	299	2	-	-	PUNCT
dad-10731	299	3	jun	jun	PROPN
dad-10731	299	4	lee	lee	PROPN
dad-10731	299	5	,	,	PUNCT
dad-10731	299	6	woosang	woosang	PROPN
dad-10731	299	7	lim	lim	PROPN
dad-10731	299	8	,	,	PUNCT
dad-10731	299	9	daejoong	daejoong	PROPN
dad-10731	299	10	kim	kim	PROPN
dad-10731	299	11	,	,	PUNCT
dad-10731	299	12	and	and	CCONJ
dad-10731	299	13	kee	kee	PROPN
dad-10731	299	14	-	-	PUNCT
dad-10731	299	15	eung	eung	PROPN
dad-10731	299	16	kim	kim	PROPN
dad-10731	299	17	.	.	PUNCT
dad-10731	300	1	optimizing	optimize	VERB
dad-10731	300	2	generative	generative	ADJ
dad-10731	300	3	dialog	dialog	NOUN
dad-10731	300	4	state	state	PROPN
dad-10731	300	5	tracker	tracker	NOUN
dad-10731	300	6	via	via	ADP
dad-10731	300	7	cascading	cascade	VERB
dad-10731	300	8	gradient	gradient	ADJ
dad-10731	300	9	descent	descent	NOUN
dad-10731	300	10	.	.	PUNCT
dad-10731	301	1	in	in	ADP
dad-10731	301	2	proceedings	proceeding	NOUN
dad-10731	301	3	of	of	ADP
dad-10731	301	4	the	the	DET
dad-10731	301	5	15th	15th	ADJ
dad-10731	301	6	annual	annual	ADJ
dad-10731	301	7	meeting	meeting	NOUN
dad-10731	301	8	of	of	ADP
dad-10731	301	9	the	the	DET
dad-10731	301	10	special	special	ADJ
dad-10731	301	11	interest	interest	NOUN
dad-10731	301	12	group	group	NOUN
dad-10731	301	13	on	on	ADP
dad-10731	301	14	discourse	discourse	NOUN
dad-10731	301	15	and	and	CCONJ
dad-10731	301	16	dialogue	dialogue	NOUN
dad-10731	301	17	(	(	PUNCT
dad-10731	301	18	sigdial	sigdial	ADJ
dad-10731	301	19	)	)	PUNCT
dad-10731	301	20	,	,	PUNCT
dad-10731	301	21	page	page	NOUN
dad-10731	301	22	273	273	NUM
dad-10731	301	23	,	,	PUNCT
dad-10731	301	24	2014	2014	NUM
dad-10731	301	25	.	.	PUNCT
dad-10731	302	1	sungjin	sungjin	PROPN
dad-10731	302	2	lee	lee	PROPN
dad-10731	302	3	.	.	PROPN
dad-10731	303	1	structured	structure	VERB
dad-10731	303	2	discriminative	discriminative	NOUN
dad-10731	303	3	model	model	NOUN
dad-10731	303	4	for	for	ADP
dad-10731	303	5	dialog	dialog	NOUN
dad-10731	303	6	state	state	NOUN
dad-10731	303	7	tracking	tracking	NOUN
dad-10731	303	8	.	.	PUNCT
dad-10731	304	1	in	in	ADP
dad-10731	304	2	proceedings	proceeding	NOUN
dad-10731	304	3	of	of	ADP
dad-10731	304	4	the	the	DET
dad-10731	304	5	14th	14th	ADJ
dad-10731	304	6	annual	annual	ADJ
dad-10731	304	7	meeting	meeting	NOUN
dad-10731	304	8	of	of	ADP
dad-10731	304	9	the	the	DET
dad-10731	304	10	special	special	ADJ
dad-10731	304	11	interest	interest	NOUN
dad-10731	304	12	group	group	NOUN
dad-10731	304	13	on	on	ADP
dad-10731	304	14	discourse	discourse	NOUN
dad-10731	304	15	and	and	CCONJ
dad-10731	304	16	dialogue	dialogue	NOUN
dad-10731	304	17	(	(	PUNCT
dad-10731	304	18	sigdial	sigdial	ADJ
dad-10731	304	19	)	)	PUNCT
dad-10731	304	20	,	,	PUNCT
dad-10731	304	21	2013	2013	NUM
dad-10731	304	22	.	.	PUNCT
dad-10731	305	1	sungjin	sungjin	PROPN
dad-10731	305	2	lee	lee	PROPN
dad-10731	305	3	.	.	PROPN
dad-10731	306	1	extrinsic	extrinsic	PROPN
dad-10731	306	2	evaluation	evaluation	NOUN
dad-10731	306	3	of	of	ADP
dad-10731	306	4	dialog	dialog	NOUN
dad-10731	306	5	state	state	NOUN
dad-10731	306	6	tracking	tracking	NOUN
dad-10731	306	7	and	and	CCONJ
dad-10731	306	8	predictive	predictive	ADJ
dad-10731	306	9	metrics	metric	NOUN
dad-10731	306	10	for	for	ADP
dad-10731	306	11	dialog	dialog	NOUN
dad-10731	306	12	policy	policy	NOUN
dad-10731	306	13	optimization	optimization	NOUN
dad-10731	306	14	.	.	PUNCT
dad-10731	307	1	in	in	ADP
dad-10731	307	2	proceedings	proceeding	NOUN
dad-10731	307	3	of	of	ADP
dad-10731	307	4	the	the	DET
dad-10731	307	5	15th	15th	ADJ
dad-10731	307	6	annual	annual	ADJ
dad-10731	307	7	meeting	meeting	NOUN
dad-10731	307	8	of	of	ADP
dad-10731	307	9	the	the	DET
dad-10731	307	10	special	special	ADJ
dad-10731	307	11	interest	interest	NOUN
dad-10731	307	12	group	group	NOUN
dad-10731	307	13	on	on	ADP
dad-10731	307	14	discourse	discourse	NOUN
dad-10731	307	15	and	and	CCONJ
dad-10731	307	16	dialogue	dialogue	NOUN
dad-10731	307	17	(	(	PUNCT
dad-10731	307	18	sigdial	sigdial	ADJ
dad-10731	307	19	)	)	PUNCT
dad-10731	307	20	,	,	PUNCT
dad-10731	307	21	page	page	NOUN
dad-10731	307	22	310	310	NUM
dad-10731	307	23	,	,	PUNCT
dad-10731	307	24	2014	2014	NUM
dad-10731	307	25	.	.	PUNCT
dad-10731	308	1	sungjin	sungjin	PROPN
dad-10731	308	2	lee	lee	PROPN
dad-10731	308	3	and	and	CCONJ
dad-10731	308	4	maxine	maxine	PROPN
dad-10731	308	5	eskenazi	eskenazi	PROPN
dad-10731	308	6	.	.	PUNCT
dad-10731	309	1	recipe	recipe	NOUN
dad-10731	309	2	for	for	ADP
dad-10731	309	3	building	build	VERB
dad-10731	309	4	robust	robust	ADJ
dad-10731	309	5	spoken	spoken	ADJ
dad-10731	309	6	dialog	dialog	NOUN
dad-10731	309	7	state	state	NOUN
dad-10731	309	8	trackers	tracker	NOUN
dad-10731	309	9	:	:	PUNCT
dad-10731	309	10	dialog	dialog	NOUN
dad-10731	309	11	state	state	NOUN
dad-10731	309	12	tracking	tracking	NOUN
dad-10731	309	13	challenge	challenge	NOUN
dad-10731	309	14	system	system	NOUN
dad-10731	309	15	description	description	NOUN
dad-10731	309	16	.	.	PUNCT
dad-10731	310	1	in	in	ADP
dad-10731	310	2	proceedings	proceeding	NOUN
dad-10731	310	3	of	of	ADP
dad-10731	310	4	the	the	DET
dad-10731	310	5	14th	14th	ADJ
dad-10731	310	6	annual	annual	ADJ
dad-10731	310	7	meeting	meeting	NOUN
dad-10731	310	8	of	of	ADP
dad-10731	310	9	the	the	DET
dad-10731	310	10	special	special	ADJ
dad-10731	310	11	interest	interest	NOUN
dad-10731	310	12	group	group	NOUN
dad-10731	310	13	on	on	ADP
dad-10731	310	14	discourse	discourse	NOUN
dad-10731	310	15	and	and	CCONJ
dad-10731	310	16	dialogue	dialogue	NOUN
dad-10731	310	17	(	(	PUNCT
dad-10731	310	18	sigdial	sigdial	ADJ
dad-10731	310	19	)	)	PUNCT
dad-10731	310	20	,	,	PUNCT
dad-10731	310	21	pages	page	NOUN
dad-10731	310	22	414–422	414–422	NUM
dad-10731	310	23	,	,	PUNCT
dad-10731	310	24	2013	2013	NUM
dad-10731	310	25	.	.	PUNCT
dad-10731	311	1	esther	esther	PROPN
dad-10731	311	2	levin	levin	PROPN
dad-10731	311	3	,	,	PUNCT
dad-10731	311	4	roberto	roberto	PROPN
dad-10731	311	5	pieraccini	pieraccini	PROPN
dad-10731	311	6	,	,	PUNCT
dad-10731	311	7	and	and	CCONJ
dad-10731	311	8	wieland	wieland	PROPN
dad-10731	311	9	eckert	eckert	PROPN
dad-10731	311	10	.	.	PUNCT
dad-10731	312	1	using	use	VERB
dad-10731	312	2	markov	markov	NOUN
dad-10731	312	3	decision	decision	NOUN
dad-10731	312	4	process	process	NOUN
dad-10731	312	5	for	for	ADP
dad-10731	312	6	learning	learn	VERB
dad-10731	312	7	dialogue	dialogue	NOUN
dad-10731	312	8	strategies	strategy	NOUN
dad-10731	312	9	.	.	PUNCT
dad-10731	313	1	in	in	ADP
dad-10731	313	2	proceedings	proceeding	NOUN
dad-10731	313	3	of	of	ADP
dad-10731	313	4	the	the	DET
dad-10731	313	5	1998	1998	NUM
dad-10731	313	6	ieee	ieee	NOUN
dad-10731	313	7	international	international	ADJ
dad-10731	313	8	conference	conference	NOUN
dad-10731	313	9	on	on	ADP
dad-10731	313	10	acoustics	acoustic	NOUN
dad-10731	313	11	,	,	PUNCT
dad-10731	313	12	speech	speech	NOUN
dad-10731	313	13	and	and	CCONJ
dad-10731	313	14	signal	signal	NOUN
dad-10731	313	15	processing	processing	NOUN
dad-10731	313	16	(	(	PUNCT
dad-10731	313	17	icassp	icassp	PROPN
dad-10731	313	18	)	)	PUNCT
dad-10731	313	19	,	,	PUNCT
dad-10731	313	20	volume	volume	NOUN
dad-10731	313	21	1	1	NUM
dad-10731	313	22	,	,	PUNCT
dad-10731	313	23	pages	page	NOUN
dad-10731	313	24	201–204	201–204	NUM
dad-10731	313	25	,	,	PUNCT
dad-10731	313	26	1998	1998	NUM
dad-10731	313	27	.	.	PUNCT
dad-10731	314	1	angeliki	angeliki	PROPN
dad-10731	314	2	metallinou	metallinou	PROPN
dad-10731	314	3	,	,	PUNCT
dad-10731	314	4	dan	dan	PROPN
dad-10731	314	5	bohus	bohus	PROPN
dad-10731	314	6	,	,	PUNCT
dad-10731	314	7	and	and	CCONJ
dad-10731	314	8	jason	jason	PROPN
dad-10731	314	9	williams	williams	PROPN
dad-10731	314	10	.	.	PUNCT
dad-10731	315	1	discriminative	discriminative	NOUN
dad-10731	315	2	state	state	NOUN
dad-10731	315	3	tracking	tracking	NOUN
dad-10731	315	4	for	for	ADP
dad-10731	315	5	spoken	spoken	ADJ
dad-10731	315	6	dialog	dialog	NOUN
dad-10731	315	7	systems	system	NOUN
dad-10731	315	8	.	.	PUNCT
dad-10731	316	1	in	in	ADP
dad-10731	316	2	proceedings	proceeding	NOUN
dad-10731	316	3	of	of	ADP
dad-10731	316	4	the	the	DET
dad-10731	316	5	51st	51st	ADJ
dad-10731	316	6	annual	annual	ADJ
dad-10731	316	7	meeting	meeting	NOUN
dad-10731	316	8	of	of	ADP
dad-10731	316	9	the	the	DET
dad-10731	316	10	association	association	NOUN
dad-10731	316	11	for	for	ADP
dad-10731	316	12	computational	computational	ADJ
dad-10731	316	13	linguistics	linguistic	NOUN
dad-10731	316	14	(	(	PUNCT
dad-10731	316	15	acl	acl	PROPN
dad-10731	316	16	)	)	PUNCT
dad-10731	316	17	,	,	PUNCT
dad-10731	316	18	pages	page	VERB
dad-10731	316	19	466–475	466–475	NUM
dad-10731	316	20	,	,	PUNCT
dad-10731	316	21	2013	2013	NUM
dad-10731	316	22	.	.	PUNCT
dad-10731	317	1	michael	michael	PROPN
dad-10731	317	2	c	c	PROPN
dad-10731	317	3	mozer	mozer	PROPN
dad-10731	317	4	.	.	PUNCT
dad-10731	318	1	a	a	DET
dad-10731	318	2	focused	focused	ADJ
dad-10731	318	3	back	back	ADJ
dad-10731	318	4	-	-	PUNCT
dad-10731	318	5	propagation	propagation	NOUN
dad-10731	318	6	algorithm	algorithm	NOUN
dad-10731	318	7	for	for	ADP
dad-10731	318	8	temporal	temporal	ADJ
dad-10731	318	9	pattern	pattern	NOUN
dad-10731	318	10	recognition	recognition	NOUN
dad-10731	318	11	.	.	PUNCT
dad-10731	319	1	complex	complex	ADJ
dad-10731	319	2	systems	system	NOUN
dad-10731	319	3	,	,	PUNCT
dad-10731	319	4	3(4):349–381	3(4):349–381	NUM
dad-10731	319	5	,	,	PUNCT
dad-10731	319	6	1989	1989	NUM
dad-10731	319	7	.	.	PUNCT
dad-10731	320	1	hang	hang	PROPN
dad-10731	320	2	ren	ren	PROPN
dad-10731	320	3	,	,	PUNCT
dad-10731	320	4	weiqun	weiqun	PROPN
dad-10731	320	5	xu	xu	PROPN
dad-10731	320	6	,	,	PUNCT
dad-10731	320	7	and	and	CCONJ
dad-10731	320	8	yonghong	yonghong	PROPN
dad-10731	320	9	yan	yan	PROPN
dad-10731	320	10	.	.	PUNCT
dad-10731	321	1	markovian	markovian	PROPN
dad-10731	321	2	discriminative	discriminative	NOUN
dad-10731	321	3	modeling	modeling	NOUN
dad-10731	321	4	for	for	ADP
dad-10731	321	5	dialog	dialog	NOUN
dad-10731	321	6	state	state	NOUN
dad-10731	321	7	tracking	tracking	NOUN
dad-10731	321	8	.	.	PUNCT
dad-10731	322	1	in	in	ADP
dad-10731	322	2	proceedings	proceeding	NOUN
dad-10731	322	3	of	of	ADP
dad-10731	322	4	the	the	DET
dad-10731	322	5	15th	15th	ADJ
dad-10731	322	6	annual	annual	ADJ
dad-10731	322	7	meeting	meeting	NOUN
dad-10731	322	8	of	of	ADP
dad-10731	322	9	the	the	DET
dad-10731	322	10	special	special	ADJ
dad-10731	322	11	interest	interest	NOUN
dad-10731	322	12	group	group	NOUN
dad-10731	322	13	on	on	ADP
dad-10731	322	14	discourse	discourse	NOUN
dad-10731	322	15	and	and	CCONJ
dad-10731	322	16	dialogue	dialogue	NOUN
dad-10731	322	17	(	(	PUNCT
dad-10731	322	18	sigdial	sigdial	ADJ
dad-10731	322	19	)	)	PUNCT
dad-10731	322	20	,	,	PUNCT
dad-10731	322	21	page	page	NOUN
dad-10731	322	22	327	327	NUM
dad-10731	322	23	,	,	PUNCT
dad-10731	322	24	2014	2014	NUM
dad-10731	322	25	.	.	PUNCT
dad-10731	323	1	kai	kai	PROPN
dad-10731	323	2	sun	sun	PROPN
dad-10731	323	3	,	,	PUNCT
dad-10731	323	4	lu	lu	PROPN
dad-10731	323	5	chen	chen	PROPN
dad-10731	323	6	,	,	PUNCT
dad-10731	323	7	su	su	PROPN
dad-10731	323	8	zhu	zhu	PROPN
dad-10731	323	9	,	,	PUNCT
dad-10731	323	10	and	and	CCONJ
dad-10731	323	11	kai	kai	PROPN
dad-10731	323	12	yu	yu	PROPN
dad-10731	323	13	.	.	PUNCT
dad-10731	324	1	the	the	DET
dad-10731	324	2	sjtu	sjtu	NOUN
dad-10731	324	3	system	system	NOUN
dad-10731	324	4	for	for	ADP
dad-10731	324	5	dialog	dialog	NOUN
dad-10731	324	6	state	state	NOUN
dad-10731	324	7	tracking	tracking	NOUN
dad-10731	324	8	challenge	challenge	NOUN
dad-10731	324	9	2	2	NUM
dad-10731	324	10	.	.	PUNCT
dad-10731	325	1	in	in	ADP
dad-10731	325	2	proceedings	proceeding	NOUN
dad-10731	325	3	of	of	ADP
dad-10731	325	4	the	the	DET
dad-10731	325	5	15th	15th	ADJ
dad-10731	325	6	annual	annual	ADJ
dad-10731	325	7	meeting	meeting	NOUN
dad-10731	325	8	of	of	ADP
dad-10731	325	9	the	the	DET
dad-10731	325	10	special	special	ADJ
dad-10731	325	11	interest	interest	NOUN
dad-10731	325	12	group	group	NOUN
dad-10731	325	13	on	on	ADP
dad-10731	325	14	discourse	discourse	NOUN
dad-10731	325	15	and	and	CCONJ
dad-10731	325	16	dialogue	dialogue	NOUN
dad-10731	325	17	(	(	PUNCT
dad-10731	325	18	sigdial	sigdial	ADJ
dad-10731	325	19	)	)	PUNCT
dad-10731	325	20	,	,	PUNCT
dad-10731	325	21	page	page	NOUN
dad-10731	325	22	318	318	NUM
dad-10731	325	23	,	,	PUNCT
dad-10731	325	24	2014	2014	NUM
dad-10731	325	25	.	.	PUNCT
dad-10731	326	1	jason	jason	PROPN
dad-10731	326	2	williams	williams	PROPN
dad-10731	326	3	,	,	PUNCT
dad-10731	326	4	antoine	antoine	PROPN
dad-10731	326	5	raux	raux	PROPN
dad-10731	326	6	,	,	PUNCT
dad-10731	326	7	deepak	deepak	PROPN
dad-10731	326	8	ramachandran	ramachandran	PROPN
dad-10731	326	9	,	,	PUNCT
dad-10731	326	10	and	and	CCONJ
dad-10731	326	11	alan	alan	PROPN
dad-10731	326	12	black	black	PROPN
dad-10731	326	13	.	.	PUNCT
dad-10731	327	1	the	the	DET
dad-10731	327	2	dialog	dialog	NOUN
dad-10731	327	3	state	state	NOUN
dad-10731	327	4	tracking	tracking	NOUN
dad-10731	327	5	challenge	challenge	NOUN
dad-10731	327	6	.	.	PUNCT
dad-10731	328	1	in	in	ADP
dad-10731	328	2	proceedings	proceeding	NOUN
dad-10731	328	3	of	of	ADP
dad-10731	328	4	the	the	DET
dad-10731	328	5	14th	14th	ADJ
dad-10731	328	6	annual	annual	ADJ
dad-10731	328	7	meeting	meeting	NOUN
dad-10731	328	8	of	of	ADP
dad-10731	328	9	the	the	DET
dad-10731	328	10	special	special	ADJ
dad-10731	328	11	interest	interest	NOUN
dad-10731	328	12	group	group	NOUN
dad-10731	328	13	on	on	ADP
dad-10731	328	14	discourse	discourse	NOUN
dad-10731	328	15	and	and	CCONJ
dad-10731	328	16	dialogue	dialogue	NOUN
dad-10731	328	17	(	(	PUNCT
dad-10731	328	18	sigdial	sigdial	ADJ
dad-10731	328	19	)	)	PUNCT
dad-10731	328	20	,	,	PUNCT
dad-10731	328	21	2013	2013	NUM
dad-10731	328	22	.	.	PUNCT
dad-10731	329	1	jason	jason	PROPN
dad-10731	329	2	d	d	PROPN
dad-10731	329	3	williams	williams	PROPN
dad-10731	329	4	.	.	PUNCT
dad-10731	330	1	exploiting	exploit	VERB
dad-10731	330	2	the	the	DET
dad-10731	330	3	asr	asr	NOUN
dad-10731	330	4	n	n	CCONJ
dad-10731	330	5	-	-	PUNCT
dad-10731	330	6	best	good	ADJ
dad-10731	330	7	by	by	ADP
dad-10731	330	8	tracking	track	VERB
dad-10731	330	9	multiple	multiple	ADJ
dad-10731	330	10	dialog	dialog	NOUN
dad-10731	330	11	state	state	NOUN
dad-10731	330	12	hypotheses	hypothesis	NOUN
dad-10731	330	13	.	.	PUNCT
dad-10731	331	1	in	in	ADP
dad-10731	331	2	proceedings	proceeding	NOUN
dad-10731	331	3	of	of	ADP
dad-10731	331	4	the	the	DET
dad-10731	331	5	2008	2008	NUM
dad-10731	331	6	interspeech	interspeech	NOUN
dad-10731	331	7	,	,	PUNCT
dad-10731	331	8	pages	page	NOUN
dad-10731	331	9	191–194	191–194	NUM
dad-10731	331	10	,	,	PUNCT
dad-10731	331	11	2008	2008	NUM
dad-10731	331	12	.	.	PUNCT
dad-10731	332	1	63	63	NUM
dad-10731	332	2	byung	byung	PROPN
dad-10731	332	3	-	-	PUNCT
dad-10731	332	4	jun	jun	PROPN
dad-10731	332	5	lee	lee	PROPN
dad-10731	332	6	and	and	CCONJ
dad-10731	332	7	kee	kee	PROPN
dad-10731	332	8	-	-	PUNCT
dad-10731	332	9	eung	eung	PROPN
dad-10731	332	10	kim	kim	PROPN
dad-10731	332	11	jason	jason	PROPN
dad-10731	332	12	d	d	PROPN
dad-10731	332	13	williams	williams	PROPN
dad-10731	332	14	.	.	PUNCT
dad-10731	333	1	incremental	incremental	ADJ
dad-10731	333	2	partition	partition	NOUN
dad-10731	333	3	recombination	recombination	NOUN
dad-10731	333	4	for	for	ADP
dad-10731	333	5	efficient	efficient	ADJ
dad-10731	333	6	tracking	tracking	NOUN
dad-10731	333	7	of	of	ADP
dad-10731	333	8	multiple	multiple	ADJ
dad-10731	333	9	dialog	dialog	NOUN
dad-10731	333	10	states	state	NOUN
dad-10731	333	11	.	.	PUNCT
dad-10731	334	1	in	in	ADP
dad-10731	334	2	proceedings	proceeding	NOUN
dad-10731	334	3	of	of	ADP
dad-10731	334	4	the	the	DET
dad-10731	334	5	2010	2010	NUM
dad-10731	334	6	ieee	ieee	NOUN
dad-10731	334	7	international	international	ADJ
dad-10731	334	8	conference	conference	NOUN
dad-10731	334	9	on	on	ADP
dad-10731	334	10	acoustics	acoustic	NOUN
dad-10731	334	11	,	,	PUNCT
dad-10731	334	12	speech	speech	NOUN
dad-10731	334	13	and	and	CCONJ
dad-10731	334	14	signal	signal	NOUN
dad-10731	334	15	processing	processing	NOUN
dad-10731	334	16	(	(	PUNCT
dad-10731	334	17	icassp	icassp	PROPN
dad-10731	334	18	)	)	PUNCT
dad-10731	334	19	,	,	PUNCT
dad-10731	334	20	pages	page	NOUN
dad-10731	334	21	5382–5385	5382–5385	NUM
dad-10731	334	22	,	,	PUNCT
dad-10731	334	23	2010	2010	NUM
dad-10731	334	24	.	.	PUNCT
dad-10731	335	1	jason	jason	PROPN
dad-10731	335	2	d	d	PROPN
dad-10731	335	3	williams	williams	PROPN
dad-10731	335	4	.	.	PUNCT
dad-10731	336	1	web	web	NOUN
dad-10731	336	2	-	-	NOUN
dad-10731	336	3	style	style	NOUN
dad-10731	336	4	ranking	ranking	NOUN
dad-10731	336	5	and	and	CCONJ
dad-10731	336	6	slu	slu	NOUN
dad-10731	336	7	combination	combination	NOUN
dad-10731	336	8	for	for	ADP
dad-10731	336	9	dialog	dialog	NOUN
dad-10731	336	10	state	state	NOUN
dad-10731	336	11	tracking	tracking	NOUN
dad-10731	336	12	.	.	PUNCT
dad-10731	337	1	in	in	ADP
dad-10731	337	2	proceedings	proceeding	NOUN
dad-10731	337	3	of	of	ADP
dad-10731	337	4	the	the	DET
dad-10731	337	5	15th	15th	ADJ
dad-10731	337	6	annual	annual	ADJ
dad-10731	337	7	meeting	meeting	NOUN
dad-10731	337	8	of	of	ADP
dad-10731	337	9	the	the	DET
dad-10731	337	10	special	special	ADJ
dad-10731	337	11	interest	interest	NOUN
dad-10731	337	12	group	group	NOUN
dad-10731	337	13	on	on	ADP
dad-10731	337	14	discourse	discourse	NOUN
dad-10731	337	15	and	and	CCONJ
dad-10731	337	16	dialogue	dialogue	NOUN
dad-10731	337	17	(	(	PUNCT
dad-10731	337	18	sigdial	sigdial	ADJ
dad-10731	337	19	)	)	PUNCT
dad-10731	337	20	,	,	PUNCT
dad-10731	337	21	page	page	NOUN
dad-10731	337	22	282	282	NUM
dad-10731	337	23	,	,	PUNCT
dad-10731	337	24	2014	2014	NUM
dad-10731	337	25	.	.	PUNCT
dad-10731	338	1	jason	jason	PROPN
dad-10731	338	2	d	d	PROPN
dad-10731	338	3	williams	williams	PROPN
dad-10731	338	4	and	and	CCONJ
dad-10731	338	5	steve	steve	PROPN
dad-10731	338	6	young	young	PROPN
dad-10731	338	7	.	.	PUNCT
dad-10731	339	1	partially	partially	ADV
dad-10731	339	2	observable	observable	ADJ
dad-10731	339	3	markov	markov	NOUN
dad-10731	339	4	decision	decision	NOUN
dad-10731	339	5	processes	process	NOUN
dad-10731	339	6	for	for	ADP
dad-10731	339	7	spoken	spoken	ADJ
dad-10731	339	8	dialog	dialog	NOUN
dad-10731	339	9	systems	system	NOUN
dad-10731	339	10	.	.	PUNCT
dad-10731	340	1	computer	computer	NOUN
dad-10731	340	2	speech	speech	NOUN
dad-10731	340	3	&	&	CCONJ
dad-10731	340	4	language	language	NOUN
dad-10731	340	5	,	,	PUNCT
dad-10731	340	6	21(2):393–422	21(2):393–422	NUM
dad-10731	340	7	,	,	PUNCT
dad-10731	340	8	2007	2007	NUM
dad-10731	340	9	.	.	PUNCT
dad-10731	341	1	steve	steve	PROPN
dad-10731	341	2	young	young	PROPN
dad-10731	341	3	.	.	PUNCT
dad-10731	342	1	using	use	VERB
dad-10731	342	2	pomdps	pomdps	NOUN
dad-10731	342	3	for	for	ADP
dad-10731	342	4	dialog	dialog	NOUN
dad-10731	342	5	management	management	NOUN
dad-10731	342	6	.	.	PUNCT
dad-10731	343	1	in	in	ADP
dad-10731	343	2	proceeding	proceeding	NOUN
dad-10731	343	3	of	of	ADP
dad-10731	343	4	2006	2006	NUM
dad-10731	343	5	ieee	ieee	NOUN
dad-10731	343	6	workshop	workshop	NOUN
dad-10731	343	7	on	on	ADP
dad-10731	343	8	spoken	spoken	ADJ
dad-10731	343	9	language	language	NOUN
dad-10731	343	10	technology	technology	NOUN
dad-10731	343	11	(	(	PUNCT
dad-10731	343	12	slt	slt	PROPN
dad-10731	343	13	)	)	PUNCT
dad-10731	343	14	,	,	PUNCT
dad-10731	343	15	pages	page	NOUN
dad-10731	343	16	8–13	8–13	VERB
dad-10731	343	17	,	,	PUNCT
dad-10731	343	18	2006	2006	NUM
dad-10731	343	19	.	.	PUNCT
dad-10731	344	1	steve	steve	PROPN
dad-10731	344	2	young	young	PROPN
dad-10731	344	3	,	,	PUNCT
dad-10731	344	4	milica	milica	PROPN
dad-10731	344	5	gašić	gašić	PROPN
dad-10731	344	6	,	,	PUNCT
dad-10731	344	7	simon	simon	PROPN
dad-10731	344	8	keizer	keizer	PROPN
dad-10731	344	9	,	,	PUNCT
dad-10731	344	10	françois	françois	NOUN
dad-10731	344	11	mairesse	mairesse	NOUN
dad-10731	344	12	,	,	PUNCT
dad-10731	344	13	jost	jost	NOUN
dad-10731	344	14	schatzmann	schatzmann	PROPN
dad-10731	344	15	,	,	PUNCT
dad-10731	344	16	blaise	blaise	PROPN
dad-10731	344	17	thomson	thomson	PROPN
dad-10731	344	18	,	,	PUNCT
dad-10731	344	19	and	and	CCONJ
dad-10731	344	20	kai	kai	PROPN
dad-10731	344	21	yu	yu	PROPN
dad-10731	344	22	.	.	PUNCT
dad-10731	345	1	the	the	DET
dad-10731	345	2	hidden	hide	VERB
dad-10731	345	3	information	information	NOUN
dad-10731	345	4	state	state	NOUN
dad-10731	345	5	model	model	NOUN
dad-10731	345	6	:	:	PUNCT
dad-10731	345	7	a	a	DET
dad-10731	345	8	practical	practical	ADJ
dad-10731	345	9	framework	framework	NOUN
dad-10731	345	10	for	for	ADP
dad-10731	345	11	pomdp	pomdp	NOUN
dad-10731	345	12	-	-	PUNCT
dad-10731	345	13	based	base	VERB
dad-10731	345	14	spoken	spoken	ADJ
dad-10731	345	15	dialogue	dialogue	NOUN
dad-10731	345	16	management	management	NOUN
dad-10731	345	17	.	.	PUNCT
dad-10731	346	1	computer	computer	NOUN
dad-10731	346	2	speech	speech	NOUN
dad-10731	346	3	&	&	CCONJ
dad-10731	346	4	language	language	NOUN
dad-10731	346	5	,	,	PUNCT
dad-10731	346	6	24(2):150–174	24(2):150–174	NUM
dad-10731	346	7	,	,	PUNCT
dad-10731	346	8	2010	2010	NUM
dad-10731	346	9	.	.	PUNCT
dad-10731	347	1	64	64	NUM