id	sid	tid	token	lemma	pos
dad-10730	1	1	dialogue	dialogue	PROPN
dad-10730	1	2	&	&	CCONJ
dad-10730	1	3	discourse	discourse	PROPN
dad-10730	1	4	7(3	7(3	NUM
dad-10730	1	5	)	)	PUNCT
dad-10730	1	6	(	(	PUNCT
dad-10730	1	7	2016	2016	NUM
dad-10730	1	8	)	)	PUNCT
dad-10730	1	9	34	34	NUM
dad-10730	1	10	–	–	SYM
dad-10730	1	11	46	46	NUM
dad-10730	1	12	doi	doi	NOUN
dad-10730	1	13	:	:	PUNCT
dad-10730	1	14	10.5087	10.5087	NUM
dad-10730	1	15	/	/	SYM
dad-10730	1	16	dad.2016.304	dad.2016.304	VERB
dad-10730	1	17	spectral	spectral	ADJ
dad-10730	1	18	decomposition	decomposition	NOUN
dad-10730	1	19	method	method	NOUN
dad-10730	1	20	of	of	ADP
dad-10730	1	21	dialog	dialog	NOUN
dad-10730	1	22	state	state	NOUN
dad-10730	1	23	tracking	tracking	NOUN
dad-10730	1	24	via	via	ADP
dad-10730	1	25	collective	collective	ADJ
dad-10730	1	26	matrix	matrix	NOUN
dad-10730	1	27	factorization	factorization	NOUN
dad-10730	1	28	julien	julien	PROPN
dad-10730	1	29	perez	perez	PROPN
dad-10730	1	30	julien.perez@xrce.xerox.com	julien.perez@xrce.xerox.com	PROPN
dad-10730	1	31	xerox	xerox	PROPN
dad-10730	1	32	research	research	PROPN
dad-10730	1	33	center	center	PROPN
dad-10730	1	34	europe	europe	PROPN
dad-10730	1	35	grenoble	grenoble	PROPN
dad-10730	1	36	,	,	PUNCT
dad-10730	1	37	38000	38000	NUM
dad-10730	1	38	,	,	PUNCT
dad-10730	1	39	france	france	PROPN
dad-10730	1	40	editor	editor	NOUN
dad-10730	1	41	:	:	PUNCT
dad-10730	1	42	jason	jason	PROPN
dad-10730	1	43	d.	d.	PROPN
dad-10730	1	44	williams	williams	PROPN
dad-10730	1	45	,	,	PUNCT
dad-10730	1	46	antoine	antoine	PROPN
dad-10730	1	47	raux	raux	PROPN
dad-10730	1	48	,	,	PUNCT
dad-10730	1	49	and	and	CCONJ
dad-10730	1	50	matthew	matthew	PROPN
dad-10730	1	51	henderson	henderson	PROPN
dad-10730	1	52	submitted	submit	VERB
dad-10730	1	53	04/15	04/15	NUM
dad-10730	1	54	;	;	PUNCT
dad-10730	1	55	accepted	accept	VERB
dad-10730	1	56	02/16	02/16	NUM
dad-10730	1	57	;	;	PUNCT
dad-10730	1	58	published	publish	VERB
dad-10730	1	59	online	online	ADV
dad-10730	1	60	04/16	04/16	NUM
dad-10730	1	61	abstract	abstract	ADJ
dad-10730	1	62	the	the	DET
dad-10730	1	63	task	task	NOUN
dad-10730	1	64	of	of	ADP
dad-10730	1	65	dialog	dialog	NOUN
dad-10730	1	66	management	management	NOUN
dad-10730	1	67	is	be	AUX
dad-10730	1	68	commonly	commonly	ADV
dad-10730	1	69	decomposed	decompose	VERB
dad-10730	1	70	into	into	ADP
dad-10730	1	71	two	two	NUM
dad-10730	1	72	sequential	sequential	ADJ
dad-10730	1	73	subtasks	subtask	NOUN
dad-10730	1	74	:	:	PUNCT
dad-10730	1	75	dialog	dialog	NOUN
dad-10730	1	76	state	state	NOUN
dad-10730	1	77	tracking	tracking	NOUN
dad-10730	1	78	and	and	CCONJ
dad-10730	1	79	dialog	dialog	NOUN
dad-10730	1	80	policy	policy	NOUN
dad-10730	1	81	learning	learning	NOUN
dad-10730	1	82	.	.	PUNCT
dad-10730	2	1	in	in	ADP
dad-10730	2	2	an	an	DET
dad-10730	2	3	end	end	NOUN
dad-10730	2	4	-	-	PUNCT
dad-10730	2	5	to	to	ADP
dad-10730	2	6	-	-	PUNCT
dad-10730	2	7	end	end	NOUN
dad-10730	2	8	dialog	dialog	NOUN
dad-10730	2	9	system	system	NOUN
dad-10730	2	10	,	,	PUNCT
dad-10730	2	11	the	the	DET
dad-10730	2	12	aim	aim	NOUN
dad-10730	2	13	of	of	ADP
dad-10730	2	14	dialog	dialog	NOUN
dad-10730	2	15	state	state	NOUN
dad-10730	2	16	tracking	tracking	NOUN
dad-10730	2	17	is	be	AUX
dad-10730	2	18	to	to	PART
dad-10730	2	19	accurately	accurately	ADV
dad-10730	2	20	estimate	estimate	VERB
dad-10730	2	21	the	the	DET
dad-10730	2	22	true	true	ADJ
dad-10730	2	23	dialog	dialog	NOUN
dad-10730	2	24	state	state	NOUN
dad-10730	2	25	from	from	ADP
dad-10730	2	26	noisy	noisy	ADJ
dad-10730	2	27	observations	observation	NOUN
dad-10730	2	28	produced	produce	VERB
dad-10730	2	29	by	by	ADP
dad-10730	2	30	the	the	DET
dad-10730	2	31	speech	speech	NOUN
dad-10730	2	32	recognition	recognition	NOUN
dad-10730	2	33	and	and	CCONJ
dad-10730	2	34	the	the	DET
dad-10730	2	35	natural	natural	ADJ
dad-10730	2	36	language	language	NOUN
dad-10730	2	37	understanding	understanding	NOUN
dad-10730	2	38	modules	module	NOUN
dad-10730	2	39	.	.	PUNCT
dad-10730	3	1	the	the	DET
dad-10730	3	2	state	state	NOUN
dad-10730	3	3	tracking	tracking	NOUN
dad-10730	3	4	task	task	NOUN
dad-10730	3	5	is	be	AUX
dad-10730	3	6	primarily	primarily	ADV
dad-10730	3	7	meant	mean	VERB
dad-10730	3	8	to	to	PART
dad-10730	3	9	support	support	VERB
dad-10730	3	10	a	a	DET
dad-10730	3	11	dialog	dialog	NOUN
dad-10730	3	12	policy	policy	NOUN
dad-10730	3	13	.	.	PUNCT
dad-10730	4	1	from	from	ADP
dad-10730	4	2	a	a	DET
dad-10730	4	3	probabilistic	probabilistic	ADJ
dad-10730	4	4	perspective	perspective	NOUN
dad-10730	4	5	,	,	PUNCT
dad-10730	4	6	this	this	PRON
dad-10730	4	7	is	be	AUX
dad-10730	4	8	achieved	achieve	VERB
dad-10730	4	9	by	by	ADP
dad-10730	4	10	maintaining	maintain	VERB
dad-10730	4	11	a	a	DET
dad-10730	4	12	posterior	posterior	ADJ
dad-10730	4	13	distribution	distribution	NOUN
dad-10730	4	14	over	over	ADP
dad-10730	4	15	hidden	hide	VERB
dad-10730	4	16	dialog	dialog	NOUN
dad-10730	4	17	states	state	NOUN
dad-10730	4	18	composed	compose	VERB
dad-10730	4	19	of	of	ADP
dad-10730	4	20	a	a	DET
dad-10730	4	21	set	set	NOUN
dad-10730	4	22	of	of	ADP
dad-10730	4	23	context	context	NOUN
dad-10730	4	24	dependent	dependent	ADJ
dad-10730	4	25	variables	variable	NOUN
dad-10730	4	26	.	.	PUNCT
dad-10730	5	1	once	once	ADV
dad-10730	5	2	a	a	DET
dad-10730	5	3	dialog	dialog	NOUN
dad-10730	5	4	policy	policy	NOUN
dad-10730	5	5	is	be	AUX
dad-10730	5	6	learned	learn	VERB
dad-10730	5	7	,	,	PUNCT
dad-10730	5	8	it	it	PRON
dad-10730	5	9	strives	strive	VERB
dad-10730	5	10	to	to	PART
dad-10730	5	11	select	select	VERB
dad-10730	5	12	an	an	DET
dad-10730	5	13	optimal	optimal	ADJ
dad-10730	5	14	dialog	dialog	NOUN
dad-10730	5	15	act	act	NOUN
dad-10730	5	16	given	give	VERB
dad-10730	5	17	the	the	DET
dad-10730	5	18	estimated	estimate	VERB
dad-10730	5	19	dialog	dialog	NOUN
dad-10730	5	20	state	state	NOUN
dad-10730	5	21	and	and	CCONJ
dad-10730	5	22	a	a	DET
dad-10730	5	23	defined	define	VERB
dad-10730	5	24	reward	reward	NOUN
dad-10730	5	25	function	function	NOUN
dad-10730	5	26	.	.	PUNCT
dad-10730	6	1	this	this	DET
dad-10730	6	2	paper	paper	NOUN
dad-10730	6	3	introduces	introduce	VERB
dad-10730	6	4	a	a	DET
dad-10730	6	5	novel	novel	ADJ
dad-10730	6	6	method	method	NOUN
dad-10730	6	7	of	of	ADP
dad-10730	6	8	dialog	dialog	NOUN
dad-10730	6	9	state	state	NOUN
dad-10730	6	10	tracking	tracking	NOUN
dad-10730	6	11	based	base	VERB
dad-10730	6	12	on	on	ADP
dad-10730	6	13	a	a	DET
dad-10730	6	14	bilinear	bilinear	ADJ
dad-10730	6	15	algebric	algebric	ADJ
dad-10730	6	16	decomposition	decomposition	NOUN
dad-10730	6	17	model	model	NOUN
dad-10730	6	18	that	that	PRON
dad-10730	6	19	provides	provide	VERB
dad-10730	6	20	an	an	DET
dad-10730	6	21	efficient	efficient	ADJ
dad-10730	6	22	inference	inference	NOUN
dad-10730	6	23	schema	schema	NOUN
dad-10730	6	24	through	through	ADP
dad-10730	6	25	collective	collective	ADJ
dad-10730	6	26	matrix	matrix	NOUN
dad-10730	6	27	factorization	factorization	NOUN
dad-10730	6	28	.	.	PUNCT
dad-10730	7	1	we	we	PRON
dad-10730	7	2	evaluate	evaluate	VERB
dad-10730	7	3	the	the	DET
dad-10730	7	4	proposed	propose	VERB
dad-10730	7	5	approach	approach	NOUN
dad-10730	7	6	on	on	ADP
dad-10730	7	7	the	the	DET
dad-10730	7	8	second	second	ADJ
dad-10730	7	9	dialog	dialog	NOUN
dad-10730	7	10	state	state	NOUN
dad-10730	7	11	tracking	tracking	NOUN
dad-10730	7	12	challenge	challenge	NOUN
dad-10730	7	13	(	(	PUNCT
dad-10730	7	14	dstc-2	dstc-2	NOUN
dad-10730	7	15	)	)	PUNCT
dad-10730	7	16	dataset	dataset	NOUN
dad-10730	7	17	and	and	CCONJ
dad-10730	7	18	we	we	PRON
dad-10730	7	19	show	show	VERB
dad-10730	7	20	that	that	SCONJ
dad-10730	7	21	the	the	DET
dad-10730	7	22	proposed	propose	VERB
dad-10730	7	23	tracker	tracker	NOUN
dad-10730	7	24	gives	gives	AUX
dad-10730	7	25	encouraging	encourage	VERB
dad-10730	7	26	results	result	NOUN
dad-10730	7	27	compared	compare	VERB
dad-10730	7	28	to	to	ADP
dad-10730	7	29	the	the	DET
dad-10730	7	30	state	state	NOUN
dad-10730	7	31	-	-	PUNCT
dad-10730	7	32	of	of	ADP
dad-10730	7	33	-	-	PUNCT
dad-10730	7	34	the	the	DET
dad-10730	7	35	-	-	PUNCT
dad-10730	7	36	art	art	NOUN
dad-10730	7	37	trackers	tracker	NOUN
dad-10730	7	38	that	that	PRON
dad-10730	7	39	participated	participate	VERB
dad-10730	7	40	in	in	ADP
dad-10730	7	41	this	this	DET
dad-10730	7	42	standard	standard	ADJ
dad-10730	7	43	benchmark	benchmark	NOUN
dad-10730	7	44	.	.	PUNCT
dad-10730	8	1	finally	finally	ADV
dad-10730	8	2	,	,	PUNCT
dad-10730	8	3	we	we	PRON
dad-10730	8	4	show	show	VERB
dad-10730	8	5	that	that	SCONJ
dad-10730	8	6	the	the	DET
dad-10730	8	7	prediction	prediction	NOUN
dad-10730	8	8	schema	schema	NOUN
dad-10730	8	9	is	be	AUX
dad-10730	8	10	computationally	computationally	ADV
dad-10730	8	11	efficient	efficient	ADJ
dad-10730	8	12	in	in	ADP
dad-10730	8	13	comparison	comparison	NOUN
dad-10730	8	14	to	to	ADP
dad-10730	8	15	the	the	DET
dad-10730	8	16	previous	previous	ADJ
dad-10730	8	17	approaches	approach	NOUN
dad-10730	8	18	.	.	PUNCT
dad-10730	9	1	1	1	X
dad-10730	9	2	.	.	X
dad-10730	9	3	introduction	introduction	NOUN
dad-10730	9	4	the	the	DET
dad-10730	9	5	field	field	NOUN
dad-10730	9	6	of	of	ADP
dad-10730	9	7	autonomous	autonomous	ADJ
dad-10730	9	8	dialog	dialog	NOUN
dad-10730	9	9	systems	system	NOUN
dad-10730	9	10	is	be	AUX
dad-10730	9	11	rapidly	rapidly	ADV
dad-10730	9	12	growing	grow	VERB
dad-10730	9	13	with	with	ADP
dad-10730	9	14	the	the	DET
dad-10730	9	15	spread	spread	NOUN
dad-10730	9	16	of	of	ADP
dad-10730	9	17	smart	smart	ADJ
dad-10730	9	18	mobile	mobile	ADJ
dad-10730	9	19	devices	device	NOUN
dad-10730	9	20	but	but	CCONJ
dad-10730	9	21	it	it	PRON
dad-10730	9	22	still	still	ADV
dad-10730	9	23	faces	face	VERB
dad-10730	9	24	many	many	ADJ
dad-10730	9	25	challenges	challenge	NOUN
dad-10730	9	26	to	to	PART
dad-10730	9	27	become	become	VERB
dad-10730	9	28	the	the	DET
dad-10730	9	29	primary	primary	ADJ
dad-10730	9	30	user	user	NOUN
dad-10730	9	31	interface	interface	NOUN
dad-10730	9	32	for	for	ADP
dad-10730	9	33	natural	natural	ADJ
dad-10730	9	34	interaction	interaction	NOUN
dad-10730	9	35	through	through	ADP
dad-10730	9	36	conversations	conversation	NOUN
dad-10730	9	37	.	.	PUNCT
dad-10730	10	1	indeed	indeed	ADV
dad-10730	10	2	,	,	PUNCT
dad-10730	10	3	when	when	SCONJ
dad-10730	10	4	dialogs	dialog	NOUN
dad-10730	10	5	are	be	AUX
dad-10730	10	6	conducted	conduct	VERB
dad-10730	10	7	in	in	ADP
dad-10730	10	8	noisy	noisy	ADJ
dad-10730	10	9	environments	environment	NOUN
dad-10730	10	10	or	or	CCONJ
dad-10730	10	11	when	when	SCONJ
dad-10730	10	12	utterances	utterance	NOUN
dad-10730	10	13	themselves	themselves	PRON
dad-10730	10	14	are	be	AUX
dad-10730	10	15	noisy	noisy	ADJ
dad-10730	10	16	,	,	PUNCT
dad-10730	10	17	correctly	correctly	ADV
dad-10730	10	18	recognizing	recognize	VERB
dad-10730	10	19	and	and	CCONJ
dad-10730	10	20	understanding	understand	VERB
dad-10730	10	21	user	user	NOUN
dad-10730	10	22	utterances	utterance	NOUN
dad-10730	10	23	presents	present	VERB
dad-10730	10	24	a	a	DET
dad-10730	10	25	real	real	ADJ
dad-10730	10	26	challenge	challenge	NOUN
dad-10730	10	27	.	.	PUNCT
dad-10730	11	1	in	in	ADP
dad-10730	11	2	the	the	DET
dad-10730	11	3	context	context	NOUN
dad-10730	11	4	of	of	ADP
dad-10730	11	5	call	call	NOUN
dad-10730	11	6	-	-	PUNCT
dad-10730	11	7	centers	center	NOUN
dad-10730	11	8	,	,	PUNCT
dad-10730	11	9	efficient	efficient	ADJ
dad-10730	11	10	automation	automation	NOUN
dad-10730	11	11	has	have	VERB
dad-10730	11	12	the	the	DET
dad-10730	11	13	potential	potential	NOUN
dad-10730	11	14	to	to	PART
dad-10730	11	15	boost	boost	VERB
dad-10730	11	16	productivity	productivity	NOUN
dad-10730	11	17	through	through	ADP
dad-10730	11	18	increasing	increase	VERB
dad-10730	11	19	the	the	DET
dad-10730	11	20	probability	probability	NOUN
dad-10730	11	21	of	of	ADP
dad-10730	11	22	a	a	DET
dad-10730	11	23	call	call	NOUN
dad-10730	11	24	’s	’s	PART
dad-10730	11	25	success	success	NOUN
dad-10730	11	26	while	while	SCONJ
dad-10730	11	27	reducing	reduce	VERB
dad-10730	11	28	the	the	DET
dad-10730	11	29	overall	overall	ADJ
dad-10730	11	30	cost	cost	NOUN
dad-10730	11	31	of	of	ADP
dad-10730	11	32	handling	handle	VERB
dad-10730	11	33	the	the	DET
dad-10730	11	34	call	call	NOUN
dad-10730	11	35	.	.	PUNCT
dad-10730	12	1	one	one	NUM
dad-10730	12	2	of	of	ADP
dad-10730	12	3	the	the	DET
dad-10730	12	4	core	core	ADJ
dad-10730	12	5	components	component	NOUN
dad-10730	12	6	of	of	ADP
dad-10730	12	7	a	a	DET
dad-10730	12	8	state	state	NOUN
dad-10730	12	9	-	-	PUNCT
dad-10730	12	10	of	of	ADP
dad-10730	12	11	-	-	PUNCT
dad-10730	12	12	the	the	DET
dad-10730	12	13	-	-	PUNCT
dad-10730	12	14	art	art	NOUN
dad-10730	12	15	dialog	dialog	NOUN
dad-10730	12	16	system	system	NOUN
dad-10730	12	17	is	be	AUX
dad-10730	12	18	a	a	DET
dad-10730	12	19	dialog	dialog	NOUN
dad-10730	12	20	state	state	NOUN
dad-10730	12	21	tracker	tracker	NOUN
dad-10730	12	22	.	.	PUNCT
dad-10730	13	1	its	its	PRON
dad-10730	13	2	purpose	purpose	NOUN
dad-10730	13	3	is	be	AUX
dad-10730	13	4	to	to	PART
dad-10730	13	5	monitor	monitor	VERB
dad-10730	13	6	the	the	DET
dad-10730	13	7	progress	progress	NOUN
dad-10730	13	8	of	of	ADP
dad-10730	13	9	a	a	DET
dad-10730	13	10	dialog	dialog	NOUN
dad-10730	13	11	and	and	CCONJ
dad-10730	13	12	provide	provide	VERB
dad-10730	13	13	a	a	DET
dad-10730	13	14	compact	compact	ADJ
dad-10730	13	15	representation	representation	NOUN
dad-10730	13	16	of	of	ADP
dad-10730	13	17	past	past	PROPN
dad-10730	13	18	user	user	NOUN
dad-10730	13	19	inputs	input	NOUN
dad-10730	13	20	and	and	CCONJ
dad-10730	13	21	system	system	NOUN
dad-10730	13	22	outputs	output	NOUN
dad-10730	13	23	represented	represent	VERB
dad-10730	13	24	as	as	ADP
dad-10730	13	25	a	a	DET
dad-10730	13	26	dialog	dialog	NOUN
dad-10730	13	27	state	state	NOUN
dad-10730	13	28	.	.	PUNCT
dad-10730	14	1	the	the	DET
dad-10730	14	2	dialog	dialog	NOUN
dad-10730	14	3	state	state	NOUN
dad-10730	14	4	encapsulates	encapsulate	VERB
dad-10730	14	5	the	the	DET
dad-10730	14	6	information	information	NOUN
dad-10730	14	7	needed	need	VERB
dad-10730	14	8	to	to	PART
dad-10730	14	9	successfully	successfully	ADV
dad-10730	14	10	finish	finish	VERB
dad-10730	14	11	the	the	DET
dad-10730	14	12	dialog	dialog	NOUN
dad-10730	14	13	,	,	PUNCT
dad-10730	14	14	such	such	ADJ
dad-10730	14	15	as	as	ADP
dad-10730	14	16	users	user	NOUN
dad-10730	14	17	’	'	PUNCT
dad-10730	14	18	goals	goal	NOUN
dad-10730	14	19	or	or	CCONJ
dad-10730	14	20	requests	request	NOUN
dad-10730	14	21	.	.	PUNCT
dad-10730	15	1	indeed	indeed	ADV
dad-10730	15	2	,	,	PUNCT
dad-10730	15	3	the	the	DET
dad-10730	15	4	term	term	NOUN
dad-10730	15	5	“	"	PUNCT
dad-10730	15	6	dialog	dialog	NOUN
dad-10730	15	7	state	state	NOUN
dad-10730	15	8	”	"	PUNCT
dad-10730	15	9	loosely	loosely	ADV
dad-10730	15	10	denotes	denote	VERB
dad-10730	15	11	an	an	DET
dad-10730	15	12	encapsulation	encapsulation	NOUN
dad-10730	15	13	of	of	ADP
dad-10730	15	14	user	user	NOUN
dad-10730	15	15	needs	need	VERB
dad-10730	15	16	at	at	ADP
dad-10730	15	17	any	any	DET
dad-10730	15	18	point	point	NOUN
dad-10730	15	19	in	in	ADP
dad-10730	15	20	a	a	DET
dad-10730	15	21	dialog	dialog	NOUN
dad-10730	15	22	.	.	PUNCT
dad-10730	16	1	obviously	obviously	ADV
dad-10730	16	2	,	,	PUNCT
dad-10730	16	3	the	the	DET
dad-10730	16	4	precise	precise	ADJ
dad-10730	16	5	definition	definition	NOUN
dad-10730	16	6	of	of	ADP
dad-10730	16	7	the	the	DET
dad-10730	16	8	state	state	NOUN
dad-10730	16	9	depends	depend	VERB
dad-10730	16	10	on	on	ADP
dad-10730	16	11	the	the	DET
dad-10730	16	12	associated	associated	ADJ
dad-10730	16	13	dialog	dialog	NOUN
dad-10730	16	14	task	task	NOUN
dad-10730	16	15	.	.	PUNCT
dad-10730	17	1	an	an	DET
dad-10730	17	2	effective	effective	ADJ
dad-10730	17	3	dialog	dialog	NOUN
dad-10730	17	4	system	system	NOUN
dad-10730	17	5	must	must	AUX
dad-10730	17	6	include	include	VERB
dad-10730	17	7	a	a	DET
dad-10730	17	8	tracking	tracking	NOUN
dad-10730	17	9	mechanism	mechanism	NOUN
dad-10730	17	10	which	which	PRON
dad-10730	17	11	is	be	AUX
dad-10730	17	12	able	able	ADJ
dad-10730	17	13	to	to	PART
dad-10730	17	14	accurately	accurately	ADV
dad-10730	17	15	accumulate	accumulate	VERB
dad-10730	17	16	evidence	evidence	NOUN
dad-10730	17	17	over	over	ADP
dad-10730	17	18	the	the	DET
dad-10730	17	19	sequence	sequence	NOUN
dad-10730	17	20	of	of	ADP
dad-10730	17	21	turns	turn	NOUN
dad-10730	17	22	of	of	ADP
dad-10730	17	23	a	a	DET
dad-10730	17	24	dialog	dialog	NOUN
dad-10730	17	25	,	,	PUNCT
dad-10730	17	26	and	and	CCONJ
dad-10730	17	27	it	it	PRON
dad-10730	17	28	must	must	AUX
dad-10730	17	29	adjust	adjust	VERB
dad-10730	17	30	the	the	DET
dad-10730	17	31	dialog	dialog	NOUN
dad-10730	17	32	state	state	NOUN
dad-10730	17	33	according	accord	VERB
dad-10730	17	34	to	to	ADP
dad-10730	17	35	its	its	PRON
dad-10730	17	36	observations	observation	NOUN
dad-10730	17	37	.	.	PUNCT
dad-10730	18	1	in	in	ADP
dad-10730	18	2	that	that	DET
dad-10730	18	3	sense	sense	NOUN
dad-10730	18	4	,	,	PUNCT
dad-10730	18	5	it	it	PRON
dad-10730	18	6	is	be	AUX
dad-10730	18	7	an	an	DET
dad-10730	18	8	essenc	essenc	NOUN
dad-10730	18	9	©	©	PROPN
dad-10730	18	10	2016	2016	NUM
dad-10730	18	11	julien	julien	PROPN
dad-10730	18	12	perez	perez	PROPN
dad-10730	18	13	this	this	PRON
dad-10730	18	14	is	be	AUX
dad-10730	18	15	an	an	DET
dad-10730	18	16	open	open	ADJ
dad-10730	18	17	-	-	PUNCT
dad-10730	18	18	access	access	NOUN
dad-10730	18	19	article	article	NOUN
dad-10730	18	20	distributed	distribute	VERB
dad-10730	18	21	under	under	ADP
dad-10730	18	22	the	the	DET
dad-10730	18	23	terms	term	NOUN
dad-10730	18	24	of	of	ADP
dad-10730	18	25	a	a	DET
dad-10730	18	26	creative	creative	ADJ
dad-10730	18	27	commons	common	NOUN
dad-10730	18	28	attribution	attribution	NOUN
dad-10730	18	29	license	license	NOUN
dad-10730	18	30	(	(	PUNCT
dad-10730	18	31	http	http	NOUN
dad-10730	18	32	:	:	PUNCT
dad-10730	18	33	//creativecommons.org	//creativecommons.org	SYM
dad-10730	18	34	/	/	SYM
dad-10730	18	35	licenses	license	NOUN
dad-10730	18	36	/	/	SYM
dad-10730	18	37	by/3.0/	by/3.0/	NOUN
dad-10730	18	38	)	)	PUNCT
dad-10730	18	39	.	.	PUNCT
dad-10730	19	1	tial	tial	ADJ
dad-10730	19	2	componant	componant	NOUN
dad-10730	19	3	of	of	ADP
dad-10730	19	4	a	a	DET
dad-10730	19	5	dialog	dialog	NOUN
dad-10730	19	6	systems	system	NOUN
dad-10730	19	7	.	.	PUNCT
dad-10730	20	1	however	however	ADV
dad-10730	20	2	,	,	PUNCT
dad-10730	20	3	actual	actual	ADJ
dad-10730	20	4	user	user	NOUN
dad-10730	20	5	utterances	utterance	NOUN
dad-10730	20	6	and	and	CCONJ
dad-10730	20	7	corresponding	corresponding	ADJ
dad-10730	20	8	intentions	intention	NOUN
dad-10730	20	9	are	be	AUX
dad-10730	20	10	not	not	PART
dad-10730	20	11	directly	directly	ADV
dad-10730	20	12	observable	observable	ADJ
dad-10730	20	13	due	due	ADJ
dad-10730	20	14	to	to	ADP
dad-10730	20	15	errors	error	NOUN
dad-10730	20	16	from	from	ADP
dad-10730	20	17	automatic	automatic	ADJ
dad-10730	20	18	speech	speech	NOUN
dad-10730	20	19	recognition	recognition	NOUN
dad-10730	20	20	(	(	PUNCT
dad-10730	20	21	asr	asr	NOUN
dad-10730	20	22	)	)	PUNCT
dad-10730	20	23	and	and	CCONJ
dad-10730	20	24	natural	natural	ADJ
dad-10730	20	25	language	language	NOUN
dad-10730	20	26	understanding	understanding	NOUN
dad-10730	20	27	(	(	PUNCT
dad-10730	20	28	nlu	nlu	NOUN
dad-10730	20	29	)	)	PUNCT
dad-10730	20	30	,	,	PUNCT
dad-10730	20	31	making	make	VERB
dad-10730	20	32	it	it	PRON
dad-10730	20	33	difficult	difficult	ADJ
dad-10730	20	34	to	to	PART
dad-10730	20	35	infer	infer	VERB
dad-10730	20	36	the	the	DET
dad-10730	20	37	true	true	ADJ
dad-10730	20	38	dialog	dialog	NOUN
dad-10730	20	39	state	state	NOUN
dad-10730	20	40	at	at	ADP
dad-10730	20	41	any	any	DET
dad-10730	20	42	time	time	NOUN
dad-10730	20	43	of	of	ADP
dad-10730	20	44	a	a	DET
dad-10730	20	45	dialog	dialog	NOUN
dad-10730	20	46	.	.	PUNCT
dad-10730	21	1	a	a	DET
dad-10730	21	2	common	common	ADJ
dad-10730	21	3	method	method	NOUN
dad-10730	21	4	of	of	ADP
dad-10730	21	5	modeling	model	VERB
dad-10730	21	6	a	a	DET
dad-10730	21	7	dialog	dialog	NOUN
dad-10730	21	8	state	state	NOUN
dad-10730	21	9	is	be	AUX
dad-10730	21	10	through	through	ADP
dad-10730	21	11	the	the	DET
dad-10730	21	12	use	use	NOUN
dad-10730	21	13	of	of	ADP
dad-10730	21	14	a	a	DET
dad-10730	21	15	slot	slot	NOUN
dad-10730	21	16	-	-	PUNCT
dad-10730	21	17	filling	fill	VERB
dad-10730	21	18	schema	schema	NOUN
dad-10730	21	19	,	,	PUNCT
dad-10730	21	20	as	as	SCONJ
dad-10730	21	21	reviewed	review	VERB
dad-10730	21	22	in	in	ADP
dad-10730	21	23	williams	williams	PROPN
dad-10730	21	24	and	and	CCONJ
dad-10730	21	25	young	young	ADJ
dad-10730	21	26	(	(	PUNCT
dad-10730	21	27	2007	2007	NUM
dad-10730	21	28	)	)	PUNCT
dad-10730	21	29	.	.	PUNCT
dad-10730	22	1	in	in	ADP
dad-10730	22	2	slot	slot	NOUN
dad-10730	22	3	-	-	PUNCT
dad-10730	22	4	filling	filling	NOUN
dad-10730	22	5	,	,	PUNCT
dad-10730	22	6	the	the	DET
dad-10730	22	7	state	state	NOUN
dad-10730	22	8	is	be	AUX
dad-10730	22	9	composed	compose	VERB
dad-10730	22	10	of	of	ADP
dad-10730	22	11	a	a	DET
dad-10730	22	12	predefined	predefine	VERB
dad-10730	22	13	set	set	NOUN
dad-10730	22	14	of	of	ADP
dad-10730	22	15	variables	variable	NOUN
dad-10730	22	16	with	with	ADP
dad-10730	22	17	a	a	DET
dad-10730	22	18	predefined	predefine	VERB
dad-10730	22	19	domain	domain	NOUN
dad-10730	22	20	of	of	ADP
dad-10730	22	21	expression	expression	NOUN
dad-10730	22	22	for	for	ADP
dad-10730	22	23	each	each	PRON
dad-10730	22	24	of	of	ADP
dad-10730	22	25	them	they	PRON
dad-10730	22	26	.	.	PUNCT
dad-10730	23	1	the	the	DET
dad-10730	23	2	goal	goal	NOUN
dad-10730	23	3	of	of	ADP
dad-10730	23	4	the	the	DET
dad-10730	23	5	dialog	dialog	NOUN
dad-10730	23	6	system	system	NOUN
dad-10730	23	7	is	be	AUX
dad-10730	23	8	to	to	PART
dad-10730	23	9	efficiently	efficiently	ADV
dad-10730	23	10	instantiate	instantiate	VERB
dad-10730	23	11	each	each	PRON
dad-10730	23	12	of	of	ADP
dad-10730	23	13	these	these	DET
dad-10730	23	14	variables	variable	NOUN
dad-10730	23	15	thereby	thereby	ADV
dad-10730	23	16	performing	perform	VERB
dad-10730	23	17	an	an	DET
dad-10730	23	18	associated	associated	ADJ
dad-10730	23	19	task	task	NOUN
dad-10730	23	20	and	and	CCONJ
dad-10730	23	21	satisfying	satisfy	VERB
dad-10730	23	22	the	the	DET
dad-10730	23	23	corresponding	corresponding	ADJ
dad-10730	23	24	intent	intent	NOUN
dad-10730	23	25	of	of	ADP
dad-10730	23	26	the	the	DET
dad-10730	23	27	user	user	NOUN
dad-10730	23	28	.	.	PUNCT
dad-10730	24	1	various	various	ADJ
dad-10730	24	2	approaches	approach	NOUN
dad-10730	24	3	have	have	AUX
dad-10730	24	4	been	be	AUX
dad-10730	24	5	proposed	propose	VERB
dad-10730	24	6	to	to	PART
dad-10730	24	7	define	define	VERB
dad-10730	24	8	dialog	dialog	NOUN
dad-10730	24	9	state	state	NOUN
dad-10730	24	10	trackers	tracker	NOUN
dad-10730	24	11	.	.	PUNCT
dad-10730	25	1	the	the	DET
dad-10730	25	2	traditional	traditional	ADJ
dad-10730	25	3	methods	method	NOUN
dad-10730	25	4	used	use	VERB
dad-10730	25	5	in	in	ADP
dad-10730	25	6	most	most	ADJ
dad-10730	25	7	commercial	commercial	ADJ
dad-10730	25	8	implementations	implementation	NOUN
dad-10730	25	9	use	use	VERB
dad-10730	25	10	hand	hand	NOUN
dad-10730	25	11	-	-	PUNCT
dad-10730	25	12	crafted	craft	VERB
dad-10730	25	13	rules	rule	NOUN
dad-10730	25	14	that	that	PRON
dad-10730	25	15	typically	typically	ADV
dad-10730	25	16	rely	rely	VERB
dad-10730	25	17	on	on	ADP
dad-10730	25	18	the	the	DET
dad-10730	25	19	most	most	ADV
dad-10730	25	20	likely	likely	ADJ
dad-10730	25	21	result	result	NOUN
dad-10730	25	22	from	from	ADP
dad-10730	25	23	an	an	DET
dad-10730	25	24	nlu	nlu	NOUN
dad-10730	25	25	module	module	NOUN
dad-10730	25	26	as	as	SCONJ
dad-10730	25	27	described	describe	VERB
dad-10730	25	28	in	in	ADP
dad-10730	25	29	yeh	yeh	PROPN
dad-10730	25	30	et	et	PROPN
dad-10730	25	31	al	al	PROPN
dad-10730	25	32	.	.	PROPN
dad-10730	26	1	(	(	PUNCT
dad-10730	26	2	2014	2014	NUM
dad-10730	26	3	)	)	PUNCT
dad-10730	26	4	.	.	PUNCT
dad-10730	27	1	however	however	ADV
dad-10730	27	2	,	,	PUNCT
dad-10730	27	3	these	these	DET
dad-10730	27	4	rule	rule	NOUN
dad-10730	27	5	-	-	PUNCT
dad-10730	27	6	based	base	VERB
dad-10730	27	7	systems	system	NOUN
dad-10730	27	8	are	be	AUX
dad-10730	27	9	prone	prone	ADJ
dad-10730	27	10	to	to	ADP
dad-10730	27	11	frequent	frequent	ADJ
dad-10730	27	12	errors	error	NOUN
dad-10730	27	13	as	as	SCONJ
dad-10730	27	14	the	the	DET
dad-10730	27	15	most	most	ADV
dad-10730	27	16	likely	likely	ADJ
dad-10730	27	17	result	result	NOUN
dad-10730	27	18	is	be	AUX
dad-10730	27	19	not	not	PART
dad-10730	27	20	always	always	ADV
dad-10730	27	21	the	the	DET
dad-10730	27	22	correct	correct	ADJ
dad-10730	27	23	one	one	NUM
dad-10730	27	24	.	.	PUNCT
dad-10730	28	1	moreover	moreover	ADV
dad-10730	28	2	,	,	PUNCT
dad-10730	28	3	these	these	DET
dad-10730	28	4	systems	system	NOUN
dad-10730	28	5	often	often	ADV
dad-10730	28	6	force	force	VERB
dad-10730	28	7	the	the	DET
dad-10730	28	8	human	human	ADJ
dad-10730	28	9	customer	customer	NOUN
dad-10730	28	10	to	to	PART
dad-10730	28	11	respond	respond	VERB
dad-10730	28	12	using	use	VERB
dad-10730	28	13	simple	simple	ADJ
dad-10730	28	14	keywords	keyword	NOUN
dad-10730	28	15	and	and	CCONJ
dad-10730	28	16	to	to	PART
dad-10730	28	17	explicitly	explicitly	ADV
dad-10730	28	18	confirm	confirm	VERB
dad-10730	28	19	everything	everything	PRON
dad-10730	28	20	they	they	PRON
dad-10730	28	21	say	say	VERB
dad-10730	28	22	,	,	PUNCT
dad-10730	28	23	creating	create	VERB
dad-10730	28	24	an	an	DET
dad-10730	28	25	experience	experience	NOUN
dad-10730	28	26	that	that	PRON
dad-10730	28	27	diverges	diverge	VERB
dad-10730	28	28	considerably	considerably	ADV
dad-10730	28	29	from	from	ADP
dad-10730	28	30	the	the	DET
dad-10730	28	31	natural	natural	ADJ
dad-10730	28	32	conversational	conversational	ADJ
dad-10730	28	33	interaction	interaction	NOUN
dad-10730	28	34	one	one	PRON
dad-10730	28	35	might	might	AUX
dad-10730	28	36	hope	hope	VERB
dad-10730	28	37	to	to	PART
dad-10730	28	38	achieve	achieve	VERB
dad-10730	28	39	as	as	SCONJ
dad-10730	28	40	recalled	recall	VERB
dad-10730	28	41	in	in	ADP
dad-10730	28	42	williams	williams	PROPN
dad-10730	28	43	(	(	PUNCT
dad-10730	28	44	2014	2014	NUM
dad-10730	28	45	)	)	PUNCT
dad-10730	28	46	.	.	PUNCT
dad-10730	29	1	more	more	ADV
dad-10730	29	2	recent	recent	ADJ
dad-10730	29	3	methods	method	NOUN
dad-10730	29	4	employ	employ	VERB
dad-10730	29	5	statistical	statistical	ADJ
dad-10730	29	6	approaches	approach	NOUN
dad-10730	29	7	to	to	PART
dad-10730	29	8	estimate	estimate	VERB
dad-10730	29	9	the	the	DET
dad-10730	29	10	posterior	posterior	ADJ
dad-10730	29	11	distribution	distribution	NOUN
dad-10730	29	12	over	over	ADP
dad-10730	29	13	the	the	DET
dad-10730	29	14	dialog	dialog	NOUN
dad-10730	29	15	states	state	NOUN
dad-10730	29	16	allowing	allow	VERB
dad-10730	29	17	them	they	PRON
dad-10730	29	18	to	to	PART
dad-10730	29	19	represent	represent	VERB
dad-10730	29	20	the	the	DET
dad-10730	29	21	uncertainty	uncertainty	NOUN
dad-10730	29	22	of	of	ADP
dad-10730	29	23	the	the	DET
dad-10730	29	24	results	result	NOUN
dad-10730	29	25	of	of	ADP
dad-10730	29	26	the	the	DET
dad-10730	29	27	nlu	nlu	NOUN
dad-10730	29	28	module	module	NOUN
dad-10730	29	29	.	.	PUNCT
dad-10730	30	1	statistical	statistical	ADJ
dad-10730	30	2	dialog	dialog	NOUN
dad-10730	30	3	state	state	NOUN
dad-10730	30	4	trackers	tracker	NOUN
dad-10730	30	5	are	be	AUX
dad-10730	30	6	commonly	commonly	ADV
dad-10730	30	7	categorized	categorize	VERB
dad-10730	30	8	into	into	ADP
dad-10730	30	9	one	one	NUM
dad-10730	30	10	of	of	ADP
dad-10730	30	11	two	two	NUM
dad-10730	30	12	approaches	approach	NOUN
dad-10730	30	13	according	accord	VERB
dad-10730	30	14	to	to	ADP
dad-10730	30	15	how	how	SCONJ
dad-10730	30	16	the	the	DET
dad-10730	30	17	posterior	posterior	ADJ
dad-10730	30	18	probability	probability	NOUN
dad-10730	30	19	distribution	distribution	NOUN
dad-10730	30	20	over	over	ADP
dad-10730	30	21	the	the	DET
dad-10730	30	22	state	state	NOUN
dad-10730	30	23	calculation	calculation	NOUN
dad-10730	30	24	is	be	AUX
dad-10730	30	25	defined	define	VERB
dad-10730	30	26	.	.	PUNCT
dad-10730	31	1	in	in	ADP
dad-10730	31	2	the	the	DET
dad-10730	31	3	first	first	ADJ
dad-10730	31	4	type	type	NOUN
dad-10730	31	5	,	,	PUNCT
dad-10730	31	6	the	the	DET
dad-10730	31	7	generative	generative	ADJ
dad-10730	31	8	approach	approach	NOUN
dad-10730	31	9	uses	use	VERB
dad-10730	31	10	a	a	DET
dad-10730	31	11	generative	generative	ADJ
dad-10730	31	12	model	model	NOUN
dad-10730	31	13	of	of	ADP
dad-10730	31	14	the	the	DET
dad-10730	31	15	dialog	dialog	NOUN
dad-10730	31	16	dynamic	dynamic	NOUN
dad-10730	31	17	that	that	PRON
dad-10730	31	18	describes	describe	VERB
dad-10730	31	19	how	how	SCONJ
dad-10730	31	20	the	the	DET
dad-10730	31	21	sequence	sequence	NOUN
dad-10730	31	22	of	of	ADP
dad-10730	31	23	utterances	utterance	NOUN
dad-10730	31	24	are	be	AUX
dad-10730	31	25	generated	generate	VERB
dad-10730	31	26	by	by	ADP
dad-10730	31	27	using	use	VERB
dad-10730	31	28	the	the	DET
dad-10730	31	29	hidden	hidden	ADJ
dad-10730	31	30	dialog	dialog	NOUN
dad-10730	31	31	state	state	NOUN
dad-10730	31	32	and	and	CCONJ
dad-10730	31	33	using	use	VERB
dad-10730	31	34	bayes	baye	NOUN
dad-10730	31	35	’	'	PUNCT
dad-10730	31	36	rule	rule	NOUN
dad-10730	31	37	to	to	PART
dad-10730	31	38	calculate	calculate	VERB
dad-10730	31	39	the	the	DET
dad-10730	31	40	posterior	posterior	ADJ
dad-10730	31	41	distribution	distribution	NOUN
dad-10730	31	42	of	of	ADP
dad-10730	31	43	the	the	DET
dad-10730	31	44	state	state	NOUN
dad-10730	31	45	.	.	PUNCT
dad-10730	32	1	it	it	PRON
dad-10730	32	2	has	have	AUX
dad-10730	32	3	been	be	AUX
dad-10730	32	4	a	a	DET
dad-10730	32	5	popular	popular	ADJ
dad-10730	32	6	approach	approach	NOUN
dad-10730	32	7	for	for	ADP
dad-10730	32	8	statistical	statistical	ADJ
dad-10730	32	9	dialog	dialog	NOUN
dad-10730	32	10	state	state	NOUN
dad-10730	32	11	tracking	tracking	NOUN
dad-10730	32	12	,	,	PUNCT
dad-10730	32	13	since	since	SCONJ
dad-10730	32	14	it	it	PRON
dad-10730	32	15	naturally	naturally	ADV
dad-10730	32	16	fits	fit	VERB
dad-10730	32	17	into	into	ADP
dad-10730	32	18	the	the	DET
dad-10730	32	19	partially	partially	ADV
dad-10730	32	20	observable	observable	ADJ
dad-10730	32	21	markov	markov	NOUN
dad-10730	32	22	decision	decision	NOUN
dad-10730	32	23	process	process	NOUN
dad-10730	32	24	(	(	PUNCT
dad-10730	32	25	pomdp	pomdp	NOUN
dad-10730	32	26	)	)	PUNCT
dad-10730	32	27	models	model	NOUN
dad-10730	32	28	as	as	SCONJ
dad-10730	32	29	described	describe	VERB
dad-10730	32	30	in	in	ADP
dad-10730	32	31	young	young	PROPN
dad-10730	32	32	et	et	PROPN
dad-10730	32	33	al	al	PROPN
dad-10730	32	34	.	.	PROPN
dad-10730	33	1	(	(	PUNCT
dad-10730	33	2	2013	2013	NUM
dad-10730	33	3	)	)	PUNCT
dad-10730	33	4	,	,	PUNCT
dad-10730	33	5	which	which	PRON
dad-10730	33	6	is	be	AUX
dad-10730	33	7	an	an	DET
dad-10730	33	8	integrated	integrated	ADJ
dad-10730	33	9	model	model	NOUN
dad-10730	33	10	for	for	ADP
dad-10730	33	11	dialog	dialog	NOUN
dad-10730	33	12	state	state	NOUN
dad-10730	33	13	tracking	tracking	NOUN
dad-10730	33	14	and	and	CCONJ
dad-10730	33	15	dialog	dialog	NOUN
dad-10730	33	16	strategy	strategy	NOUN
dad-10730	33	17	optimization	optimization	NOUN
dad-10730	33	18	.	.	PUNCT
dad-10730	34	1	using	use	VERB
dad-10730	34	2	this	this	DET
dad-10730	34	3	generic	generic	ADJ
dad-10730	34	4	formalism	formalism	NOUN
dad-10730	34	5	of	of	ADP
dad-10730	34	6	sequential	sequential	ADJ
dad-10730	34	7	decision	decision	NOUN
dad-10730	34	8	processes	process	NOUN
dad-10730	34	9	,	,	PUNCT
dad-10730	34	10	the	the	DET
dad-10730	34	11	task	task	NOUN
dad-10730	34	12	of	of	ADP
dad-10730	34	13	dialog	dialog	NOUN
dad-10730	34	14	state	state	NOUN
dad-10730	34	15	tracking	tracking	NOUN
dad-10730	34	16	is	be	AUX
dad-10730	34	17	to	to	PART
dad-10730	34	18	calculate	calculate	VERB
dad-10730	34	19	the	the	DET
dad-10730	34	20	posterior	posterior	ADJ
dad-10730	34	21	distribution	distribution	NOUN
dad-10730	34	22	over	over	ADP
dad-10730	34	23	an	an	DET
dad-10730	34	24	hidden	hidden	ADJ
dad-10730	34	25	state	state	NOUN
dad-10730	34	26	given	give	VERB
dad-10730	34	27	an	an	DET
dad-10730	34	28	history	history	NOUN
dad-10730	34	29	of	of	ADP
dad-10730	34	30	observations	observation	NOUN
dad-10730	34	31	.	.	PUNCT
dad-10730	35	1	in	in	ADP
dad-10730	35	2	the	the	DET
dad-10730	35	3	second	second	ADJ
dad-10730	35	4	type	type	NOUN
dad-10730	35	5	,	,	PUNCT
dad-10730	35	6	the	the	DET
dad-10730	35	7	discriminative	discriminative	NOUN
dad-10730	35	8	approach	approach	NOUN
dad-10730	35	9	models	model	VERB
dad-10730	35	10	the	the	DET
dad-10730	35	11	posterior	posterior	ADJ
dad-10730	35	12	distribution	distribution	NOUN
dad-10730	35	13	directly	directly	ADV
dad-10730	35	14	through	through	ADP
dad-10730	35	15	a	a	DET
dad-10730	35	16	closed	closed	ADJ
dad-10730	35	17	algebraic	algebraic	ADJ
dad-10730	35	18	formulation	formulation	NOUN
dad-10730	35	19	as	as	ADP
dad-10730	35	20	a	a	DET
dad-10730	35	21	loss	loss	NOUN
dad-10730	35	22	minimization	minimization	NOUN
dad-10730	35	23	problem	problem	NOUN
dad-10730	35	24	.	.	PUNCT
dad-10730	36	1	statistical	statistical	ADJ
dad-10730	36	2	dialog	dialog	NOUN
dad-10730	36	3	systems	system	NOUN
dad-10730	36	4	,	,	PUNCT
dad-10730	36	5	in	in	ADP
dad-10730	36	6	maintaining	maintain	VERB
dad-10730	36	7	a	a	DET
dad-10730	36	8	distribution	distribution	NOUN
dad-10730	36	9	over	over	ADP
dad-10730	36	10	multiple	multiple	ADJ
dad-10730	36	11	hypotheses	hypothesis	NOUN
dad-10730	36	12	of	of	ADP
dad-10730	36	13	the	the	DET
dad-10730	36	14	true	true	ADJ
dad-10730	36	15	dialog	dialog	NOUN
dad-10730	36	16	state	state	NOUN
dad-10730	36	17	,	,	PUNCT
dad-10730	36	18	are	be	AUX
dad-10730	36	19	able	able	ADJ
dad-10730	36	20	to	to	PART
dad-10730	36	21	behave	behave	VERB
dad-10730	36	22	robustly	robustly	ADV
dad-10730	36	23	even	even	ADV
dad-10730	36	24	in	in	ADP
dad-10730	36	25	the	the	DET
dad-10730	36	26	face	face	NOUN
dad-10730	36	27	of	of	ADP
dad-10730	36	28	noisy	noisy	ADJ
dad-10730	36	29	conditions	condition	NOUN
dad-10730	36	30	and	and	CCONJ
dad-10730	36	31	ambiguity	ambiguity	NOUN
dad-10730	36	32	.	.	PUNCT
dad-10730	37	1	in	in	ADP
dad-10730	37	2	this	this	DET
dad-10730	37	3	paper	paper	NOUN
dad-10730	37	4	,	,	PUNCT
dad-10730	37	5	a	a	DET
dad-10730	37	6	statistical	statistical	ADJ
dad-10730	37	7	type	type	NOUN
dad-10730	37	8	of	of	ADP
dad-10730	37	9	approach	approach	NOUN
dad-10730	37	10	of	of	ADP
dad-10730	37	11	state	state	NOUN
dad-10730	37	12	tracking	tracking	NOUN
dad-10730	37	13	is	be	AUX
dad-10730	37	14	proposed	propose	VERB
dad-10730	37	15	by	by	ADP
dad-10730	37	16	leveraging	leverage	VERB
dad-10730	37	17	the	the	DET
dad-10730	37	18	recent	recent	ADJ
dad-10730	37	19	progress	progress	NOUN
dad-10730	37	20	of	of	ADP
dad-10730	37	21	spectral	spectral	ADJ
dad-10730	37	22	decomposition	decomposition	NOUN
dad-10730	37	23	methods	method	NOUN
dad-10730	37	24	formalized	formalize	VERB
dad-10730	37	25	as	as	ADP
dad-10730	37	26	bilinear	bilinear	ADJ
dad-10730	37	27	algebraic	algebraic	ADJ
dad-10730	37	28	decomposition	decomposition	NOUN
dad-10730	37	29	and	and	CCONJ
dad-10730	37	30	associated	associated	ADJ
dad-10730	37	31	inference	inference	NOUN
dad-10730	37	32	procedures	procedure	NOUN
dad-10730	37	33	.	.	PUNCT
dad-10730	38	1	the	the	DET
dad-10730	38	2	proposed	propose	VERB
dad-10730	38	3	model	model	NOUN
dad-10730	38	4	estimates	estimate	VERB
dad-10730	38	5	each	each	DET
dad-10730	38	6	state	state	NOUN
dad-10730	38	7	transition	transition	NOUN
dad-10730	38	8	with	with	ADP
dad-10730	38	9	respect	respect	NOUN
dad-10730	38	10	to	to	ADP
dad-10730	38	11	a	a	DET
dad-10730	38	12	set	set	NOUN
dad-10730	38	13	of	of	ADP
dad-10730	38	14	observations	observation	NOUN
dad-10730	38	15	and	and	CCONJ
dad-10730	38	16	is	be	AUX
dad-10730	38	17	able	able	ADJ
dad-10730	38	18	to	to	PART
dad-10730	38	19	compute	compute	VERB
dad-10730	38	20	the	the	DET
dad-10730	38	21	state	state	NOUN
dad-10730	38	22	transition	transition	NOUN
dad-10730	38	23	through	through	ADP
dad-10730	38	24	an	an	DET
dad-10730	38	25	inference	inference	NOUN
dad-10730	38	26	procedure	procedure	NOUN
dad-10730	38	27	with	with	ADP
dad-10730	38	28	a	a	DET
dad-10730	38	29	linear	linear	ADJ
dad-10730	38	30	complexity	complexity	NOUN
dad-10730	38	31	with	with	ADP
dad-10730	38	32	respect	respect	NOUN
dad-10730	38	33	to	to	ADP
dad-10730	38	34	the	the	DET
dad-10730	38	35	number	number	NOUN
dad-10730	38	36	of	of	ADP
dad-10730	38	37	variables	variable	NOUN
dad-10730	38	38	and	and	CCONJ
dad-10730	38	39	observations	observation	NOUN
dad-10730	38	40	.	.	PUNCT
dad-10730	39	1	roadmap	roadmap	NOUN
dad-10730	39	2	:	:	PUNCT
dad-10730	39	3	this	this	DET
dad-10730	39	4	paper	paper	NOUN
dad-10730	39	5	is	be	AUX
dad-10730	39	6	structured	structure	VERB
dad-10730	39	7	as	as	SCONJ
dad-10730	39	8	follows	follow	VERB
dad-10730	39	9	,	,	PUNCT
dad-10730	39	10	section	section	NOUN
dad-10730	39	11	2	2	NUM
dad-10730	39	12	formally	formally	ADV
dad-10730	39	13	defines	define	VERB
dad-10730	39	14	transactional	transactional	ADJ
dad-10730	39	15	dialogs	dialog	NOUN
dad-10730	39	16	and	and	CCONJ
dad-10730	39	17	describes	describe	VERB
dad-10730	39	18	the	the	DET
dad-10730	39	19	associated	associated	ADJ
dad-10730	39	20	problem	problem	NOUN
dad-10730	39	21	of	of	ADP
dad-10730	39	22	statistical	statistical	ADJ
dad-10730	39	23	dialog	dialog	NOUN
dad-10730	39	24	state	state	NOUN
dad-10730	39	25	tracking	tracking	NOUN
dad-10730	39	26	with	with	ADP
dad-10730	39	27	both	both	CCONJ
dad-10730	39	28	the	the	DET
dad-10730	39	29	generative	generative	ADJ
dad-10730	39	30	and	and	CCONJ
dad-10730	39	31	discriminative	discriminative	NOUN
dad-10730	39	32	approaches	approach	NOUN
dad-10730	39	33	.	.	PUNCT
dad-10730	40	1	section	section	NOUN
dad-10730	40	2	3	3	NUM
dad-10730	40	3	depicts	depict	VERB
dad-10730	40	4	the	the	DET
dad-10730	40	5	proposed	propose	VERB
dad-10730	40	6	decompositional	decompositional	ADJ
dad-10730	40	7	model	model	NOUN
dad-10730	40	8	for	for	ADP
dad-10730	40	9	coupled	couple	VERB
dad-10730	40	10	and	and	CCONJ
dad-10730	40	11	temporal	temporal	ADJ
dad-10730	40	12	hidden	hide	VERB
dad-10730	40	13	variable	variable	ADJ
dad-10730	40	14	models	model	NOUN
dad-10730	40	15	and	and	CCONJ
dad-10730	40	16	the	the	DET
dad-10730	40	17	associated	associated	ADJ
dad-10730	40	18	inference	inference	NOUN
dad-10730	40	19	procedure	procedure	NOUN
dad-10730	40	20	based	base	VERB
dad-10730	40	21	on	on	ADP
dad-10730	40	22	collective	collective	ADJ
dad-10730	40	23	matrix	matrix	NOUN
dad-10730	40	24	factorization	factorization	NOUN
dad-10730	40	25	(	(	PUNCT
dad-10730	40	26	cmf	cmf	PROPN
dad-10730	40	27	)	)	PUNCT
dad-10730	40	28	.	.	PUNCT
dad-10730	41	1	finally	finally	ADV
dad-10730	41	2	,	,	PUNCT
dad-10730	41	3	section	section	NOUN
dad-10730	41	4	4	4	NUM
dad-10730	41	5	illustrates	illustrate	VERB
dad-10730	41	6	the	the	DET
dad-10730	41	7	approach	approach	NOUN
dad-10730	41	8	with	with	ADP
dad-10730	41	9	experimental	experimental	ADJ
dad-10730	41	10	results	result	NOUN
dad-10730	41	11	obtained	obtain	VERB
dad-10730	41	12	using	use	VERB
dad-10730	41	13	a	a	DET
dad-10730	41	14	state	state	NOUN
dad-10730	41	15	of	of	ADP
dad-10730	41	16	the	the	DET
dad-10730	41	17	art	art	NOUN
dad-10730	41	18	benchmark	benchmark	NOUN
dad-10730	41	19	for	for	ADP
dad-10730	41	20	dialog	dialog	NOUN
dad-10730	41	21	state	state	NOUN
dad-10730	41	22	tracking	tracking	NOUN
dad-10730	41	23	.	.	PUNCT
dad-10730	42	1	2	2	X
dad-10730	42	2	.	.	X
dad-10730	42	3	transactional	transactional	ADJ
dad-10730	42	4	dialog	dialog	NOUN
dad-10730	42	5	state	state	NOUN
dad-10730	42	6	tracking	track	VERB
dad-10730	42	7	the	the	DET
dad-10730	42	8	dialog	dialog	NOUN
dad-10730	42	9	state	state	NOUN
dad-10730	42	10	tracking	tracking	NOUN
dad-10730	42	11	task	task	NOUN
dad-10730	42	12	we	we	PRON
dad-10730	42	13	consider	consider	VERB
dad-10730	42	14	in	in	ADP
dad-10730	42	15	this	this	DET
dad-10730	42	16	paper	paper	NOUN
dad-10730	42	17	is	be	AUX
dad-10730	42	18	formalized	formalize	VERB
dad-10730	42	19	as	as	SCONJ
dad-10730	42	20	follows	follow	VERB
dad-10730	42	21	:	:	PUNCT
dad-10730	42	22	at	at	ADP
dad-10730	42	23	each	each	DET
dad-10730	42	24	turn	turn	NOUN
dad-10730	42	25	of	of	ADP
dad-10730	42	26	a	a	DET
dad-10730	42	27	task	task	NOUN
dad-10730	42	28	-	-	PUNCT
dad-10730	42	29	oriented	orient	VERB
dad-10730	42	30	dialog	dialog	NOUN
dad-10730	42	31	between	between	ADP
dad-10730	42	32	a	a	DET
dad-10730	42	33	dialog	dialog	NOUN
dad-10730	42	34	system	system	NOUN
dad-10730	42	35	and	and	CCONJ
dad-10730	42	36	a	a	DET
dad-10730	42	37	user	user	NOUN
dad-10730	42	38	,	,	PUNCT
dad-10730	42	39	the	the	DET
dad-10730	42	40	dialog	dialog	NOUN
dad-10730	42	41	system	system	NOUN
dad-10730	42	42	chooses	choose	VERB
dad-10730	42	43	a	a	DET
dad-10730	42	44	dialog	dialog	NOUN
dad-10730	42	45	act	act	NOUN
dad-10730	42	46	d	d	NOUN
dad-10730	42	47	to	to	PART
dad-10730	42	48	express	express	VERB
dad-10730	42	49	and	and	CCONJ
dad-10730	42	50	the	the	DET
dad-10730	42	51	user	user	NOUN
dad-10730	42	52	answers	answer	VERB
dad-10730	42	53	with	with	ADP
dad-10730	42	54	an	an	DET
dad-10730	42	55	utterance	utterance	NOUN
dad-10730	42	56	u.	u.	ADV
dad-10730	42	57	the	the	DET
dad-10730	42	58	dialog	dialog	NOUN
dad-10730	42	59	state	state	NOUN
dad-10730	42	60	at	at	ADP
dad-10730	42	61	each	each	DET
dad-10730	42	62	turn	turn	NOUN
dad-10730	42	63	of	of	ADP
dad-10730	42	64	a	a	DET
dad-10730	42	65	given	give	VERB
dad-10730	42	66	dialog	dialog	NOUN
dad-10730	42	67	is	be	AUX
dad-10730	42	68	defined	define	VERB
dad-10730	42	69	as	as	ADP
dad-10730	42	70	a	a	DET
dad-10730	42	71	distribution	distribution	NOUN
dad-10730	42	72	over	over	ADP
dad-10730	42	73	a	a	DET
dad-10730	42	74	set	set	NOUN
dad-10730	42	75	of	of	ADP
dad-10730	42	76	predefined	predefine	VERB
dad-10730	42	77	variables	variable	NOUN
dad-10730	42	78	,	,	PUNCT
dad-10730	42	79	which	which	PRON
dad-10730	42	80	define	define	VERB
dad-10730	42	81	the	the	DET
dad-10730	42	82	structure	structure	NOUN
dad-10730	42	83	of	of	ADP
dad-10730	42	84	the	the	DET
dad-10730	42	85	state	state	NOUN
dad-10730	42	86	as	as	SCONJ
dad-10730	42	87	mentioned	mention	VERB
dad-10730	42	88	in	in	ADP
dad-10730	42	89	williams	williams	PROPN
dad-10730	42	90	et	et	PROPN
dad-10730	42	91	al	al	PROPN
dad-10730	42	92	.	.	PUNCT
dad-10730	43	1	(	(	PUNCT
dad-10730	43	2	2005	2005	NUM
dad-10730	43	3	)	)	PUNCT
dad-10730	43	4	.	.	PUNCT
dad-10730	44	1	this	this	DET
dad-10730	44	2	classic	classic	ADJ
dad-10730	44	3	state	state	NOUN
dad-10730	44	4	structure	structure	NOUN
dad-10730	44	5	is	be	AUX
dad-10730	44	6	commonly	commonly	ADV
dad-10730	44	7	called	call	VERB
dad-10730	44	8	slot	slot	NOUN
dad-10730	44	9	filling	filling	NOUN
dad-10730	44	10	and	and	CCONJ
dad-10730	44	11	the	the	DET
dad-10730	44	12	associated	associated	ADJ
dad-10730	44	13	dialogs	dialog	NOUN
dad-10730	44	14	are	be	AUX
dad-10730	44	15	commonly	commonly	ADV
dad-10730	44	16	referred	refer	VERB
dad-10730	44	17	to	to	ADP
dad-10730	44	18	as	as	ADP
dad-10730	44	19	transactional	transactional	ADJ
dad-10730	44	20	.	.	PUNCT
dad-10730	45	1	indeed	indeed	ADV
dad-10730	45	2	,	,	PUNCT
dad-10730	45	3	in	in	ADP
dad-10730	45	4	this	this	DET
dad-10730	45	5	context	context	NOUN
dad-10730	45	6	,	,	PUNCT
dad-10730	45	7	the	the	DET
dad-10730	45	8	state	state	NOUN
dad-10730	45	9	tracking	tracking	NOUN
dad-10730	45	10	task	task	NOUN
dad-10730	45	11	consists	consist	VERB
dad-10730	45	12	of	of	ADP
dad-10730	45	13	estimating	estimate	VERB
dad-10730	45	14	the	the	DET
dad-10730	45	15	value	value	NOUN
dad-10730	45	16	of	of	ADP
dad-10730	45	17	a	a	DET
dad-10730	45	18	set	set	NOUN
dad-10730	45	19	of	of	ADP
dad-10730	45	20	predefined	predefine	VERB
dad-10730	45	21	variables	variable	NOUN
dad-10730	45	22	in	in	ADP
dad-10730	45	23	order	order	NOUN
dad-10730	45	24	to	to	PART
dad-10730	45	25	perform	perform	VERB
dad-10730	45	26	a	a	DET
dad-10730	45	27	procedure	procedure	NOUN
dad-10730	45	28	or	or	CCONJ
dad-10730	45	29	transaction	transaction	NOUN
dad-10730	45	30	which	which	PRON
dad-10730	45	31	is	be	AUX
dad-10730	45	32	,	,	PUNCT
dad-10730	45	33	in	in	ADP
dad-10730	45	34	fact	fact	NOUN
dad-10730	45	35	,	,	PUNCT
dad-10730	45	36	the	the	DET
dad-10730	45	37	purpose	purpose	NOUN
dad-10730	45	38	of	of	ADP
dad-10730	45	39	the	the	DET
dad-10730	45	40	dialog	dialog	NOUN
dad-10730	45	41	.	.	PUNCT
dad-10730	46	1	typically	typically	ADV
dad-10730	46	2	,	,	PUNCT
dad-10730	46	3	the	the	DET
dad-10730	46	4	nlu	nlu	NOUN
dad-10730	46	5	module	module	NOUN
dad-10730	46	6	processes	process	VERB
dad-10730	46	7	the	the	DET
dad-10730	46	8	user	user	NOUN
dad-10730	46	9	utterance	utterance	NOUN
dad-10730	46	10	and	and	CCONJ
dad-10730	46	11	generates	generate	VERB
dad-10730	46	12	an	an	DET
dad-10730	46	13	n	n	ADV
dad-10730	46	14	-	-	PUNCT
dad-10730	46	15	best	good	ADJ
dad-10730	46	16	list	list	NOUN
dad-10730	46	17	o	o	NOUN
dad-10730	46	18	=	=	PUNCT
dad-10730	46	19	{	{	PUNCT
dad-10730	46	20	<	<	X
dad-10730	46	21	d1	d1	PROPN
dad-10730	46	22	,	,	PUNCT
dad-10730	46	23	f1	f1	NOUN
dad-10730	46	24	>	>	X
dad-10730	46	25	,	,	PUNCT
dad-10730	46	26	.	.	PUNCT
dad-10730	46	27	.	.	PUNCT
dad-10730	47	1	.	.	PUNCT
dad-10730	48	1	,	,	PUNCT
dad-10730	48	2	<	<	X
dad-10730	48	3	dn	dn	PROPN
dad-10730	48	4	,	,	PUNCT
dad-10730	48	5	fn	fn	NOUN
dad-10730	48	6	>	>	PUNCT
dad-10730	48	7	}	}	PUNCT
dad-10730	48	8	,	,	PUNCT
dad-10730	48	9	where	where	SCONJ
dad-10730	48	10	di	di	NOUN
dad-10730	48	11	is	be	AUX
dad-10730	48	12	the	the	DET
dad-10730	48	13	hypothesized	hypothesized	ADJ
dad-10730	48	14	user	user	NOUN
dad-10730	48	15	dialog	dialog	PROPN
dad-10730	48	16	act	act	PROPN
dad-10730	48	17	and	and	CCONJ
dad-10730	48	18	fi	fi	NOUN
dad-10730	48	19	is	be	AUX
dad-10730	48	20	its	its	PRON
dad-10730	48	21	confidence	confidence	NOUN
dad-10730	48	22	score	score	NOUN
dad-10730	48	23	.	.	PUNCT
dad-10730	49	1	in	in	ADP
dad-10730	49	2	the	the	DET
dad-10730	49	3	simplest	simple	ADJ
dad-10730	49	4	case	case	NOUN
dad-10730	49	5	where	where	SCONJ
dad-10730	49	6	no	no	DET
dad-10730	49	7	asr	asr	NOUN
dad-10730	49	8	and	and	CCONJ
dad-10730	49	9	nlu	nlu	NOUN
dad-10730	49	10	modules	module	NOUN
dad-10730	49	11	are	be	AUX
dad-10730	49	12	employed	employ	VERB
dad-10730	49	13	,	,	PUNCT
dad-10730	49	14	as	as	ADP
dad-10730	49	15	in	in	ADP
dad-10730	49	16	a	a	DET
dad-10730	49	17	text	text	NOUN
dad-10730	49	18	based	base	VERB
dad-10730	49	19	dialog	dialog	NOUN
dad-10730	49	20	system	system	NOUN
dad-10730	49	21	as	as	SCONJ
dad-10730	49	22	proposed	propose	VERB
dad-10730	49	23	in	in	ADP
dad-10730	49	24	henderson	henderson	PROPN
dad-10730	49	25	et	et	PROPN
dad-10730	49	26	al	al	PROPN
dad-10730	49	27	.	.	PROPN
dad-10730	49	28	(	(	PUNCT
dad-10730	49	29	2013	2013	NUM
dad-10730	49	30	)	)	PUNCT
dad-10730	49	31	the	the	DET
dad-10730	49	32	utterance	utterance	NOUN
dad-10730	49	33	is	be	AUX
dad-10730	49	34	taken	take	VERB
dad-10730	49	35	as	as	ADP
dad-10730	49	36	the	the	DET
dad-10730	49	37	observation	observation	NOUN
dad-10730	49	38	using	use	VERB
dad-10730	49	39	a	a	DET
dad-10730	49	40	so	so	ADV
dad-10730	49	41	-	-	PUNCT
dad-10730	49	42	called	call	VERB
dad-10730	49	43	bag	bag	NOUN
dad-10730	49	44	of	of	ADP
dad-10730	49	45	words	word	NOUN
dad-10730	49	46	representation	representation	NOUN
dad-10730	49	47	.	.	PUNCT
dad-10730	50	1	if	if	SCONJ
dad-10730	50	2	an	an	DET
dad-10730	50	3	nlu	nlu	NOUN
dad-10730	50	4	module	module	NOUN
dad-10730	50	5	is	be	AUX
dad-10730	50	6	available	available	ADJ
dad-10730	50	7	,	,	PUNCT
dad-10730	50	8	standardized	standardized	ADJ
dad-10730	50	9	dialog	dialog	NOUN
dad-10730	50	10	act	act	NOUN
dad-10730	50	11	schemas	schema	NOUN
dad-10730	50	12	can	can	AUX
dad-10730	50	13	be	be	AUX
dad-10730	50	14	considered	consider	VERB
dad-10730	50	15	as	as	ADP
dad-10730	50	16	observations	observation	NOUN
dad-10730	50	17	as	as	ADP
dad-10730	50	18	in	in	ADP
dad-10730	50	19	bunt	bunt	PROPN
dad-10730	50	20	et	et	PROPN
dad-10730	50	21	al	al	PROPN
dad-10730	50	22	.	.	PROPN
dad-10730	51	1	(	(	PUNCT
dad-10730	51	2	2010	2010	NUM
dad-10730	51	3	)	)	PUNCT
dad-10730	51	4	.	.	PUNCT
dad-10730	52	1	furthermore	furthermore	ADV
dad-10730	52	2	,	,	PUNCT
dad-10730	52	3	if	if	SCONJ
dad-10730	52	4	prosodic	prosodic	ADJ
dad-10730	52	5	information	information	NOUN
dad-10730	52	6	is	be	AUX
dad-10730	52	7	available	available	ADJ
dad-10730	52	8	by	by	ADP
dad-10730	52	9	the	the	DET
dad-10730	52	10	asr	asr	PROPN
dad-10730	52	11	component	component	NOUN
dad-10730	52	12	of	of	ADP
dad-10730	52	13	the	the	DET
dad-10730	52	14	dialog	dialog	NOUN
dad-10730	52	15	system	system	NOUN
dad-10730	52	16	as	as	ADP
dad-10730	52	17	in	in	ADP
dad-10730	52	18	milone	milone	NOUN
dad-10730	52	19	and	and	CCONJ
dad-10730	52	20	rubio	rubio	PROPN
dad-10730	52	21	(	(	PUNCT
dad-10730	52	22	2003	2003	NUM
dad-10730	52	23	)	)	PUNCT
dad-10730	52	24	,	,	PUNCT
dad-10730	52	25	it	it	PRON
dad-10730	52	26	can	can	AUX
dad-10730	52	27	also	also	ADV
dad-10730	52	28	be	be	AUX
dad-10730	52	29	considered	consider	VERB
dad-10730	52	30	as	as	ADP
dad-10730	52	31	part	part	NOUN
dad-10730	52	32	of	of	ADP
dad-10730	52	33	the	the	DET
dad-10730	52	34	observation	observation	NOUN
dad-10730	52	35	definition	definition	NOUN
dad-10730	52	36	.	.	PUNCT
dad-10730	53	1	a	a	DET
dad-10730	53	2	statistical	statistical	ADJ
dad-10730	53	3	dialog	dialog	NOUN
dad-10730	53	4	state	state	NOUN
dad-10730	53	5	tracker	tracker	NOUN
dad-10730	53	6	maintains	maintain	VERB
dad-10730	53	7	,	,	PUNCT
dad-10730	53	8	at	at	ADP
dad-10730	53	9	each	each	DET
dad-10730	53	10	discrete	discrete	ADJ
dad-10730	53	11	time	time	NOUN
dad-10730	53	12	step	step	NOUN
dad-10730	53	13	t	t	PROPN
dad-10730	53	14	,	,	PUNCT
dad-10730	53	15	the	the	DET
dad-10730	53	16	probability	probability	NOUN
dad-10730	53	17	distribution	distribution	NOUN
dad-10730	53	18	over	over	ADP
dad-10730	53	19	states	state	NOUN
dad-10730	53	20	,	,	PUNCT
dad-10730	53	21	b(st	b(st	PROPN
dad-10730	53	22	)	)	PUNCT
dad-10730	53	23	,	,	PUNCT
dad-10730	53	24	which	which	PRON
dad-10730	53	25	is	be	AUX
dad-10730	53	26	the	the	DET
dad-10730	53	27	system	system	NOUN
dad-10730	53	28	’s	’s	PART
dad-10730	53	29	belief	belief	NOUN
dad-10730	53	30	over	over	ADP
dad-10730	53	31	the	the	DET
dad-10730	53	32	state	state	NOUN
dad-10730	53	33	.	.	PUNCT
dad-10730	54	1	the	the	DET
dad-10730	54	2	general	general	ADJ
dad-10730	54	3	process	process	NOUN
dad-10730	54	4	of	of	ADP
dad-10730	54	5	slot	slot	NOUN
dad-10730	54	6	-	-	PUNCT
dad-10730	54	7	filling	fill	VERB
dad-10730	54	8	,	,	PUNCT
dad-10730	54	9	transactional	transactional	ADJ
dad-10730	54	10	dialog	dialog	NOUN
dad-10730	54	11	management	management	NOUN
dad-10730	54	12	is	be	AUX
dad-10730	54	13	summarized	summarize	VERB
dad-10730	54	14	in	in	ADP
dad-10730	54	15	figure	figure	NOUN
dad-10730	54	16	1	1	NUM
dad-10730	54	17	.	.	PUNCT
dad-10730	55	1	first	first	ADV
dad-10730	55	2	,	,	PUNCT
dad-10730	55	3	intent	intent	ADJ
dad-10730	55	4	detection	detection	NOUN
dad-10730	55	5	is	be	AUX
dad-10730	55	6	typically	typically	ADV
dad-10730	55	7	an	an	DET
dad-10730	55	8	nlu	nlu	NOUN
dad-10730	55	9	problem	problem	NOUN
dad-10730	55	10	consisting	consist	VERB
dad-10730	55	11	of	of	ADP
dad-10730	55	12	identifying	identify	VERB
dad-10730	55	13	the	the	DET
dad-10730	55	14	task	task	NOUN
dad-10730	55	15	the	the	DET
dad-10730	55	16	user	user	NOUN
dad-10730	55	17	wants	want	VERB
dad-10730	55	18	the	the	DET
dad-10730	55	19	system	system	NOUN
dad-10730	55	20	to	to	PART
dad-10730	55	21	accomplish	accomplish	VERB
dad-10730	55	22	.	.	PUNCT
dad-10730	56	1	this	this	DET
dad-10730	56	2	first	first	ADJ
dad-10730	56	3	step	step	NOUN
dad-10730	56	4	determines	determine	VERB
dad-10730	56	5	the	the	DET
dad-10730	56	6	set	set	NOUN
dad-10730	56	7	of	of	ADP
dad-10730	56	8	variables	variable	NOUN
dad-10730	56	9	to	to	PART
dad-10730	56	10	instantiate	instantiate	VERB
dad-10730	56	11	during	during	ADP
dad-10730	56	12	the	the	DET
dad-10730	56	13	second	second	ADJ
dad-10730	56	14	step	step	NOUN
dad-10730	56	15	,	,	PUNCT
dad-10730	56	16	which	which	PRON
dad-10730	56	17	is	be	AUX
dad-10730	56	18	the	the	DET
dad-10730	56	19	slotfilling	slotfille	VERB
dad-10730	56	20	process	process	NOUN
dad-10730	56	21	.	.	PUNCT
dad-10730	57	1	this	this	DET
dad-10730	57	2	type	type	NOUN
dad-10730	57	3	of	of	ADP
dad-10730	57	4	dialog	dialog	NOUN
dad-10730	57	5	management	management	NOUN
dad-10730	57	6	assumes	assume	VERB
dad-10730	57	7	that	that	SCONJ
dad-10730	57	8	a	a	DET
dad-10730	57	9	set	set	NOUN
dad-10730	57	10	of	of	ADP
dad-10730	57	11	variables	variable	NOUN
dad-10730	57	12	are	be	AUX
dad-10730	57	13	required	require	VERB
dad-10730	57	14	for	for	ADP
dad-10730	57	15	each	each	DET
dad-10730	57	16	predefined	predefine	VERB
dad-10730	57	17	intention	intention	NOUN
dad-10730	57	18	.	.	PUNCT
dad-10730	58	1	the	the	DET
dad-10730	58	2	slot	slot	NOUN
dad-10730	58	3	filling	filling	NOUN
dad-10730	58	4	process	process	NOUN
dad-10730	58	5	is	be	AUX
dad-10730	58	6	a	a	DET
dad-10730	58	7	classic	classic	ADJ
dad-10730	58	8	task	task	NOUN
dad-10730	58	9	of	of	ADP
dad-10730	58	10	dialog	dialog	NOUN
dad-10730	58	11	management	management	NOUN
dad-10730	58	12	and	and	CCONJ
dad-10730	58	13	is	be	AUX
dad-10730	58	14	composed	compose	VERB
dad-10730	58	15	of	of	ADP
dad-10730	58	16	the	the	DET
dad-10730	58	17	cyclic	cyclic	ADJ
dad-10730	58	18	tasks	task	NOUN
dad-10730	58	19	of	of	ADP
dad-10730	58	20	information	information	NOUN
dad-10730	58	21	gathering	gathering	NOUN
dad-10730	58	22	and	and	CCONJ
dad-10730	58	23	integration	integration	NOUN
dad-10730	58	24	,	,	PUNCT
dad-10730	58	25	in	in	ADP
dad-10730	58	26	other	other	ADJ
dad-10730	58	27	words	word	NOUN
dad-10730	58	28	–	–	PUNCT
dad-10730	58	29	dialog	dialog	NOUN
dad-10730	58	30	state	state	NOUN
dad-10730	58	31	tracking	tracking	NOUN
dad-10730	58	32	.	.	PUNCT
dad-10730	59	1	finally	finally	ADV
dad-10730	59	2	,	,	PUNCT
dad-10730	59	3	once	once	ADV
dad-10730	59	4	all	all	DET
dad-10730	59	5	the	the	DET
dad-10730	59	6	variables	variable	NOUN
dad-10730	59	7	have	have	AUX
dad-10730	59	8	been	be	AUX
dad-10730	59	9	correctly	correctly	ADV
dad-10730	59	10	instantiated	instantiate	VERB
dad-10730	59	11	,	,	PUNCT
dad-10730	59	12	a	a	DET
dad-10730	59	13	common	common	ADJ
dad-10730	59	14	practice	practice	NOUN
dad-10730	59	15	in	in	ADP
dad-10730	59	16	dialog	dialog	NOUN
dad-10730	59	17	systems	system	NOUN
dad-10730	59	18	is	be	AUX
dad-10730	59	19	to	to	PART
dad-10730	59	20	perform	perform	VERB
dad-10730	59	21	a	a	DET
dad-10730	59	22	last	last	ADJ
dad-10730	59	23	general	general	ADJ
dad-10730	59	24	confirmation	confirmation	NOUN
dad-10730	59	25	of	of	ADP
dad-10730	59	26	the	the	DET
dad-10730	59	27	task	task	NOUN
dad-10730	59	28	desired	desire	VERB
dad-10730	59	29	by	by	ADP
dad-10730	59	30	the	the	DET
dad-10730	59	31	user	user	NOUN
dad-10730	59	32	before	before	ADP
dad-10730	59	33	finally	finally	ADV
dad-10730	59	34	executing	execute	VERB
dad-10730	59	35	the	the	DET
dad-10730	59	36	requested	request	VERB
dad-10730	59	37	task	task	NOUN
dad-10730	59	38	.	.	PUNCT
dad-10730	60	1	as	as	ADP
dad-10730	60	2	an	an	DET
dad-10730	60	3	example	example	NOUN
dad-10730	60	4	used	use	VERB
dad-10730	60	5	as	as	ADP
dad-10730	60	6	illutration	illutration	NOUN
dad-10730	60	7	of	of	ADP
dad-10730	60	8	the	the	DET
dad-10730	60	9	proposed	propose	VERB
dad-10730	60	10	method	method	NOUN
dad-10730	60	11	in	in	ADP
dad-10730	60	12	this	this	DET
dad-10730	60	13	paper	paper	NOUN
dad-10730	60	14	,	,	PUNCT
dad-10730	60	15	in	in	ADP
dad-10730	60	16	the	the	DET
dad-10730	60	17	case	case	NOUN
dad-10730	60	18	of	of	ADP
dad-10730	60	19	the	the	DET
dad-10730	60	20	dstc-2	dstc-2	NUM
dad-10730	60	21	challenge	challenge	NOUN
dad-10730	60	22	,	,	PUNCT
dad-10730	60	23	presented	present	VERB
dad-10730	60	24	in	in	ADP
dad-10730	60	25	henderson	henderson	PROPN
dad-10730	60	26	et	et	PROPN
dad-10730	60	27	al	al	PROPN
dad-10730	60	28	.	.	PROPN
dad-10730	61	1	(	(	PUNCT
dad-10730	61	2	2014b	2014b	NUM
dad-10730	61	3	)	)	PUNCT
dad-10730	61	4	,	,	PUNCT
dad-10730	61	5	the	the	DET
dad-10730	61	6	context	context	NOUN
dad-10730	61	7	was	be	AUX
dad-10730	61	8	taken	take	VERB
dad-10730	61	9	from	from	ADP
dad-10730	61	10	the	the	DET
dad-10730	61	11	restaurant	restaurant	NOUN
dad-10730	61	12	information	information	NOUN
dad-10730	61	13	domain	domain	NOUN
dad-10730	61	14	and	and	CCONJ
dad-10730	61	15	the	the	DET
dad-10730	61	16	considered	consider	VERB
dad-10730	61	17	variables	variable	NOUN
dad-10730	61	18	to	to	PART
dad-10730	61	19	instanciate	instanciate	VERB
dad-10730	61	20	as	as	ADP
dad-10730	61	21	part	part	NOUN
dad-10730	61	22	of	of	ADP
dad-10730	61	23	the	the	DET
dad-10730	61	24	state	state	NOUN
dad-10730	61	25	are	be	AUX
dad-10730	61	26	{	{	PUNCT
dad-10730	61	27	area	area	NOUN
dad-10730	61	28	(	(	PUNCT
dad-10730	61	29	5	5	NUM
dad-10730	61	30	possible	possible	ADJ
dad-10730	61	31	values	value	NOUN
dad-10730	61	32	)	)	PUNCT
dad-10730	61	33	;	;	PUNCT
dad-10730	61	34	food	food	NOUN
dad-10730	61	35	(	(	PUNCT
dad-10730	61	36	91	91	NUM
dad-10730	61	37	possible	possible	ADJ
dad-10730	61	38	values	value	NOUN
dad-10730	61	39	)	)	PUNCT
dad-10730	61	40	;	;	PUNCT
dad-10730	61	41	name	name	NOUN
dad-10730	61	42	(	(	PUNCT
dad-10730	61	43	113	113	NUM
dad-10730	61	44	possible	possible	ADJ
dad-10730	61	45	values	value	NOUN
dad-10730	61	46	)	)	PUNCT
dad-10730	61	47	;	;	PUNCT
dad-10730	61	48	pricerange	pricerange	NOUN
dad-10730	61	49	(	(	PUNCT
dad-10730	61	50	3	3	NUM
dad-10730	61	51	possible	possible	ADJ
dad-10730	61	52	values	value	NOUN
dad-10730	61	53	)	)	PUNCT
dad-10730	61	54	}	}	PUNCT
dad-10730	61	55	.	.	PUNCT
dad-10730	62	1	in	in	ADP
dad-10730	62	2	such	such	ADJ
dad-10730	62	3	framework	framework	NOUN
dad-10730	62	4	,	,	PUNCT
dad-10730	62	5	the	the	DET
dad-10730	62	6	purpose	purpose	NOUN
dad-10730	62	7	is	be	AUX
dad-10730	62	8	to	to	PART
dad-10730	62	9	estimate	estimate	VERB
dad-10730	62	10	as	as	ADV
dad-10730	62	11	early	early	ADV
dad-10730	62	12	as	as	ADP
dad-10730	62	13	possible	possible	ADJ
dad-10730	62	14	in	in	ADP
dad-10730	62	15	the	the	DET
dad-10730	62	16	course	course	NOUN
dad-10730	62	17	of	of	ADP
dad-10730	62	18	a	a	DET
dad-10730	62	19	given	give	VERB
dad-10730	62	20	dialog	dialog	NOUN
dad-10730	62	21	the	the	DET
dad-10730	62	22	correct	correct	ADJ
dad-10730	62	23	instantiation	instantiation	NOUN
dad-10730	62	24	of	of	ADP
dad-10730	62	25	each	each	DET
dad-10730	62	26	variable	variable	NOUN
dad-10730	62	27	.	.	PUNCT
dad-10730	63	1	in	in	ADP
dad-10730	63	2	the	the	DET
dad-10730	63	3	following	following	NOUN
dad-10730	63	4	,	,	PUNCT
dad-10730	63	5	we	we	PRON
dad-10730	63	6	will	will	AUX
dad-10730	63	7	assume	assume	VERB
dad-10730	63	8	the	the	DET
dad-10730	63	9	state	state	NOUN
dad-10730	63	10	is	be	AUX
dad-10730	63	11	represented	represent	VERB
dad-10730	63	12	as	as	ADP
dad-10730	63	13	a	a	DET
dad-10730	63	14	concatenation	concatenation	NOUN
dad-10730	63	15	of	of	ADP
dad-10730	63	16	zero	zero	NUM
dad-10730	63	17	-	-	PUNCT
dad-10730	63	18	one	one	NUM
dad-10730	63	19	encoding	encoding	NOUN
dad-10730	63	20	of	of	ADP
dad-10730	63	21	the	the	DET
dad-10730	63	22	values	value	NOUN
dad-10730	63	23	for	for	ADP
dad-10730	63	24	each	each	DET
dad-10730	63	25	variable	variable	NOUN
dad-10730	63	26	defining	define	VERB
dad-10730	63	27	the	the	DET
dad-10730	63	28	state	state	NOUN
dad-10730	63	29	.	.	PUNCT
dad-10730	64	1	furthermore	furthermore	ADV
dad-10730	64	2	,	,	PUNCT
dad-10730	64	3	in	in	ADP
dad-10730	64	4	the	the	DET
dad-10730	64	5	context	context	NOUN
dad-10730	64	6	of	of	ADP
dad-10730	64	7	this	this	DET
dad-10730	64	8	paper	paper	NOUN
dad-10730	64	9	,	,	PUNCT
dad-10730	64	10	only	only	ADV
dad-10730	64	11	the	the	DET
dad-10730	64	12	bag	bag	NOUN
dad-10730	64	13	of	of	ADP
dad-10730	64	14	words	word	NOUN
dad-10730	64	15	has	have	AUX
dad-10730	64	16	been	be	AUX
dad-10730	64	17	considered	consider	VERB
dad-10730	64	18	as	as	ADP
dad-10730	64	19	an	an	DET
dad-10730	64	20	observation	observation	NOUN
dad-10730	64	21	at	at	ADP
dad-10730	64	22	a	a	DET
dad-10730	64	23	given	give	VERB
dad-10730	64	24	turn	turn	NOUN
dad-10730	64	25	but	but	CCONJ
dad-10730	64	26	dialog	dialog	NOUN
dad-10730	64	27	acts	act	NOUN
dad-10730	64	28	or	or	CCONJ
dad-10730	64	29	detected	detect	VERB
dad-10730	64	30	named	name	VERB
dad-10730	64	31	entity	entity	NOUN
dad-10730	64	32	provided	provide	VERB
dad-10730	64	33	by	by	ADP
dad-10730	64	34	an	an	DET
dad-10730	64	35	slu	slu	NOUN
dad-10730	64	36	module	module	NOUN
dad-10730	64	37	could	could	AUX
dad-10730	64	38	have	have	AUX
dad-10730	64	39	also	also	ADV
dad-10730	64	40	been	be	AUX
dad-10730	64	41	incorporated	incorporate	VERB
dad-10730	64	42	as	as	ADP
dad-10730	64	43	evidence	evidence	NOUN
dad-10730	64	44	.	.	PUNCT
dad-10730	65	1	two	two	NUM
dad-10730	65	2	statistical	statistical	ADJ
dad-10730	65	3	approaches	approach	NOUN
dad-10730	65	4	have	have	AUX
dad-10730	65	5	been	be	AUX
dad-10730	65	6	considered	consider	VERB
dad-10730	65	7	for	for	ADP
dad-10730	65	8	maintaining	maintain	VERB
dad-10730	65	9	the	the	DET
dad-10730	65	10	distribution	distribution	NOUN
dad-10730	65	11	over	over	ADP
dad-10730	65	12	a	a	DET
dad-10730	65	13	state	state	NOUN
dad-10730	65	14	given	give	VERB
dad-10730	65	15	sequential	sequential	ADJ
dad-10730	65	16	nlu	nlu	NOUN
dad-10730	65	17	output	output	NOUN
dad-10730	65	18	.	.	PUNCT
dad-10730	66	1	first	first	ADV
dad-10730	66	2	,	,	PUNCT
dad-10730	66	3	the	the	DET
dad-10730	66	4	discriminative	discriminative	NOUN
dad-10730	66	5	approach	approach	NOUN
dad-10730	66	6	aims	aim	VERB
dad-10730	66	7	to	to	PART
dad-10730	66	8	model	model	VERB
dad-10730	66	9	the	the	DET
dad-10730	66	10	posterior	posterior	ADJ
dad-10730	66	11	probability	probability	NOUN
dad-10730	66	12	distribution	distribution	NOUN
dad-10730	66	13	of	of	ADP
dad-10730	66	14	the	the	DET
dad-10730	66	15	state	state	NOUN
dad-10730	66	16	at	at	ADP
dad-10730	66	17	time	time	NOUN
dad-10730	66	18	t	t	NOUN
dad-10730	66	19	+	+	CCONJ
dad-10730	66	20	1	1	NUM
dad-10730	66	21	with	with	ADP
dad-10730	66	22	regard	regard	NOUN
dad-10730	66	23	to	to	ADP
dad-10730	66	24	state	state	NOUN
dad-10730	66	25	at	at	ADP
dad-10730	66	26	time	time	NOUN
dad-10730	66	27	t	t	PROPN
dad-10730	66	28	and	and	CCONJ
dad-10730	66	29	observations	observation	NOUN
dad-10730	66	30	z1	z1	PROPN
dad-10730	66	31	:	:	PUNCT
dad-10730	66	32	t.	t.	PROPN
dad-10730	66	33	second	second	ADJ
dad-10730	66	34	,	,	PUNCT
dad-10730	66	35	the	the	DET
dad-10730	66	36	generative	generative	ADJ
dad-10730	66	37	approach	approach	NOUN
dad-10730	66	38	attempts	attempt	VERB
dad-10730	66	39	to	to	PART
dad-10730	66	40	model	model	VERB
dad-10730	66	41	the	the	DET
dad-10730	66	42	transition	transition	NOUN
dad-10730	66	43	probability	probability	NOUN
dad-10730	66	44	and	and	CCONJ
dad-10730	66	45	the	the	DET
dad-10730	66	46	observation	observation	NOUN
dad-10730	66	47	probability	probability	NOUN
dad-10730	66	48	in	in	ADP
dad-10730	66	49	order	order	NOUN
dad-10730	66	50	to	to	PART
dad-10730	66	51	exploit	exploit	VERB
dad-10730	66	52	possible	possible	ADJ
dad-10730	66	53	interdependencies	interdependency	NOUN
dad-10730	66	54	between	between	ADP
dad-10730	66	55	hidden	hide	VERB
dad-10730	66	56	variables	variable	NOUN
dad-10730	66	57	that	that	PRON
dad-10730	66	58	comprise	comprise	VERB
dad-10730	66	59	the	the	DET
dad-10730	66	60	dialog	dialog	NOUN
dad-10730	66	61	state	state	NOUN
dad-10730	66	62	.	.	PUNCT
dad-10730	67	1	figure	figure	NOUN
dad-10730	67	2	1	1	NUM
dad-10730	67	3	:	:	PUNCT
dad-10730	67	4	prototypical	prototypical	ADJ
dad-10730	67	5	transactional	transactional	ADJ
dad-10730	67	6	dialog	dialog	NOUN
dad-10730	67	7	management	management	NOUN
dad-10730	67	8	process	process	NOUN
dad-10730	67	9	,	,	PUNCT
dad-10730	67	10	also	also	ADV
dad-10730	67	11	called	call	VERB
dad-10730	67	12	slot	slot	NOUN
dad-10730	67	13	-	-	PUNCT
dad-10730	67	14	filling	fill	VERB
dad-10730	67	15	dialog	dialog	NOUN
dad-10730	67	16	management	management	NOUN
dad-10730	67	17	figure	figure	NOUN
dad-10730	67	18	2	2	NUM
dad-10730	67	19	:	:	PUNCT
dad-10730	67	20	generative	generative	ADJ
dad-10730	67	21	dialog	dialog	NOUN
dad-10730	67	22	state	state	NOUN
dad-10730	67	23	tracking	tracking	NOUN
dad-10730	67	24	using	use	VERB
dad-10730	67	25	a	a	DET
dad-10730	67	26	factorial	factorial	ADJ
dad-10730	68	1	hmm	hmm	INTJ
dad-10730	68	2	2.1	2.1	NUM
dad-10730	68	3	generative	generative	ADJ
dad-10730	68	4	dialog	dialog	NOUN
dad-10730	68	5	state	state	NOUN
dad-10730	68	6	tracking	track	VERB
dad-10730	68	7	a	a	DET
dad-10730	68	8	generative	generative	ADJ
dad-10730	68	9	approach	approach	NOUN
dad-10730	68	10	to	to	ADP
dad-10730	68	11	dialog	dialog	NOUN
dad-10730	68	12	state	state	NOUN
dad-10730	68	13	tracking	tracking	NOUN
dad-10730	68	14	computes	compute	VERB
dad-10730	68	15	the	the	DET
dad-10730	68	16	belief	belief	NOUN
dad-10730	68	17	over	over	ADP
dad-10730	68	18	the	the	DET
dad-10730	68	19	state	state	NOUN
dad-10730	68	20	using	use	VERB
dad-10730	68	21	bayes	baye	NOUN
dad-10730	68	22	’	'	PUNCT
dad-10730	68	23	rule	rule	NOUN
dad-10730	68	24	,	,	PUNCT
dad-10730	68	25	using	use	VERB
dad-10730	68	26	the	the	DET
dad-10730	68	27	belief	belief	NOUN
dad-10730	68	28	from	from	ADP
dad-10730	68	29	the	the	DET
dad-10730	68	30	last	last	ADJ
dad-10730	68	31	turn	turn	NOUN
dad-10730	68	32	b(st−1	b(st−1	VERB
dad-10730	68	33	)	)	PUNCT
dad-10730	68	34	as	as	ADP
dad-10730	68	35	a	a	DET
dad-10730	68	36	prior	prior	NOUN
dad-10730	68	37	and	and	CCONJ
dad-10730	68	38	the	the	DET
dad-10730	68	39	likelihood	likelihood	NOUN
dad-10730	68	40	given	give	VERB
dad-10730	68	41	the	the	DET
dad-10730	68	42	user	user	NOUN
dad-10730	68	43	utterance	utterance	NOUN
dad-10730	68	44	hypotheses	hypothesis	NOUN
dad-10730	68	45	p(zt|st	p(zt|st	PRON
dad-10730	68	46	)	)	PUNCT
dad-10730	68	47	,	,	PUNCT
dad-10730	68	48	with	with	ADP
dad-10730	68	49	zt	zt	PROPN
dad-10730	68	50	the	the	DET
dad-10730	68	51	observation	observation	NOUN
dad-10730	68	52	gathered	gather	VERB
dad-10730	68	53	at	at	ADP
dad-10730	68	54	time	time	NOUN
dad-10730	68	55	t.	t.	PROPN
dad-10730	68	56	in	in	ADP
dad-10730	68	57	the	the	DET
dad-10730	68	58	prior	prior	ADJ
dad-10730	68	59	work	work	NOUN
dad-10730	68	60	williams	williams	PROPN
dad-10730	68	61	et	et	PROPN
dad-10730	68	62	al	al	PROPN
dad-10730	68	63	.	.	PUNCT
dad-10730	69	1	(	(	PUNCT
dad-10730	69	2	2005	2005	NUM
dad-10730	69	3	)	)	PUNCT
dad-10730	69	4	,	,	PUNCT
dad-10730	69	5	the	the	DET
dad-10730	69	6	likelihood	likelihood	NOUN
dad-10730	69	7	is	be	AUX
dad-10730	69	8	factored	factor	VERB
dad-10730	69	9	and	and	CCONJ
dad-10730	69	10	some	some	DET
dad-10730	69	11	independence	independence	NOUN
dad-10730	69	12	assumptions	assumption	NOUN
dad-10730	69	13	are	be	AUX
dad-10730	69	14	made	make	VERB
dad-10730	69	15	:	:	PUNCT
dad-10730	69	16	bt	bt	PROPN
dad-10730	69	17	∝	∝	PROPN
dad-10730	69	18	∑	∑	PUNCT
dad-10730	69	19	st−1,zt	st−1,zt	PROPN
dad-10730	69	20	p(st|zt	p(st|zt	PROPN
dad-10730	69	21	,	,	PUNCT
dad-10730	69	22	dt−1	dt−1	NOUN
dad-10730	69	23	,	,	PUNCT
dad-10730	69	24	st−1)p(zt|st)b(st−1	st−1)p(zt|st)b(st−1	PROPN
dad-10730	69	25	)	)	PUNCT
dad-10730	69	26	(	(	PUNCT
dad-10730	69	27	1	1	X
dad-10730	69	28	)	)	PUNCT
dad-10730	69	29	figure	figure	NOUN
dad-10730	69	30	2	2	NUM
dad-10730	69	31	depicts	depict	VERB
dad-10730	69	32	a	a	DET
dad-10730	69	33	typical	typical	ADJ
dad-10730	69	34	generative	generative	ADJ
dad-10730	69	35	model	model	NOUN
dad-10730	69	36	of	of	ADP
dad-10730	69	37	a	a	DET
dad-10730	69	38	dialog	dialog	NOUN
dad-10730	69	39	state	state	NOUN
dad-10730	69	40	tracking	tracking	NOUN
dad-10730	69	41	process	process	NOUN
dad-10730	69	42	using	use	VERB
dad-10730	69	43	a	a	DET
dad-10730	69	44	factorial	factorial	ADJ
dad-10730	69	45	hidden	hide	VERB
dad-10730	69	46	markov	markov	NOUN
dad-10730	69	47	model	model	NOUN
dad-10730	69	48	proposed	propose	VERB
dad-10730	69	49	by	by	ADP
dad-10730	69	50	ghahramani	ghahramani	PROPN
dad-10730	69	51	and	and	CCONJ
dad-10730	69	52	jordan	jordan	PROPN
dad-10730	69	53	(	(	PUNCT
dad-10730	69	54	1997	1997	NUM
dad-10730	69	55	)	)	PUNCT
dad-10730	69	56	.	.	PUNCT
dad-10730	70	1	the	the	DET
dad-10730	70	2	shaded	shaded	ADJ
dad-10730	70	3	variables	variable	NOUN
dad-10730	70	4	are	be	AUX
dad-10730	70	5	the	the	DET
dad-10730	70	6	observed	observe	VERB
dad-10730	70	7	dialog	dialog	NOUN
dad-10730	70	8	turns	turn	NOUN
dad-10730	70	9	and	and	CCONJ
dad-10730	70	10	each	each	DET
dad-10730	70	11	unshaded	unshaded	ADJ
dad-10730	70	12	variable	variable	NOUN
dad-10730	70	13	represents	represent	VERB
dad-10730	70	14	a	a	DET
dad-10730	70	15	single	single	ADJ
dad-10730	70	16	variable	variable	NOUN
dad-10730	70	17	describing	describe	VERB
dad-10730	70	18	the	the	DET
dad-10730	70	19	task	task	NOUN
dad-10730	70	20	dependent	dependent	ADJ
dad-10730	70	21	variables	variable	NOUN
dad-10730	70	22	.	.	PUNCT
dad-10730	71	1	in	in	ADP
dad-10730	71	2	this	this	DET
dad-10730	71	3	family	family	NOUN
dad-10730	71	4	of	of	ADP
dad-10730	71	5	approaches	approach	NOUN
dad-10730	71	6	,	,	PUNCT
dad-10730	71	7	scalability	scalability	NOUN
dad-10730	71	8	is	be	AUX
dad-10730	71	9	considered	consider	VERB
dad-10730	71	10	as	as	ADP
dad-10730	71	11	one	one	NUM
dad-10730	71	12	of	of	ADP
dad-10730	71	13	the	the	DET
dad-10730	71	14	main	main	ADJ
dad-10730	71	15	issues	issue	NOUN
dad-10730	71	16	.	.	PUNCT
dad-10730	72	1	one	one	NUM
dad-10730	72	2	way	way	NOUN
dad-10730	72	3	to	to	PART
dad-10730	72	4	reduce	reduce	VERB
dad-10730	72	5	the	the	DET
dad-10730	72	6	amount	amount	NOUN
dad-10730	72	7	of	of	ADP
dad-10730	72	8	computation	computation	NOUN
dad-10730	72	9	is	be	AUX
dad-10730	72	10	to	to	PART
dad-10730	72	11	group	group	VERB
dad-10730	72	12	the	the	DET
dad-10730	72	13	states	state	NOUN
dad-10730	72	14	into	into	ADP
dad-10730	72	15	partitions	partition	NOUN
dad-10730	72	16	,	,	PUNCT
dad-10730	72	17	as	as	SCONJ
dad-10730	72	18	proposed	propose	VERB
dad-10730	72	19	in	in	ADP
dad-10730	72	20	the	the	DET
dad-10730	72	21	hidden	hide	VERB
dad-10730	72	22	information	information	NOUN
dad-10730	72	23	state	state	NOUN
dad-10730	72	24	(	(	PUNCT
dad-10730	72	25	his	his	PRON
dad-10730	72	26	)	)	PUNCT
dad-10730	72	27	model	model	NOUN
dad-10730	72	28	of	of	ADP
dad-10730	72	29	gasic	gasic	NOUN
dad-10730	72	30	and	and	CCONJ
dad-10730	72	31	young	young	ADJ
dad-10730	72	32	(	(	PUNCT
dad-10730	72	33	2011	2011	NUM
dad-10730	72	34	)	)	PUNCT
dad-10730	72	35	.	.	PUNCT
dad-10730	73	1	other	other	ADJ
dad-10730	73	2	approaches	approach	NOUN
dad-10730	73	3	to	to	PART
dad-10730	73	4	cope	cope	VERB
dad-10730	73	5	with	with	ADP
dad-10730	73	6	the	the	DET
dad-10730	73	7	scalability	scalability	NOUN
dad-10730	73	8	problem	problem	NOUN
dad-10730	73	9	in	in	ADP
dad-10730	73	10	dialog	dialog	NOUN
dad-10730	73	11	state	state	NOUN
dad-10730	73	12	tracking	tracking	NOUN
dad-10730	73	13	is	be	AUX
dad-10730	73	14	to	to	PART
dad-10730	73	15	adopt	adopt	VERB
dad-10730	73	16	a	a	DET
dad-10730	73	17	factored	factored	ADJ
dad-10730	73	18	dynamic	dynamic	ADJ
dad-10730	73	19	bayesian	bayesian	NOUN
dad-10730	73	20	network	network	NOUN
dad-10730	73	21	by	by	ADP
dad-10730	73	22	making	make	VERB
dad-10730	73	23	conditional	conditional	ADJ
dad-10730	73	24	independence	independence	NOUN
dad-10730	73	25	assumptions	assumption	NOUN
dad-10730	73	26	among	among	ADP
dad-10730	73	27	dialog	dialog	NOUN
dad-10730	73	28	state	state	NOUN
dad-10730	73	29	components	component	NOUN
dad-10730	73	30	,	,	PUNCT
dad-10730	73	31	and	and	CCONJ
dad-10730	73	32	then	then	ADV
dad-10730	73	33	using	use	VERB
dad-10730	73	34	approximate	approximate	ADJ
dad-10730	73	35	inference	inference	NOUN
dad-10730	73	36	algorithms	algorithm	NOUN
dad-10730	73	37	such	such	ADJ
dad-10730	73	38	as	as	ADP
dad-10730	73	39	loopy	loopy	ADJ
dad-10730	73	40	belief	belief	NOUN
dad-10730	73	41	propagation	propagation	NOUN
dad-10730	73	42	as	as	SCONJ
dad-10730	73	43	proposed	propose	VERB
dad-10730	73	44	in	in	ADP
dad-10730	73	45	thomson	thomson	NOUN
dad-10730	73	46	and	and	CCONJ
dad-10730	73	47	young	young	ADJ
dad-10730	73	48	(	(	PUNCT
dad-10730	73	49	2010	2010	NUM
dad-10730	73	50	)	)	PUNCT
dad-10730	73	51	or	or	CCONJ
dad-10730	73	52	a	a	DET
dad-10730	73	53	blocked	block	VERB
dad-10730	73	54	gibbs	gibbs	PROPN
dad-10730	73	55	sampling	sample	VERB
dad-10730	73	56	as	as	ADP
dad-10730	73	57	in	in	ADP
dad-10730	73	58	raux	raux	PROPN
dad-10730	73	59	and	and	CCONJ
dad-10730	73	60	ma	ma	PROPN
dad-10730	73	61	(	(	PUNCT
dad-10730	73	62	2011	2011	NUM
dad-10730	73	63	)	)	PUNCT
dad-10730	73	64	.	.	PUNCT
dad-10730	74	1	to	to	PART
dad-10730	74	2	cope	cope	VERB
dad-10730	74	3	with	with	ADP
dad-10730	74	4	such	such	ADJ
dad-10730	74	5	limitations	limitation	NOUN
dad-10730	74	6	,	,	PUNCT
dad-10730	74	7	discriminative	discriminative	NOUN
dad-10730	74	8	methods	method	NOUN
dad-10730	74	9	of	of	ADP
dad-10730	74	10	state	state	NOUN
dad-10730	74	11	tracking	tracking	NOUN
dad-10730	74	12	presented	present	VERB
dad-10730	74	13	in	in	ADP
dad-10730	74	14	the	the	DET
dad-10730	74	15	next	next	ADJ
dad-10730	74	16	part	part	NOUN
dad-10730	74	17	of	of	ADP
dad-10730	74	18	this	this	DET
dad-10730	74	19	section	section	NOUN
dad-10730	74	20	aim	aim	VERB
dad-10730	74	21	at	at	ADP
dad-10730	74	22	directly	directly	ADV
dad-10730	74	23	model	model	VERB
dad-10730	74	24	the	the	DET
dad-10730	74	25	posterior	posterior	ADJ
dad-10730	74	26	distribution	distribution	NOUN
dad-10730	74	27	of	of	ADP
dad-10730	74	28	the	the	DET
dad-10730	74	29	tracked	track	VERB
dad-10730	74	30	state	state	NOUN
dad-10730	74	31	using	use	VERB
dad-10730	74	32	a	a	DET
dad-10730	74	33	choosen	choosen	ADJ
dad-10730	74	34	parametric	parametric	ADJ
dad-10730	74	35	form	form	NOUN
dad-10730	74	36	.	.	PUNCT
dad-10730	75	1	2.2	2.2	NUM
dad-10730	75	2	discriminative	discriminative	NOUN
dad-10730	75	3	dialog	dialog	NOUN
dad-10730	75	4	state	state	NOUN
dad-10730	75	5	tracking	track	VERB
dad-10730	75	6	the	the	DET
dad-10730	75	7	discriminative	discriminative	NOUN
dad-10730	75	8	approach	approach	NOUN
dad-10730	75	9	of	of	ADP
dad-10730	75	10	dialog	dialog	NOUN
dad-10730	75	11	state	state	NOUN
dad-10730	75	12	tracking	tracking	NOUN
dad-10730	75	13	computes	compute	VERB
dad-10730	75	14	the	the	DET
dad-10730	75	15	belief	belief	NOUN
dad-10730	75	16	over	over	ADP
dad-10730	75	17	a	a	DET
dad-10730	75	18	state	state	NOUN
dad-10730	75	19	via	via	ADP
dad-10730	75	20	a	a	DET
dad-10730	75	21	trained	train	VERB
dad-10730	75	22	parametric	parametric	ADJ
dad-10730	75	23	model	model	NOUN
dad-10730	75	24	that	that	PRON
dad-10730	75	25	directly	directly	ADV
dad-10730	75	26	represents	represent	VERB
dad-10730	75	27	the	the	DET
dad-10730	75	28	belief	belief	NOUN
dad-10730	75	29	b(st+1	b(st+1	X
dad-10730	75	30	)	)	PUNCT
dad-10730	76	1	=	=	SYM
dad-10730	76	2	p(ss+1|st	p(ss+1|st	PROPN
dad-10730	76	3	,	,	PUNCT
dad-10730	76	4	zt	zt	PROPN
dad-10730	76	5	)	)	PUNCT
dad-10730	76	6	.	.	PUNCT
dad-10730	77	1	maximum	maximum	ADJ
dad-10730	77	2	entropy	entropy	PROPN
dad-10730	77	3	has	have	AUX
dad-10730	77	4	been	be	AUX
dad-10730	77	5	widely	widely	ADV
dad-10730	77	6	used	use	VERB
dad-10730	77	7	in	in	ADP
dad-10730	77	8	the	the	DET
dad-10730	77	9	discriminative	discriminative	NOUN
dad-10730	77	10	approach	approach	NOUN
dad-10730	77	11	as	as	SCONJ
dad-10730	77	12	described	describe	VERB
dad-10730	77	13	in	in	ADP
dad-10730	77	14	metallinou	metallinou	PROPN
dad-10730	77	15	et	et	PROPN
dad-10730	77	16	al	al	PROPN
dad-10730	77	17	.	.	PROPN
dad-10730	78	1	(	(	PUNCT
dad-10730	78	2	2013	2013	NUM
dad-10730	78	3	)	)	PUNCT
dad-10730	78	4	.	.	PUNCT
dad-10730	79	1	it	it	PRON
dad-10730	79	2	formulates	formulate	VERB
dad-10730	79	3	the	the	DET
dad-10730	79	4	belief	belief	NOUN
dad-10730	79	5	as	as	SCONJ
dad-10730	79	6	follows	follow	VERB
dad-10730	79	7	:	:	PUNCT
dad-10730	79	8	b(s	b(	NOUN
dad-10730	79	9	)	)	PUNCT
dad-10730	80	1	=	=	SYM
dad-10730	81	1	p	p	X
dad-10730	81	2	(	(	PUNCT
dad-10730	81	3	s|x	s|x	PROPN
dad-10730	81	4	)	)	PUNCT
dad-10730	81	5	=	=	PUNCT
dad-10730	82	1	η.ew	η.ew	ADP
dad-10730	82	2	tφ(x	tφ(x	NUM
dad-10730	82	3	,	,	PUNCT
dad-10730	82	4	s	s	NOUN
dad-10730	82	5	)	)	PUNCT
dad-10730	82	6	(	(	PUNCT
dad-10730	82	7	2	2	X
dad-10730	82	8	)	)	PUNCT
dad-10730	82	9	where	where	SCONJ
dad-10730	82	10	η	η	PROPN
dad-10730	82	11	is	be	AUX
dad-10730	82	12	the	the	DET
dad-10730	82	13	normalizing	normalizing	ADJ
dad-10730	82	14	constant	constant	ADJ
dad-10730	82	15	,	,	PUNCT
dad-10730	82	16	x	x	SYM
dad-10730	82	17	=	=	PUNCT
dad-10730	82	18	(	(	PUNCT
dad-10730	82	19	du1	du1	INTJ
dad-10730	82	20	,	,	PUNCT
dad-10730	82	21	d	d	PROPN
dad-10730	82	22	m	m	VERB
dad-10730	82	23	1	1	NUM
dad-10730	82	24	,	,	PUNCT
dad-10730	82	25	s1	s1	NOUN
dad-10730	82	26	,	,	PUNCT
dad-10730	82	27	.	.	PUNCT
dad-10730	82	28	.	.	PUNCT
dad-10730	82	29	.	.	PUNCT
dad-10730	83	1	,	,	PUNCT
dad-10730	83	2	d	d	X
dad-10730	83	3	u	u	X
dad-10730	83	4	t	t	PROPN
dad-10730	83	5	,	,	PUNCT
dad-10730	83	6	d	d	PROPN
dad-10730	83	7	m	m	VERB
dad-10730	83	8	t	t	PROPN
dad-10730	83	9	,	,	PUNCT
dad-10730	83	10	st	st	PROPN
dad-10730	83	11	)	)	PUNCT
dad-10730	83	12	is	be	AUX
dad-10730	83	13	the	the	DET
dad-10730	83	14	history	history	NOUN
dad-10730	83	15	of	of	ADP
dad-10730	83	16	user	user	NOUN
dad-10730	83	17	dialog	dialog	NOUN
dad-10730	83	18	acts	act	NOUN
dad-10730	83	19	,	,	PUNCT
dad-10730	83	20	dui	dui	PROPN
dad-10730	83	21	,	,	PUNCT
dad-10730	83	22	i	i	PRON
dad-10730	83	23	∈	∈	PROPN
dad-10730	83	24	{	{	PUNCT
dad-10730	83	25	1	1	NUM
dad-10730	83	26	,	,	PUNCT
dad-10730	83	27	.	.	PUNCT
dad-10730	83	28	.	.	PUNCT
dad-10730	84	1	.	.	PUNCT
dad-10730	85	1	,	,	PUNCT
dad-10730	85	2	t	t	PROPN
dad-10730	85	3	}	}	PUNCT
dad-10730	85	4	,	,	PUNCT
dad-10730	85	5	the	the	DET
dad-10730	85	6	system	system	NOUN
dad-10730	85	7	dialog	dialog	NOUN
dad-10730	85	8	acts	act	NOUN
dad-10730	85	9	,	,	PUNCT
dad-10730	85	10	dmi	dmi	PROPN
dad-10730	85	11	,	,	PUNCT
dad-10730	85	12	i	i	PRON
dad-10730	85	13	∈	∈	PROPN
dad-10730	85	14	{	{	PUNCT
dad-10730	85	15	1	1	NUM
dad-10730	85	16	,	,	PUNCT
dad-10730	85	17	.	.	PUNCT
dad-10730	85	18	.	.	PUNCT
dad-10730	86	1	.	.	PUNCT
dad-10730	87	1	,	,	PUNCT
dad-10730	87	2	t	t	PROPN
dad-10730	87	3	}	}	PUNCT
dad-10730	87	4	,	,	PUNCT
dad-10730	87	5	and	and	CCONJ
dad-10730	87	6	the	the	DET
dad-10730	87	7	sequence	sequence	NOUN
dad-10730	87	8	of	of	ADP
dad-10730	87	9	states	state	NOUN
dad-10730	87	10	leading	lead	VERB
dad-10730	87	11	to	to	ADP
dad-10730	87	12	the	the	DET
dad-10730	87	13	current	current	ADJ
dad-10730	87	14	dialog	dialog	NOUN
dad-10730	87	15	turn	turn	NOUN
dad-10730	87	16	at	at	ADP
dad-10730	87	17	time	time	NOUN
dad-10730	87	18	t.	t.	PROPN
dad-10730	87	19	then	then	ADV
dad-10730	87	20	,	,	PUNCT
dad-10730	87	21	φ	φ	PROPN
dad-10730	87	22	(	(	PUNCT
dad-10730	87	23	.	.	PUNCT
dad-10730	87	24	)	)	PUNCT
dad-10730	87	25	is	be	AUX
dad-10730	87	26	a	a	DET
dad-10730	87	27	vector	vector	NOUN
dad-10730	87	28	of	of	ADP
dad-10730	87	29	feature	feature	NOUN
dad-10730	87	30	functions	function	NOUN
dad-10730	87	31	on	on	ADP
dad-10730	87	32	x	x	X
dad-10730	87	33	and	and	CCONJ
dad-10730	87	34	s	s	NOUN
dad-10730	87	35	,	,	PUNCT
dad-10730	87	36	and	and	CCONJ
dad-10730	87	37	finally	finally	ADV
dad-10730	87	38	,	,	PUNCT
dad-10730	87	39	w	w	PROPN
dad-10730	87	40	is	be	AUX
dad-10730	87	41	the	the	DET
dad-10730	87	42	set	set	NOUN
dad-10730	87	43	of	of	ADP
dad-10730	87	44	model	model	NOUN
dad-10730	87	45	parameters	parameter	NOUN
dad-10730	87	46	to	to	PART
dad-10730	87	47	be	be	AUX
dad-10730	87	48	learned	learn	VERB
dad-10730	87	49	from	from	ADP
dad-10730	87	50	annotated	annotate	VERB
dad-10730	87	51	dialog	dialog	NOUN
dad-10730	87	52	data	datum	NOUN
dad-10730	87	53	.	.	PUNCT
dad-10730	88	1	according	accord	VERB
dad-10730	88	2	to	to	ADP
dad-10730	88	3	the	the	DET
dad-10730	88	4	formulation	formulation	NOUN
dad-10730	88	5	,	,	PUNCT
dad-10730	88	6	the	the	DET
dad-10730	88	7	posterior	posterior	ADJ
dad-10730	88	8	computation	computation	NOUN
dad-10730	88	9	has	have	VERB
dad-10730	88	10	to	to	PART
dad-10730	88	11	be	be	AUX
dad-10730	88	12	carried	carry	VERB
dad-10730	88	13	out	out	ADP
dad-10730	88	14	for	for	ADP
dad-10730	88	15	all	all	DET
dad-10730	88	16	possible	possible	ADJ
dad-10730	88	17	state	state	NOUN
dad-10730	88	18	realizations	realization	NOUN
dad-10730	88	19	in	in	ADP
dad-10730	88	20	order	order	NOUN
dad-10730	88	21	to	to	PART
dad-10730	88	22	obtain	obtain	VERB
dad-10730	88	23	the	the	DET
dad-10730	88	24	normalizing	normalizing	ADJ
dad-10730	88	25	constant	constant	ADJ
dad-10730	88	26	η	η	PROPN
dad-10730	88	27	.	.	PROPN
dad-10730	89	1	this	this	PRON
dad-10730	89	2	is	be	AUX
dad-10730	89	3	not	not	PART
dad-10730	89	4	feasible	feasible	ADJ
dad-10730	89	5	for	for	ADP
dad-10730	89	6	real	real	ADJ
dad-10730	89	7	dialog	dialog	NOUN
dad-10730	89	8	domains	domain	NOUN
dad-10730	89	9	,	,	PUNCT
dad-10730	89	10	which	which	PRON
dad-10730	89	11	can	can	AUX
dad-10730	89	12	have	have	VERB
dad-10730	89	13	a	a	DET
dad-10730	89	14	large	large	ADJ
dad-10730	89	15	number	number	NOUN
dad-10730	89	16	of	of	ADP
dad-10730	89	17	variables	variable	NOUN
dad-10730	89	18	and	and	CCONJ
dad-10730	89	19	possible	possible	ADJ
dad-10730	89	20	variable	variable	ADJ
dad-10730	89	21	instantiations	instantiation	NOUN
dad-10730	89	22	.	.	PUNCT
dad-10730	90	1	so	so	ADV
dad-10730	90	2	,	,	PUNCT
dad-10730	90	3	it	it	PRON
dad-10730	90	4	is	be	AUX
dad-10730	90	5	vital	vital	ADJ
dad-10730	90	6	to	to	ADP
dad-10730	90	7	the	the	DET
dad-10730	90	8	discriminative	discriminative	NOUN
dad-10730	90	9	approach	approach	NOUN
dad-10730	90	10	to	to	PART
dad-10730	90	11	reduce	reduce	VERB
dad-10730	90	12	the	the	DET
dad-10730	90	13	size	size	NOUN
dad-10730	90	14	of	of	ADP
dad-10730	90	15	the	the	DET
dad-10730	90	16	state	state	NOUN
dad-10730	90	17	space	space	NOUN
dad-10730	90	18	.	.	PUNCT
dad-10730	91	1	for	for	ADP
dad-10730	91	2	example	example	NOUN
dad-10730	91	3	,	,	PUNCT
dad-10730	91	4	metallinou	metallinou	PROPN
dad-10730	91	5	et	et	PROPN
dad-10730	91	6	al	al	PROPN
dad-10730	91	7	.	.	PROPN
dad-10730	92	1	(	(	PUNCT
dad-10730	92	2	2013	2013	NUM
dad-10730	92	3	)	)	PUNCT
dad-10730	92	4	proposes	propose	VERB
dad-10730	92	5	to	to	PART
dad-10730	92	6	restrict	restrict	VERB
dad-10730	92	7	the	the	DET
dad-10730	92	8	set	set	NOUN
dad-10730	92	9	of	of	ADP
dad-10730	92	10	possible	possible	ADJ
dad-10730	92	11	state	state	NOUN
dad-10730	92	12	variables	variable	NOUN
dad-10730	92	13	to	to	ADP
dad-10730	92	14	those	those	PRON
dad-10730	92	15	that	that	PRON
dad-10730	92	16	appeared	appear	VERB
dad-10730	92	17	in	in	ADP
dad-10730	92	18	nlu	nlu	NOUN
dad-10730	92	19	results	result	NOUN
dad-10730	92	20	.	.	PUNCT
dad-10730	93	1	more	more	ADV
dad-10730	93	2	recently	recently	ADV
dad-10730	93	3	,	,	PUNCT
dad-10730	93	4	lee	lee	PROPN
dad-10730	93	5	et	et	PROPN
dad-10730	93	6	al	al	PROPN
dad-10730	93	7	.	.	PROPN
dad-10730	94	1	(	(	PUNCT
dad-10730	94	2	2013	2013	NUM
dad-10730	94	3	)	)	PUNCT
dad-10730	94	4	assumes	assume	VERB
dad-10730	94	5	conditional	conditional	ADJ
dad-10730	94	6	independence	independence	NOUN
dad-10730	94	7	between	between	ADP
dad-10730	94	8	dialog	dialog	NOUN
dad-10730	94	9	state	state	NOUN
dad-10730	94	10	variables	variable	NOUN
dad-10730	94	11	to	to	PART
dad-10730	94	12	address	address	VERB
dad-10730	94	13	scalability	scalability	NOUN
dad-10730	94	14	issues	issue	NOUN
dad-10730	94	15	and	and	CCONJ
dad-10730	94	16	uses	use	VERB
dad-10730	94	17	a	a	DET
dad-10730	94	18	conditional	conditional	ADJ
dad-10730	94	19	random	random	ADJ
dad-10730	94	20	field	field	NOUN
dad-10730	94	21	to	to	PART
dad-10730	94	22	track	track	VERB
dad-10730	94	23	each	each	DET
dad-10730	94	24	variable	variable	NOUN
dad-10730	94	25	separately	separately	ADV
dad-10730	94	26	.	.	PUNCT
dad-10730	95	1	finally	finally	ADV
dad-10730	95	2	,	,	PUNCT
dad-10730	95	3	deep	deep	ADJ
dad-10730	95	4	neural	neural	ADJ
dad-10730	95	5	models	model	NOUN
dad-10730	95	6	,	,	PUNCT
dad-10730	95	7	performing	perform	VERB
dad-10730	95	8	on	on	ADP
dad-10730	95	9	a	a	DET
dad-10730	95	10	sliding	slide	VERB
dad-10730	95	11	window	window	NOUN
dad-10730	95	12	of	of	ADP
dad-10730	95	13	features	feature	NOUN
dad-10730	95	14	extracted	extract	VERB
dad-10730	95	15	from	from	ADP
dad-10730	95	16	previous	previous	ADJ
dad-10730	95	17	user	user	NOUN
dad-10730	95	18	turns	turn	NOUN
dad-10730	95	19	,	,	PUNCT
dad-10730	95	20	have	have	AUX
dad-10730	95	21	also	also	ADV
dad-10730	95	22	been	be	AUX
dad-10730	95	23	proposed	propose	VERB
dad-10730	95	24	in	in	ADP
dad-10730	95	25	henderson	henderson	PROPN
dad-10730	95	26	et	et	PROPN
dad-10730	95	27	al	al	PROPN
dad-10730	95	28	.	.	PROPN
dad-10730	95	29	(	(	PUNCT
dad-10730	95	30	2014c	2014c	NUM
dad-10730	95	31	)	)	PUNCT
dad-10730	95	32	.	.	PUNCT
dad-10730	96	1	of	of	ADP
dad-10730	96	2	the	the	DET
dad-10730	96	3	current	current	ADJ
dad-10730	96	4	literature	literature	NOUN
dad-10730	96	5	,	,	PUNCT
dad-10730	96	6	this	this	DET
dad-10730	96	7	family	family	NOUN
dad-10730	96	8	of	of	ADP
dad-10730	96	9	approaches	approach	NOUN
dad-10730	96	10	have	have	AUX
dad-10730	96	11	proven	prove	VERB
dad-10730	96	12	to	to	PART
dad-10730	96	13	be	be	AUX
dad-10730	96	14	the	the	DET
dad-10730	96	15	most	most	ADV
dad-10730	96	16	efficient	efficient	ADJ
dad-10730	96	17	for	for	ADP
dad-10730	96	18	publicly	publicly	ADV
dad-10730	96	19	available	available	ADJ
dad-10730	96	20	state	state	NOUN
dad-10730	96	21	tracking	tracking	NOUN
dad-10730	96	22	datasets	dataset	NOUN
dad-10730	96	23	.	.	PUNCT
dad-10730	97	1	in	in	ADP
dad-10730	97	2	the	the	DET
dad-10730	97	3	next	next	ADJ
dad-10730	97	4	section	section	NOUN
dad-10730	97	5	,	,	PUNCT
dad-10730	97	6	we	we	PRON
dad-10730	97	7	present	present	VERB
dad-10730	97	8	a	a	DET
dad-10730	97	9	decompositional	decompositional	ADJ
dad-10730	97	10	approach	approach	NOUN
dad-10730	97	11	of	of	ADP
dad-10730	97	12	dialog	dialog	NOUN
dad-10730	97	13	state	state	NOUN
dad-10730	97	14	tracking	tracking	NOUN
dad-10730	97	15	that	that	PRON
dad-10730	97	16	aims	aim	VERB
dad-10730	97	17	at	at	ADP
dad-10730	97	18	reconciling	reconcile	VERB
dad-10730	97	19	the	the	DET
dad-10730	97	20	two	two	NUM
dad-10730	97	21	main	main	ADJ
dad-10730	97	22	approaches	approach	NOUN
dad-10730	97	23	of	of	ADP
dad-10730	97	24	the	the	DET
dad-10730	97	25	state	state	NOUN
dad-10730	97	26	of	of	ADP
dad-10730	97	27	the	the	DET
dad-10730	97	28	art	art	NOUN
dad-10730	97	29	while	while	SCONJ
dad-10730	97	30	leveraging	leverage	VERB
dad-10730	97	31	on	on	ADP
dad-10730	97	32	the	the	DET
dad-10730	97	33	current	current	ADJ
dad-10730	97	34	advances	advance	NOUN
dad-10730	97	35	of	of	ADP
dad-10730	97	36	low	low	ADJ
dad-10730	97	37	-	-	PUNCT
dad-10730	97	38	rank	rank	NOUN
dad-10730	97	39	bilinear	bilinear	NOUN
dad-10730	97	40	decomposition	decomposition	NOUN
dad-10730	97	41	models	model	NOUN
dad-10730	97	42	,	,	PUNCT
dad-10730	97	43	as	as	SCONJ
dad-10730	97	44	recalled	recall	VERB
dad-10730	97	45	in	in	ADP
dad-10730	97	46	ma	ma	PROPN
dad-10730	97	47	et	et	PROPN
dad-10730	97	48	al	al	PROPN
dad-10730	97	49	.	.	PROPN
dad-10730	98	1	(	(	PUNCT
dad-10730	98	2	2014	2014	NUM
dad-10730	98	3	)	)	PUNCT
dad-10730	98	4	,	,	PUNCT
dad-10730	98	5	that	that	PRON
dad-10730	98	6	seems	seem	VERB
dad-10730	98	7	particularly	particularly	ADV
dad-10730	98	8	adapted	adapt	VERB
dad-10730	98	9	to	to	ADP
dad-10730	98	10	the	the	DET
dad-10730	98	11	sparse	sparse	ADJ
dad-10730	98	12	nature	nature	NOUN
dad-10730	98	13	of	of	ADP
dad-10730	98	14	dialog	dialog	NOUN
dad-10730	98	15	state	state	NOUN
dad-10730	98	16	tracking	tracking	NOUN
dad-10730	98	17	tasks	task	NOUN
dad-10730	98	18	.	.	PUNCT
dad-10730	99	1	3	3	X
dad-10730	99	2	.	.	X
dad-10730	99	3	spectral	spectral	ADJ
dad-10730	99	4	decomposition	decomposition	NOUN
dad-10730	99	5	model	model	NOUN
dad-10730	99	6	for	for	ADP
dad-10730	99	7	state	state	NOUN
dad-10730	99	8	tracking	tracking	NOUN
dad-10730	99	9	in	in	ADP
dad-10730	99	10	slot	slot	NOUN
dad-10730	99	11	-	-	PUNCT
dad-10730	99	12	filling	fill	VERB
dad-10730	99	13	dialogs	dialog	NOUN
dad-10730	99	14	in	in	ADP
dad-10730	99	15	this	this	DET
dad-10730	99	16	section	section	NOUN
dad-10730	99	17	,	,	PUNCT
dad-10730	99	18	the	the	DET
dad-10730	99	19	proposed	propose	VERB
dad-10730	99	20	model	model	NOUN
dad-10730	99	21	is	be	AUX
dad-10730	99	22	presented	present	VERB
dad-10730	99	23	and	and	CCONJ
dad-10730	99	24	the	the	DET
dad-10730	99	25	learning	learning	NOUN
dad-10730	99	26	and	and	CCONJ
dad-10730	99	27	prediction	prediction	NOUN
dad-10730	99	28	procedures	procedure	NOUN
dad-10730	99	29	are	be	AUX
dad-10730	99	30	detailed	detail	VERB
dad-10730	99	31	.	.	PUNCT
dad-10730	100	1	the	the	DET
dad-10730	100	2	general	general	ADJ
dad-10730	100	3	idea	idea	NOUN
dad-10730	100	4	consists	consist	VERB
dad-10730	100	5	in	in	ADP
dad-10730	100	6	the	the	DET
dad-10730	100	7	decomposition	decomposition	NOUN
dad-10730	100	8	of	of	ADP
dad-10730	100	9	a	a	DET
dad-10730	100	10	matrix	matrix	NOUN
dad-10730	100	11	m	m	VERB
dad-10730	100	12	,	,	PUNCT
dad-10730	100	13	composed	compose	VERB
dad-10730	100	14	of	of	ADP
dad-10730	100	15	a	a	DET
dad-10730	100	16	set	set	NOUN
dad-10730	100	17	of	of	ADP
dad-10730	100	18	turn	turn	NOUN
dad-10730	100	19	’s	’s	PART
dad-10730	100	20	transition	transition	NOUN
dad-10730	100	21	as	as	ADP
dad-10730	100	22	rows	row	NOUN
dad-10730	100	23	and	and	CCONJ
dad-10730	100	24	sparse	sparse	ADJ
dad-10730	100	25	encoding	encoding	NOUN
dad-10730	100	26	of	of	ADP
dad-10730	100	27	the	the	DET
dad-10730	100	28	corresponding	corresponding	ADJ
dad-10730	100	29	feature	feature	NOUN
dad-10730	100	30	variables	variable	NOUN
dad-10730	100	31	as	as	ADP
dad-10730	100	32	columns	column	NOUN
dad-10730	100	33	.	.	PUNCT
dad-10730	101	1	more	more	ADV
dad-10730	101	2	precisely	precisely	ADV
dad-10730	101	3	,	,	PUNCT
dad-10730	101	4	a	a	DET
dad-10730	101	5	row	row	NOUN
dad-10730	101	6	of	of	ADP
dad-10730	101	7	m	m	PROPN
dad-10730	101	8	is	be	AUX
dad-10730	101	9	composed	compose	VERB
dad-10730	101	10	with	with	ADP
dad-10730	101	11	the	the	DET
dad-10730	101	12	concatenation	concatenation	NOUN
dad-10730	101	13	of	of	ADP
dad-10730	101	14	the	the	DET
dad-10730	101	15	sparse	sparse	ADJ
dad-10730	101	16	representation	representation	NOUN
dad-10730	101	17	of	of	ADP
dad-10730	101	18	(	(	PUNCT
dad-10730	101	19	1	1	NUM
dad-10730	101	20	)	)	PUNCT
dad-10730	101	21	st	st	PROPN
dad-10730	101	22	,	,	PUNCT
dad-10730	101	23	a	a	DET
dad-10730	101	24	state	state	NOUN
dad-10730	101	25	at	at	ADP
dad-10730	101	26	time	time	NOUN
dad-10730	101	27	t	t	PROPN
dad-10730	101	28	(	(	PUNCT
dad-10730	101	29	2	2	NUM
dad-10730	101	30	)	)	PUNCT
dad-10730	101	31	st+1	st+1	NOUN
dad-10730	101	32	,	,	PUNCT
dad-10730	101	33	a	a	DET
dad-10730	101	34	state	state	NOUN
dad-10730	101	35	at	at	ADP
dad-10730	101	36	time	time	NOUN
dad-10730	101	37	t	t	NOUN
dad-10730	101	38	+	+	CCONJ
dad-10730	101	39	1	1	NUM
dad-10730	101	40	(	(	PUNCT
dad-10730	101	41	3	3	NUM
dad-10730	101	42	)	)	PUNCT
dad-10730	101	43	zt	zt	PROPN
dad-10730	101	44	,	,	PUNCT
dad-10730	101	45	a	a	DET
dad-10730	101	46	set	set	NOUN
dad-10730	101	47	of	of	ADP
dad-10730	101	48	feature	feature	NOUN
dad-10730	101	49	representating	representate	VERB
dad-10730	101	50	the	the	DET
dad-10730	101	51	observation	observation	NOUN
dad-10730	101	52	.	.	PUNCT
dad-10730	102	1	in	in	ADP
dad-10730	102	2	the	the	DET
dad-10730	102	3	considered	considered	ADJ
dad-10730	102	4	context	context	NOUN
dad-10730	102	5	,	,	PUNCT
dad-10730	102	6	the	the	DET
dad-10730	102	7	bag	bag	NOUN
dad-10730	102	8	of	of	ADP
dad-10730	102	9	words	word	NOUN
dad-10730	102	10	composing	compose	VERB
dad-10730	102	11	the	the	DET
dad-10730	102	12	current	current	ADJ
dad-10730	102	13	turn	turn	NOUN
dad-10730	102	14	is	be	AUX
dad-10730	102	15	chosen	choose	VERB
dad-10730	102	16	as	as	ADP
dad-10730	102	17	the	the	DET
dad-10730	102	18	observation	observation	NOUN
dad-10730	102	19	.	.	PUNCT
dad-10730	103	1	the	the	DET
dad-10730	103	2	parameter	parameter	NOUN
dad-10730	103	3	learning	learn	VERB
dad-10730	103	4	procedure	procedure	NOUN
dad-10730	103	5	is	be	AUX
dad-10730	103	6	formalized	formalize	VERB
dad-10730	103	7	as	as	ADP
dad-10730	103	8	a	a	DET
dad-10730	103	9	matrix	matrix	NOUN
dad-10730	103	10	decomposition	decomposition	NOUN
dad-10730	103	11	task	task	NOUN
dad-10730	103	12	solved	solve	VERB
dad-10730	103	13	through	through	ADP
dad-10730	103	14	alternating	alternate	VERB
dad-10730	103	15	least	least	ADJ
dad-10730	103	16	square	square	PROPN
dad-10730	103	17	ridge	ridge	NOUN
dad-10730	103	18	regression	regression	NOUN
dad-10730	103	19	.	.	PUNCT
dad-10730	104	1	the	the	DET
dad-10730	104	2	ridge	ridge	PROPN
dad-10730	104	3	regression	regression	PROPN
dad-10730	104	4	task	task	NOUN
dad-10730	104	5	allows	allow	VERB
dad-10730	104	6	for	for	ADP
dad-10730	104	7	an	an	DET
dad-10730	104	8	asymmetric	asymmetric	ADJ
dad-10730	104	9	penalization	penalization	NOUN
dad-10730	104	10	of	of	ADP
dad-10730	104	11	the	the	DET
dad-10730	104	12	targeted	target	VERB
dad-10730	104	13	variables	variable	NOUN
dad-10730	104	14	of	of	ADP
dad-10730	104	15	the	the	DET
dad-10730	104	16	state	state	NOUN
dad-10730	104	17	tracking	tracking	NOUN
dad-10730	104	18	task	task	NOUN
dad-10730	104	19	to	to	PART
dad-10730	104	20	perform	perform	VERB
dad-10730	104	21	.	.	PUNCT
dad-10730	105	1	figure	figure	NOUN
dad-10730	105	2	3	3	NUM
dad-10730	105	3	illustrates	illustrate	VERB
dad-10730	105	4	the	the	DET
dad-10730	105	5	collective	collective	ADJ
dad-10730	105	6	matrix	matrix	NOUN
dad-10730	105	7	factorization	factorization	NOUN
dad-10730	105	8	task	task	NOUN
dad-10730	105	9	that	that	PRON
dad-10730	105	10	constitutes	constitute	VERB
dad-10730	105	11	the	the	DET
dad-10730	105	12	learning	learn	VERB
dad-10730	105	13	procedure	procedure	NOUN
dad-10730	105	14	of	of	ADP
dad-10730	105	15	the	the	DET
dad-10730	105	16	state	state	NOUN
dad-10730	105	17	tracking	tracking	NOUN
dad-10730	105	18	model	model	NOUN
dad-10730	105	19	.	.	PUNCT
dad-10730	106	1	the	the	DET
dad-10730	106	2	model	model	NOUN
dad-10730	106	3	introduces	introduce	VERB
dad-10730	106	4	the	the	DET
dad-10730	106	5	component	component	NOUN
dad-10730	106	6	of	of	ADP
dad-10730	106	7	the	the	DET
dad-10730	106	8	decomposed	decompose	VERB
dad-10730	106	9	matrix	matrix	NOUN
dad-10730	106	10	to	to	ADP
dad-10730	106	11	the	the	DET
dad-10730	106	12	form	form	NOUN
dad-10730	106	13	of	of	ADP
dad-10730	106	14	latent	latent	NOUN
dad-10730	106	15	variables	variable	NOUN
dad-10730	106	16	{	{	PUNCT
dad-10730	106	17	a	a	DET
dad-10730	106	18	,	,	PUNCT
dad-10730	106	19	b	b	NOUN
dad-10730	106	20	,	,	PUNCT
dad-10730	106	21	c	c	NOUN
dad-10730	106	22	}	}	PUNCT
dad-10730	106	23	,	,	PUNCT
dad-10730	106	24	also	also	ADV
dad-10730	106	25	called	call	VERB
dad-10730	106	26	embeddings	embedding	NOUN
dad-10730	106	27	.	.	PUNCT
dad-10730	107	1	in	in	ADP
dad-10730	107	2	the	the	DET
dad-10730	107	3	next	next	ADJ
dad-10730	107	4	section	section	NOUN
dad-10730	107	5	,	,	PUNCT
dad-10730	107	6	the	the	DET
dad-10730	107	7	learning	learn	VERB
dad-10730	107	8	procedure	procedure	NOUN
dad-10730	107	9	from	from	ADP
dad-10730	107	10	dialog	dialog	NOUN
dad-10730	107	11	state	state	NOUN
dad-10730	107	12	transition	transition	NOUN
dad-10730	107	13	data	datum	NOUN
dad-10730	107	14	and	and	CCONJ
dad-10730	107	15	the	the	DET
dad-10730	107	16	proper	proper	ADJ
dad-10730	107	17	tracking	tracking	NOUN
dad-10730	107	18	algorithm	algorithm	NOUN
dad-10730	107	19	are	be	AUX
dad-10730	107	20	described	describe	VERB
dad-10730	107	21	.	.	PUNCT
dad-10730	108	1	in	in	ADP
dad-10730	108	2	other	other	ADJ
dad-10730	108	3	terms	term	NOUN
dad-10730	108	4	,	,	PUNCT
dad-10730	108	5	each	each	DET
dad-10730	108	6	row	row	NOUN
dad-10730	108	7	of	of	ADP
dad-10730	108	8	the	the	DET
dad-10730	108	9	matrix	matrix	NOUN
dad-10730	108	10	corresponds	correspond	VERB
dad-10730	108	11	to	to	ADP
dad-10730	108	12	the	the	DET
dad-10730	108	13	concatenation	concatenation	NOUN
dad-10730	108	14	of	of	ADP
dad-10730	108	15	a	a	DET
dad-10730	108	16	”	"	PUNCT
dad-10730	108	17	one	one	NUM
dad-10730	108	18	-	-	PUNCT
dad-10730	108	19	hot	hot	ADJ
dad-10730	108	20	”	"	PUNCT
dad-10730	108	21	representation	representation	NOUN
dad-10730	108	22	of	of	ADP
dad-10730	108	23	a	a	DET
dad-10730	108	24	state	state	NOUN
dad-10730	108	25	description	description	NOUN
dad-10730	108	26	at	at	ADP
dad-10730	108	27	time	time	NOUN
dad-10730	108	28	t	t	PROPN
dad-10730	108	29	and	and	CCONJ
dad-10730	108	30	a	a	DET
dad-10730	108	31	dialog	dialog	NOUN
dad-10730	108	32	turn	turn	NOUN
dad-10730	108	33	at	at	ADP
dad-10730	108	34	time	time	NOUN
dad-10730	108	35	t	t	PROPN
dad-10730	108	36	and	and	CCONJ
dad-10730	108	37	each	each	DET
dad-10730	108	38	column	column	NOUN
dad-10730	108	39	of	of	ADP
dad-10730	108	40	the	the	DET
dad-10730	108	41	overall	overall	ADJ
dad-10730	108	42	matrix	matrix	NOUN
dad-10730	108	43	m	m	VERB
dad-10730	108	44	corresponds	correspond	VERB
dad-10730	108	45	to	to	ADP
dad-10730	108	46	a	a	DET
dad-10730	108	47	consider	consider	NOUN
dad-10730	108	48	feature	feature	NOUN
dad-10730	108	49	respectively	respectively	ADV
dad-10730	108	50	of	of	ADP
dad-10730	108	51	the	the	DET
dad-10730	108	52	state	state	NOUN
dad-10730	108	53	and	and	CCONJ
dad-10730	108	54	dialog	dialog	NOUN
dad-10730	108	55	turn	turn	NOUN
dad-10730	108	56	.	.	PUNCT
dad-10730	109	1	such	such	ADJ
dad-10730	109	2	type	type	NOUN
dad-10730	109	3	of	of	ADP
dad-10730	109	4	modelization	modelization	NOUN
dad-10730	109	5	of	of	ADP
dad-10730	109	6	the	the	DET
dad-10730	109	7	state	state	NOUN
dad-10730	109	8	tracking	tracking	NOUN
dad-10730	109	9	problem	problem	NOUN
dad-10730	109	10	presents	present	VERB
dad-10730	109	11	several	several	ADJ
dad-10730	109	12	advantages	advantage	NOUN
dad-10730	109	13	.	.	PUNCT
dad-10730	110	1	first	first	ADV
dad-10730	110	2	,	,	PUNCT
dad-10730	110	3	the	the	DET
dad-10730	110	4	model	model	NOUN
dad-10730	110	5	is	be	AUX
dad-10730	110	6	particularly	particularly	ADV
dad-10730	110	7	flexible	flexible	ADJ
dad-10730	110	8	,	,	PUNCT
dad-10730	110	9	the	the	DET
dad-10730	110	10	definition	definition	NOUN
dad-10730	110	11	of	of	ADP
dad-10730	110	12	the	the	DET
dad-10730	110	13	state	state	NOUN
dad-10730	110	14	and	and	CCONJ
dad-10730	110	15	observation	observation	NOUN
dad-10730	110	16	spaces	space	NOUN
dad-10730	110	17	are	be	AUX
dad-10730	110	18	independent	independent	ADJ
dad-10730	110	19	of	of	ADP
dad-10730	110	20	the	the	DET
dad-10730	110	21	learning	learning	NOUN
dad-10730	110	22	and	and	CCONJ
dad-10730	110	23	prediction	prediction	NOUN
dad-10730	110	24	models	model	NOUN
dad-10730	110	25	and	and	CCONJ
dad-10730	110	26	can	can	AUX
dad-10730	110	27	be	be	AUX
dad-10730	110	28	adapted	adapt	VERB
dad-10730	110	29	to	to	ADP
dad-10730	110	30	the	the	DET
dad-10730	110	31	context	context	NOUN
dad-10730	110	32	of	of	ADP
dad-10730	110	33	tracking	tracking	NOUN
dad-10730	110	34	.	.	PUNCT
dad-10730	111	1	second	second	ADJ
dad-10730	111	2	,	,	PUNCT
dad-10730	111	3	a	a	DET
dad-10730	111	4	bias	bias	NOUN
dad-10730	111	5	by	by	ADP
dad-10730	111	6	data	datum	NOUN
dad-10730	111	7	can	can	AUX
dad-10730	111	8	be	be	AUX
dad-10730	111	9	applied	apply	VERB
dad-10730	111	10	in	in	ADP
dad-10730	111	11	order	order	NOUN
dad-10730	111	12	to	to	PART
dad-10730	111	13	condition	condition	VERB
dad-10730	111	14	the	the	DET
dad-10730	111	15	transition	transition	NOUN
dad-10730	111	16	model	model	NOUN
dad-10730	111	17	w.r.t	w.r.t	PROPN
dad-10730	111	18	separated	separate	VERB
dad-10730	111	19	matrices	matrix	NOUN
dad-10730	111	20	to	to	PART
dad-10730	111	21	decompose	decompose	VERB
dad-10730	111	22	jointly	jointly	ADV
dad-10730	111	23	as	as	ADV
dad-10730	111	24	often	often	ADV
dad-10730	111	25	proposed	propose	VERB
dad-10730	111	26	in	in	ADP
dad-10730	111	27	multi	multi	ADJ
dad-10730	111	28	-	-	NOUN
dad-10730	111	29	task	task	ADJ
dad-10730	111	30	learning	learning	NOUN
dad-10730	111	31	as	as	SCONJ
dad-10730	111	32	described	describe	VERB
dad-10730	111	33	in	in	ADP
dad-10730	111	34	caruana	caruana	PROPN
dad-10730	111	35	(	(	PUNCT
dad-10730	111	36	1996	1996	NUM
dad-10730	111	37	)	)	PUNCT
dad-10730	111	38	and	and	CCONJ
dad-10730	111	39	collective	collective	ADJ
dad-10730	111	40	matrix	matrix	NOUN
dad-10730	111	41	factorization	factorization	NOUN
dad-10730	111	42	as	as	SCONJ
dad-10730	111	43	detailed	detail	VERB
dad-10730	111	44	in	in	ADP
dad-10730	111	45	kumar	kumar	PROPN
dad-10730	111	46	bokde	bokde	PROPN
dad-10730	111	47	et	et	PROPN
dad-10730	111	48	al	al	PROPN
dad-10730	111	49	.	.	PROPN
dad-10730	112	1	(	(	PUNCT
dad-10730	112	2	2015	2015	NUM
dad-10730	112	3	)	)	PUNCT
dad-10730	112	4	.	.	PUNCT
dad-10730	113	1	finally	finally	ADV
dad-10730	113	2	,	,	PUNCT
dad-10730	113	3	the	the	DET
dad-10730	113	4	decomposition	decomposition	NOUN
dad-10730	113	5	method	method	NOUN
dad-10730	113	6	is	be	AUX
dad-10730	113	7	fast	fast	ADJ
dad-10730	113	8	and	and	CCONJ
dad-10730	113	9	parallelizable	parallelizable	ADJ
dad-10730	113	10	because	because	SCONJ
dad-10730	113	11	it	it	PRON
dad-10730	113	12	mainly	mainly	ADV
dad-10730	113	13	leverages	leverage	VERB
dad-10730	113	14	on	on	ADP
dad-10730	113	15	core	core	ADJ
dad-10730	113	16	methods	method	NOUN
dad-10730	113	17	of	of	ADP
dad-10730	113	18	linear	linear	PROPN
dad-10730	113	19	algebra	algebra	PROPN
dad-10730	113	20	.	.	PUNCT
dad-10730	114	1	from	from	ADP
dad-10730	114	2	our	our	PRON
dad-10730	114	3	knowledge	knowledge	NOUN
dad-10730	114	4	,	,	PUNCT
dad-10730	114	5	this	this	DET
dad-10730	114	6	proposition	proposition	NOUN
dad-10730	114	7	is	be	AUX
dad-10730	114	8	the	the	DET
dad-10730	114	9	first	first	ADJ
dad-10730	114	10	attend	attend	NOUN
dad-10730	114	11	to	to	PART
dad-10730	114	12	formalize	formalize	VERB
dad-10730	114	13	and	and	CCONJ
dad-10730	114	14	solve	solve	VERB
dad-10730	114	15	the	the	DET
dad-10730	114	16	state	state	NOUN
dad-10730	114	17	tracking	tracking	NOUN
dad-10730	114	18	task	task	NOUN
dad-10730	114	19	using	use	VERB
dad-10730	114	20	a	a	DET
dad-10730	114	21	matrix	matrix	NOUN
dad-10730	114	22	decomposition	decomposition	NOUN
dad-10730	114	23	approach	approach	NOUN
dad-10730	114	24	.	.	PUNCT
dad-10730	115	1	figure	figure	VERB
dad-10730	115	2	3	3	NUM
dad-10730	115	3	:	:	PUNCT
dad-10730	115	4	spectral	spectral	ADJ
dad-10730	115	5	state	state	NOUN
dad-10730	115	6	tracking	tracking	NOUN
dad-10730	115	7	,	,	PUNCT
dad-10730	115	8	collective	collective	ADJ
dad-10730	115	9	matrix	matrix	NOUN
dad-10730	115	10	factorization	factorization	NOUN
dad-10730	115	11	model	model	NOUN
dad-10730	115	12	as	as	ADP
dad-10730	115	13	inference	inference	NOUN
dad-10730	115	14	procedure	procedure	NOUN
dad-10730	115	15	3.1	3.1	NUM
dad-10730	115	16	learning	learning	NOUN
dad-10730	115	17	method	method	NOUN
dad-10730	115	18	for	for	ADP
dad-10730	115	19	the	the	DET
dad-10730	115	20	sake	sake	NOUN
dad-10730	115	21	of	of	ADP
dad-10730	115	22	simplicity	simplicity	NOUN
dad-10730	115	23	,	,	PUNCT
dad-10730	115	24	the	the	DET
dad-10730	115	25	{	{	PUNCT
dad-10730	115	26	b	b	NOUN
dad-10730	115	27	,	,	PUNCT
dad-10730	115	28	c	c	NOUN
dad-10730	115	29	}	}	PUNCT
dad-10730	115	30	matrices	matrix	NOUN
dad-10730	115	31	are	be	AUX
dad-10730	115	32	concatenated	concatenate	VERB
dad-10730	115	33	to	to	ADP
dad-10730	115	34	e	e	NOUN
dad-10730	115	35	,	,	PUNCT
dad-10730	115	36	and	and	CCONJ
dad-10730	115	37	m	m	PROPN
dad-10730	115	38	is	be	AUX
dad-10730	115	39	the	the	DET
dad-10730	115	40	concatenation	concatenation	NOUN
dad-10730	115	41	of	of	ADP
dad-10730	115	42	the	the	DET
dad-10730	115	43	matrices	matrix	NOUN
dad-10730	115	44	{	{	PUNCT
dad-10730	115	45	st	st	PROPN
dad-10730	115	46	,	,	PUNCT
dad-10730	115	47	st+1	st+1	PROPN
dad-10730	115	48	,	,	PUNCT
dad-10730	115	49	zt	zt	PROPN
dad-10730	115	50	}	}	PUNCT
dad-10730	115	51	depicted	depict	VERB
dad-10730	115	52	in	in	ADP
dad-10730	115	53	figure	figure	NOUN
dad-10730	115	54	3	3	NUM
dad-10730	115	55	.	.	PUNCT
dad-10730	115	56	equation	equation	NOUN
dad-10730	115	57	3	3	NUM
dad-10730	115	58	defines	define	VERB
dad-10730	115	59	the	the	DET
dad-10730	115	60	optimization	optimization	NOUN
dad-10730	115	61	task	task	NOUN
dad-10730	115	62	,	,	PUNCT
dad-10730	115	63	i.e.	i.e.	X
dad-10730	115	64	the	the	DET
dad-10730	115	65	loss	loss	NOUN
dad-10730	115	66	function	function	NOUN
dad-10730	115	67	,	,	PUNCT
dad-10730	115	68	associated	associate	VERB
dad-10730	115	69	with	with	ADP
dad-10730	115	70	the	the	DET
dad-10730	115	71	learning	learning	NOUN
dad-10730	115	72	problem	problem	NOUN
dad-10730	115	73	of	of	ADP
dad-10730	115	74	latent	latent	ADJ
dad-10730	115	75	variable	variable	ADJ
dad-10730	115	76	search	search	NOUN
dad-10730	115	77	{	{	PUNCT
dad-10730	115	78	a	a	PRON
dad-10730	115	79	,	,	PUNCT
dad-10730	115	80	e	e	NOUN
dad-10730	115	81	}	}	PUNCT
dad-10730	115	82	.	.	PUNCT
dad-10730	116	1	min	min	PROPN
dad-10730	117	1	a	a	PRON
dad-10730	117	2	,	,	PUNCT
dad-10730	117	3	e	e	NOUN
dad-10730	117	4	||(m	||(m	NOUN
dad-10730	117	5	−ae)w	−ae)w	PROPN
dad-10730	117	6	||22	||22	NOUN
dad-10730	117	7	+	+	CCONJ
dad-10730	117	8	λa||a||22	λa||a||22	PROPN
dad-10730	118	1	+	+	CCONJ
dad-10730	118	2	λb||e||22	λb||e||22	PROPN
dad-10730	118	3	,	,	PUNCT
dad-10730	118	4	(	(	PUNCT
dad-10730	118	5	3	3	X
dad-10730	118	6	)	)	PUNCT
dad-10730	118	7	where	where	SCONJ
dad-10730	118	8	{	{	PUNCT
dad-10730	118	9	λa	λa	NOUN
dad-10730	118	10	,	,	PUNCT
dad-10730	118	11	λb	λb	NOUN
dad-10730	118	12	}	}	PUNCT
dad-10730	118	13	∈	∈	PROPN
dad-10730	118	14	r2	r2	NOUN
dad-10730	118	15	are	be	AUX
dad-10730	118	16	regularization	regularization	NOUN
dad-10730	118	17	hyper	hyper	NOUN
dad-10730	118	18	-	-	NOUN
dad-10730	118	19	parameters	parameter	NOUN
dad-10730	118	20	and	and	CCONJ
dad-10730	118	21	w	w	NOUN
dad-10730	118	22	is	be	AUX
dad-10730	118	23	a	a	DET
dad-10730	118	24	diagonal	diagonal	ADJ
dad-10730	118	25	matrix	matrix	NOUN
dad-10730	118	26	that	that	PRON
dad-10730	118	27	increases	increase	VERB
dad-10730	118	28	the	the	DET
dad-10730	118	29	weight	weight	NOUN
dad-10730	118	30	of	of	ADP
dad-10730	118	31	the	the	DET
dad-10730	118	32	state	state	NOUN
dad-10730	118	33	variables	variable	NOUN
dad-10730	118	34	,	,	PUNCT
dad-10730	118	35	st+1	st+1	X
dad-10730	118	36	in	in	ADP
dad-10730	118	37	order	order	NOUN
dad-10730	118	38	bias	bias	NOUN
dad-10730	118	39	the	the	DET
dad-10730	118	40	resulting	result	VERB
dad-10730	118	41	parameters	parameter	NOUN
dad-10730	118	42	{	{	PUNCT
dad-10730	118	43	a	a	DET
dad-10730	118	44	,	,	PUNCT
dad-10730	118	45	e	e	NOUN
dad-10730	118	46	}	}	PUNCT
dad-10730	118	47	toward	toward	ADP
dad-10730	118	48	better	well	ADJ
dad-10730	118	49	predictive	predictive	ADJ
dad-10730	118	50	accuracy	accuracy	NOUN
dad-10730	118	51	on	on	ADP
dad-10730	118	52	these	these	DET
dad-10730	118	53	specific	specific	ADJ
dad-10730	118	54	variables	variable	NOUN
dad-10730	118	55	.	.	PUNCT
dad-10730	119	1	this	this	DET
dad-10730	119	2	type	type	NOUN
dad-10730	119	3	of	of	ADP
dad-10730	119	4	weighting	weight	VERB
dad-10730	119	5	approach	approach	NOUN
dad-10730	119	6	has	have	AUX
dad-10730	119	7	been	be	AUX
dad-10730	119	8	shown	show	VERB
dad-10730	119	9	to	to	PART
dad-10730	119	10	be	be	AUX
dad-10730	119	11	as	as	ADV
dad-10730	119	12	efficient	efficient	ADJ
dad-10730	119	13	in	in	ADP
dad-10730	119	14	comparable	comparable	ADJ
dad-10730	119	15	generative	generative	ADJ
dad-10730	119	16	discriminative	discriminative	NOUN
dad-10730	119	17	trade	trade	NOUN
dad-10730	119	18	-	-	PUNCT
dad-10730	119	19	off	off	ADP
dad-10730	119	20	tasks	task	NOUN
dad-10730	119	21	as	as	SCONJ
dad-10730	119	22	mentioned	mention	VERB
dad-10730	119	23	in	in	ADP
dad-10730	119	24	ulusoy	ulusoy	NOUN
dad-10730	119	25	and	and	CCONJ
dad-10730	119	26	bishop	bishop	PROPN
dad-10730	119	27	(	(	PUNCT
dad-10730	119	28	2006	2006	NUM
dad-10730	119	29	)	)	PUNCT
dad-10730	119	30	and	and	CCONJ
dad-10730	119	31	lasserre	lasserre	PROPN
dad-10730	119	32	and	and	CCONJ
dad-10730	119	33	bishop	bishop	PROPN
dad-10730	119	34	(	(	PUNCT
dad-10730	119	35	2007	2007	NUM
dad-10730	119	36	)	)	PUNCT
dad-10730	119	37	.	.	PUNCT
dad-10730	120	1	an	an	DET
dad-10730	120	2	alternating	alternate	VERB
dad-10730	120	3	least	least	ADJ
dad-10730	120	4	squares	square	NOUN
dad-10730	120	5	method	method	NOUN
dad-10730	120	6	that	that	PRON
dad-10730	120	7	is	be	AUX
dad-10730	120	8	a	a	DET
dad-10730	120	9	sequence	sequence	NOUN
dad-10730	120	10	of	of	ADP
dad-10730	120	11	two	two	NUM
dad-10730	120	12	convex	convex	NOUN
dad-10730	120	13	optimization	optimization	NOUN
dad-10730	120	14	problems	problem	NOUN
dad-10730	120	15	is	be	AUX
dad-10730	120	16	used	use	VERB
dad-10730	120	17	in	in	ADP
dad-10730	120	18	order	order	NOUN
dad-10730	120	19	to	to	PART
dad-10730	120	20	perform	perform	VERB
dad-10730	120	21	the	the	DET
dad-10730	120	22	minimization	minimization	NOUN
dad-10730	120	23	task	task	NOUN
dad-10730	120	24	.	.	PUNCT
dad-10730	121	1	first	first	ADV
dad-10730	121	2	,	,	PUNCT
dad-10730	121	3	for	for	ADP
dad-10730	121	4	known	known	ADJ
dad-10730	121	5	e	e	NOUN
dad-10730	121	6	,	,	PUNCT
dad-10730	121	7	compute	compute	NOUN
dad-10730	121	8	:	:	PUNCT
dad-10730	121	9	a∗	a∗	PROPN
dad-10730	121	10	=	=	PUNCT
dad-10730	121	11	argmin	argmin	VERB
dad-10730	121	12	a	a	DET
dad-10730	121	13	||(m	||(m	NOUN
dad-10730	121	14	−ae)w	−ae)w	NOUN
dad-10730	121	15	||22	||22	NOUN
dad-10730	122	1	+	+	CCONJ
dad-10730	122	2	λa||a||22	λa||a||22	PROPN
dad-10730	122	3	,	,	PUNCT
dad-10730	122	4	(	(	PUNCT
dad-10730	122	5	4	4	NUM
dad-10730	122	6	)	)	PUNCT
dad-10730	122	7	then	then	ADV
dad-10730	122	8	for	for	ADP
dad-10730	122	9	a	a	DET
dad-10730	122	10	given	give	VERB
dad-10730	122	11	a	a	DET
dad-10730	122	12	,	,	PUNCT
dad-10730	122	13	e∗	e∗	NOUN
dad-10730	122	14	=	=	SYM
dad-10730	122	15	argmin	argmin	NOUN
dad-10730	122	16	e	e	NOUN
dad-10730	122	17	||(m	||(m	NOUN
dad-10730	122	18	−ae)w	−ae)w	PROPN
dad-10730	122	19	||22	||22	NOUN
dad-10730	123	1	+	+	X
dad-10730	123	2	λb||e||22	λb||e||22	X
dad-10730	123	3	(	(	PUNCT
dad-10730	123	4	5	5	NUM
dad-10730	123	5	)	)	PUNCT
dad-10730	123	6	by	by	ADP
dad-10730	123	7	iteratively	iteratively	ADV
dad-10730	123	8	solving	solve	VERB
dad-10730	123	9	these	these	DET
dad-10730	123	10	two	two	NUM
dad-10730	123	11	optimization	optimization	NOUN
dad-10730	123	12	problems	problem	NOUN
dad-10730	123	13	,	,	PUNCT
dad-10730	123	14	we	we	PRON
dad-10730	123	15	obtain	obtain	VERB
dad-10730	123	16	the	the	DET
dad-10730	123	17	following	follow	VERB
dad-10730	123	18	fixed	fix	VERB
dad-10730	123	19	-	-	PUNCT
dad-10730	123	20	point	point	NOUN
dad-10730	123	21	regularized	regularize	VERB
dad-10730	123	22	and	and	CCONJ
dad-10730	123	23	weighted	weight	VERB
dad-10730	123	24	alternating	alternate	VERB
dad-10730	123	25	least	least	ADJ
dad-10730	123	26	square	square	ADJ
dad-10730	123	27	algorithms	algorithm	NOUN
dad-10730	123	28	where	where	SCONJ
dad-10730	123	29	t	t	PROPN
dad-10730	123	30	correspond	correspond	VERB
dad-10730	123	31	to	to	ADP
dad-10730	123	32	the	the	DET
dad-10730	123	33	current	current	ADJ
dad-10730	123	34	step	step	NOUN
dad-10730	123	35	of	of	ADP
dad-10730	123	36	the	the	DET
dad-10730	123	37	overall	overall	ADJ
dad-10730	123	38	iterative	iterative	NOUN
dad-10730	123	39	process	process	NOUN
dad-10730	123	40	:	:	PUNCT
dad-10730	123	41	at+1	at+1	PROPN
dad-10730	123	42	←	←	PROPN
dad-10730	123	43	(	(	PUNCT
dad-10730	123	44	et	et	NOUN
dad-10730	123	45	t	t	NOUN
dad-10730	123	46	wet	wet	ADJ
dad-10730	123	47	+	+	CCONJ
dad-10730	123	48	λai)−1et	λai)−1et	PROPN
dad-10730	123	49	t	t	PROPN
dad-10730	123	50	wm	wm	PROPN
dad-10730	123	51	(	(	PUNCT
dad-10730	123	52	6	6	NUM
dad-10730	123	53	)	)	PUNCT
dad-10730	123	54	et+1	et+1	PROPN
dad-10730	123	55	←	←	PROPN
dad-10730	123	56	(	(	PUNCT
dad-10730	123	57	at	at	ADP
dad-10730	123	58	t	t	PROPN
dad-10730	123	59	at	at	ADP
dad-10730	123	60	+	+	X
dad-10730	123	61	λbi)−1at	λbi)−1at	PROPN
dad-10730	123	62	t	t	PROPN
dad-10730	123	63	m	m	PROPN
dad-10730	123	64	(	(	PUNCT
dad-10730	123	65	7	7	NUM
dad-10730	123	66	)	)	PUNCT
dad-10730	123	67	as	as	SCONJ
dad-10730	123	68	presented	present	VERB
dad-10730	123	69	in	in	ADP
dad-10730	123	70	equation	equation	NOUN
dad-10730	123	71	6	6	NUM
dad-10730	123	72	,	,	PUNCT
dad-10730	123	73	thew	thew	NOUN
dad-10730	123	74	matrix	matrix	NOUN
dad-10730	123	75	is	be	AUX
dad-10730	123	76	only	only	ADV
dad-10730	123	77	involved	involve	VERB
dad-10730	123	78	for	for	ADP
dad-10730	123	79	the	the	DET
dad-10730	123	80	updating	update	VERB
dad-10730	123	81	ofa	ofa	PROPN
dad-10730	123	82	because	because	SCONJ
dad-10730	123	83	only	only	ADV
dad-10730	123	84	the	the	DET
dad-10730	123	85	subset	subset	NOUN
dad-10730	123	86	of	of	ADP
dad-10730	123	87	the	the	DET
dad-10730	123	88	columns	column	NOUN
dad-10730	123	89	of	of	ADP
dad-10730	123	90	e	e	PROPN
dad-10730	123	91	,	,	PUNCT
dad-10730	123	92	representing	represent	VERB
dad-10730	123	93	the	the	DET
dad-10730	123	94	features	feature	NOUN
dad-10730	123	95	of	of	ADP
dad-10730	123	96	the	the	DET
dad-10730	123	97	state	state	NOUN
dad-10730	123	98	to	to	PART
dad-10730	123	99	predict	predict	VERB
dad-10730	123	100	,	,	PUNCT
dad-10730	123	101	are	be	AUX
dad-10730	123	102	weighted	weight	VERB
dad-10730	123	103	differently	differently	ADV
dad-10730	123	104	in	in	ADP
dad-10730	123	105	order	order	NOUN
dad-10730	123	106	to	to	PART
dad-10730	123	107	increase	increase	VERB
dad-10730	123	108	the	the	DET
dad-10730	123	109	importancd	importancd	NOUN
dad-10730	123	110	of	of	ADP
dad-10730	123	111	the	the	DET
dad-10730	123	112	corresponding	correspond	VERB
dad-10730	123	113	columns	column	NOUN
dad-10730	123	114	in	in	ADP
dad-10730	123	115	the	the	DET
dad-10730	123	116	loss	loss	NOUN
dad-10730	123	117	function	function	NOUN
dad-10730	123	118	.	.	PUNCT
dad-10730	124	1	for	for	ADP
dad-10730	124	2	the	the	DET
dad-10730	124	3	optimization	optimization	NOUN
dad-10730	124	4	of	of	ADP
dad-10730	124	5	the	the	DET
dad-10730	124	6	latent	latent	NOUN
dad-10730	124	7	representation	representation	NOUN
dad-10730	124	8	composing	compose	VERB
dad-10730	124	9	e	e	NOUN
dad-10730	124	10	,	,	PUNCT
dad-10730	124	11	presented	present	VERB
dad-10730	124	12	in	in	ADP
dad-10730	124	13	equation	equation	NOUN
dad-10730	124	14	7	7	NUM
dad-10730	124	15	,	,	PUNCT
dad-10730	124	16	each	each	DET
dad-10730	124	17	call	call	NOUN
dad-10730	124	18	session	session	NOUN
dad-10730	124	19	’s	’s	PART
dad-10730	124	20	embeddings	embedding	NOUN
dad-10730	124	21	stored	store	VERB
dad-10730	124	22	in	in	ADP
dad-10730	124	23	a	a	DET
dad-10730	124	24	hold	hold	NOUN
dad-10730	124	25	the	the	DET
dad-10730	124	26	same	same	ADJ
dad-10730	124	27	weight	weight	NOUN
dad-10730	124	28	,	,	PUNCT
dad-10730	124	29	so	so	SCONJ
dad-10730	124	30	in	in	ADP
dad-10730	124	31	this	this	DET
dad-10730	124	32	second	second	ADJ
dad-10730	124	33	step	step	NOUN
dad-10730	124	34	of	of	ADP
dad-10730	124	35	the	the	DET
dad-10730	124	36	algorithm	algorithm	NOUN
dad-10730	124	37	,	,	PUNCT
dad-10730	124	38	w	w	PROPN
dad-10730	124	39	is	be	AUX
dad-10730	124	40	actually	actually	ADV
dad-10730	124	41	an	an	DET
dad-10730	124	42	identity	identity	NOUN
dad-10730	124	43	matrix	matrix	NOUN
dad-10730	124	44	and	and	CCONJ
dad-10730	124	45	so	so	ADV
dad-10730	124	46	does	do	AUX
dad-10730	124	47	not	not	PART
dad-10730	124	48	appear	appear	VERB
dad-10730	124	49	.	.	PUNCT
dad-10730	125	1	3.2	3.2	NUM
dad-10730	125	2	prediction	prediction	NOUN
dad-10730	125	3	method	method	NOUN
dad-10730	125	4	the	the	DET
dad-10730	125	5	prediction	prediction	NOUN
dad-10730	125	6	process	process	NOUN
dad-10730	125	7	consists	consist	VERB
dad-10730	125	8	of	of	ADP
dad-10730	125	9	(	(	PUNCT
dad-10730	125	10	1	1	X
dad-10730	125	11	)	)	PUNCT
dad-10730	125	12	computing	compute	VERB
dad-10730	125	13	the	the	DET
dad-10730	125	14	embedding	embedding	NOUN
dad-10730	125	15	of	of	ADP
dad-10730	125	16	a	a	DET
dad-10730	125	17	current	current	ADJ
dad-10730	125	18	transition	transition	NOUN
dad-10730	125	19	by	by	ADP
dad-10730	125	20	solving	solve	VERB
dad-10730	125	21	the	the	DET
dad-10730	125	22	corresponding	corresponding	ADJ
dad-10730	125	23	least	least	ADJ
dad-10730	125	24	square	square	ADJ
dad-10730	125	25	problem	problem	NOUN
dad-10730	125	26	based	base	VERB
dad-10730	125	27	on	on	ADP
dad-10730	125	28	the	the	DET
dad-10730	125	29	two	two	NUM
dad-10730	125	30	variables	variable	NOUN
dad-10730	125	31	{	{	PUNCT
dad-10730	125	32	st	st	PROPN
dad-10730	125	33	,	,	PUNCT
dad-10730	125	34	zt	zt	PROPN
dad-10730	125	35	}	}	PUNCT
dad-10730	125	36	that	that	PRON
dad-10730	125	37	correspond	correspond	VERB
dad-10730	125	38	to	to	ADP
dad-10730	125	39	our	our	PRON
dad-10730	125	40	current	current	ADJ
dad-10730	125	41	knowledge	knowledge	NOUN
dad-10730	125	42	of	of	ADP
dad-10730	125	43	the	the	DET
dad-10730	125	44	state	state	NOUN
dad-10730	125	45	at	at	ADP
dad-10730	125	46	time	time	NOUN
dad-10730	125	47	t	t	PROPN
dad-10730	125	48	and	and	CCONJ
dad-10730	125	49	the	the	DET
dad-10730	125	50	set	set	NOUN
dad-10730	125	51	of	of	ADP
dad-10730	125	52	observations	observation	NOUN
dad-10730	125	53	extracted	extract	VERB
dad-10730	125	54	from	from	ADP
dad-10730	125	55	the	the	DET
dad-10730	125	56	last	last	ADJ
dad-10730	125	57	turn	turn	NOUN
dad-10730	125	58	that	that	PRON
dad-10730	125	59	is	be	AUX
dad-10730	125	60	composed	compose	VERB
dad-10730	125	61	with	with	ADP
dad-10730	125	62	the	the	DET
dad-10730	125	63	system	system	NOUN
dad-10730	125	64	and	and	CCONJ
dad-10730	125	65	user	user	NOUN
dad-10730	125	66	utterances	utterance	NOUN
dad-10730	125	67	,	,	PUNCT
dad-10730	125	68	(	(	PUNCT
dad-10730	125	69	2	2	X
dad-10730	125	70	)	)	PUNCT
dad-10730	125	71	estimating	estimate	VERB
dad-10730	125	72	the	the	DET
dad-10730	125	73	missing	miss	VERB
dad-10730	125	74	values	value	NOUN
dad-10730	125	75	of	of	ADP
dad-10730	125	76	interest	interest	NOUN
dad-10730	125	77	,	,	PUNCT
dad-10730	125	78	i.e.	i.e.	X
dad-10730	125	79	the	the	DET
dad-10730	125	80	likelihood	likelihood	NOUN
dad-10730	125	81	of	of	ADP
dad-10730	125	82	each	each	DET
dad-10730	125	83	value	value	NOUN
dad-10730	125	84	of	of	ADP
dad-10730	125	85	each	each	DET
dad-10730	125	86	variable	variable	NOUN
dad-10730	125	87	that	that	PRON
dad-10730	125	88	constitutes	constitute	VERB
dad-10730	125	89	the	the	DET
dad-10730	125	90	state	state	NOUN
dad-10730	125	91	at	at	ADP
dad-10730	125	92	time	time	NOUN
dad-10730	125	93	(	(	PUNCT
dad-10730	125	94	t+	t+	NOUN
dad-10730	125	95	1	1	NUM
dad-10730	125	96	)	)	PUNCT
dad-10730	125	97	,	,	PUNCT
dad-10730	125	98	st+1	st+1	NOUN
dad-10730	125	99	,	,	PUNCT
dad-10730	125	100	by	by	ADP
dad-10730	125	101	computing	compute	VERB
dad-10730	125	102	the	the	DET
dad-10730	125	103	cross	cross	NOUN
dad-10730	125	104	-	-	NOUN
dad-10730	125	105	product	product	NOUN
dad-10730	125	106	between	between	ADP
dad-10730	125	107	the	the	DET
dad-10730	125	108	transition	transition	NOUN
dad-10730	125	109	embedding	embed	VERB
dad-10730	125	110	calculated	calculate	VERB
dad-10730	125	111	in	in	ADP
dad-10730	125	112	(	(	PUNCT
dad-10730	125	113	1	1	NUM
dad-10730	125	114	)	)	PUNCT
dad-10730	125	115	and	and	CCONJ
dad-10730	125	116	the	the	DET
dad-10730	125	117	corresponding	corresponding	ADJ
dad-10730	125	118	column	column	NOUN
dad-10730	125	119	embeddings	embedding	NOUN
dad-10730	125	120	of	of	ADP
dad-10730	125	121	e	e	NOUN
dad-10730	125	122	,	,	PUNCT
dad-10730	125	123	and	and	CCONJ
dad-10730	125	124	of	of	ADP
dad-10730	125	125	the	the	DET
dad-10730	125	126	value	value	NOUN
dad-10730	125	127	of	of	ADP
dad-10730	125	128	each	each	DET
dad-10730	125	129	variable	variable	NOUN
dad-10730	125	130	of	of	ADP
dad-10730	125	131	st+1	st+1	PROPN
dad-10730	125	132	.	.	PUNCT
dad-10730	126	1	more	more	ADV
dad-10730	126	2	precisely	precisely	ADV
dad-10730	126	3	,	,	PUNCT
dad-10730	126	4	we	we	PRON
dad-10730	126	5	write	write	VERB
dad-10730	126	6	this	this	DET
dad-10730	126	7	decomposition	decomposition	NOUN
dad-10730	126	8	as	as	ADP
dad-10730	126	9	m	m	NOUN
dad-10730	126	10	=	=	SYM
dad-10730	126	11	a.et	a.et	X
dad-10730	126	12	(	(	PUNCT
dad-10730	126	13	8)	8)	NUM
dad-10730	126	14	where	where	SCONJ
dad-10730	126	15	m	m	NOUN
dad-10730	126	16	is	be	AUX
dad-10730	126	17	the	the	DET
dad-10730	126	18	matrix	matrix	NOUN
dad-10730	126	19	of	of	ADP
dad-10730	126	20	data	datum	NOUN
dad-10730	126	21	to	to	PART
dad-10730	126	22	decompose	decompose	VERB
dad-10730	126	23	and	and	CCONJ
dad-10730	126	24	.	.	PUNCT
dad-10730	127	1	the	the	DET
dad-10730	127	2	matrix	matrix	NOUN
dad-10730	127	3	-	-	PUNCT
dad-10730	127	4	matrix	matrix	NOUN
dad-10730	127	5	product	product	NOUN
dad-10730	127	6	operator	operator	NOUN
dad-10730	127	7	.	.	PUNCT
dad-10730	128	1	as	as	ADP
dad-10730	128	2	in	in	ADP
dad-10730	128	3	the	the	DET
dad-10730	128	4	previous	previous	ADJ
dad-10730	128	5	section	section	NOUN
dad-10730	128	6	,	,	PUNCT
dad-10730	128	7	a	a	PRON
dad-10730	128	8	has	have	VERB
dad-10730	128	9	a	a	DET
dad-10730	128	10	row	row	NOUN
dad-10730	128	11	for	for	ADP
dad-10730	128	12	each	each	DET
dad-10730	128	13	transition	transition	NOUN
dad-10730	128	14	embedding	embed	VERB
dad-10730	128	15	,	,	PUNCT
dad-10730	128	16	and	and	CCONJ
dad-10730	128	17	e	e	NOUN
dad-10730	128	18	has	have	VERB
dad-10730	128	19	a	a	DET
dad-10730	128	20	column	column	NOUN
dad-10730	128	21	for	for	ADP
dad-10730	128	22	each	each	DET
dad-10730	128	23	variablevalue	variablevalue	NOUN
dad-10730	128	24	embedding	embed	VERB
dad-10730	128	25	in	in	ADP
dad-10730	128	26	the	the	DET
dad-10730	128	27	form	form	NOUN
dad-10730	128	28	of	of	ADP
dad-10730	128	29	a	a	DET
dad-10730	128	30	zero	zero	NUM
dad-10730	128	31	-	-	PUNCT
dad-10730	128	32	one	one	NUM
dad-10730	128	33	encoding	encoding	NOUN
dad-10730	128	34	.	.	PUNCT
dad-10730	129	1	when	when	SCONJ
dad-10730	129	2	a	a	DET
dad-10730	129	3	new	new	ADJ
dad-10730	129	4	row	row	NOUN
dad-10730	129	5	of	of	ADP
dad-10730	129	6	observationsmi	observationsmi	NOUN
dad-10730	129	7	for	for	ADP
dad-10730	129	8	a	a	DET
dad-10730	129	9	new	new	ADJ
dad-10730	129	10	set	set	NOUN
dad-10730	129	11	of	of	ADP
dad-10730	129	12	variables	variable	NOUN
dad-10730	129	13	state	state	NOUN
dad-10730	129	14	si	si	NOUN
dad-10730	129	15	and	and	CCONJ
dad-10730	129	16	observations	observation	NOUN
dad-10730	129	17	zi	zi	PROPN
dad-10730	129	18	and	and	CCONJ
dad-10730	129	19	e	e	PROPN
dad-10730	129	20	is	be	AUX
dad-10730	129	21	fixed	fix	VERB
dad-10730	129	22	,	,	PUNCT
dad-10730	129	23	the	the	DET
dad-10730	129	24	purpose	purpose	NOUN
dad-10730	129	25	of	of	ADP
dad-10730	129	26	the	the	DET
dad-10730	129	27	prediction	prediction	NOUN
dad-10730	129	28	task	task	NOUN
dad-10730	129	29	is	be	AUX
dad-10730	129	30	to	to	PART
dad-10730	129	31	find	find	VERB
dad-10730	129	32	the	the	DET
dad-10730	129	33	row	row	NOUN
dad-10730	129	34	ai	ai	NOUN
dad-10730	129	35	of	of	ADP
dad-10730	129	36	a	a	DET
dad-10730	129	37	such	such	ADJ
dad-10730	129	38	that	that	PRON
dad-10730	129	39	:	:	PUNCT
dad-10730	129	40	ai.e	ai.e	ADP
dad-10730	129	41	t	t	PROPN
dad-10730	130	1	≈	≈	PROPN
dad-10730	130	2	mt	mt	PROPN
dad-10730	131	1	i	i	PRON
dad-10730	131	2	(	(	PUNCT
dad-10730	131	3	9	9	NUM
dad-10730	131	4	)	)	PUNCT
dad-10730	131	5	even	even	ADV
dad-10730	131	6	if	if	SCONJ
dad-10730	131	7	it	it	PRON
dad-10730	131	8	is	be	AUX
dad-10730	131	9	generally	generally	ADV
dad-10730	131	10	difficult	difficult	ADJ
dad-10730	131	11	to	to	PART
dad-10730	131	12	require	require	VERB
dad-10730	131	13	these	these	PRON
dad-10730	131	14	to	to	PART
dad-10730	131	15	be	be	AUX
dad-10730	131	16	equal	equal	ADJ
dad-10730	131	17	,	,	PUNCT
dad-10730	131	18	we	we	PRON
dad-10730	131	19	can	can	AUX
dad-10730	131	20	require	require	VERB
dad-10730	131	21	that	that	SCONJ
dad-10730	131	22	these	these	DET
dad-10730	131	23	last	last	ADJ
dad-10730	131	24	elements	element	NOUN
dad-10730	131	25	have	have	VERB
dad-10730	131	26	the	the	DET
dad-10730	131	27	same	same	ADJ
dad-10730	131	28	projection	projection	NOUN
dad-10730	131	29	into	into	ADP
dad-10730	131	30	the	the	DET
dad-10730	131	31	latent	latent	NOUN
dad-10730	131	32	space	space	NOUN
dad-10730	131	33	:	:	PUNCT
dad-10730	131	34	ati	ati	PROPN
dad-10730	131	35	.e	.e	PROPN
dad-10730	132	1	t	t	X
dad-10730	132	2	.e	.e	PUNCT
dad-10730	133	1	=	=	PUNCT
dad-10730	133	2	mt	mt	PROPN
dad-10730	134	1	i	i	PRON
dad-10730	134	2	.e	.e	NOUN
dad-10730	135	1	(	(	PUNCT
dad-10730	135	2	10	10	NUM
dad-10730	135	3	)	)	PUNCT
dad-10730	135	4	then	then	ADV
dad-10730	135	5	,	,	PUNCT
dad-10730	135	6	the	the	DET
dad-10730	135	7	classic	classic	ADJ
dad-10730	135	8	closed	closed	ADJ
dad-10730	135	9	form	form	NOUN
dad-10730	135	10	solution	solution	NOUN
dad-10730	135	11	of	of	ADP
dad-10730	135	12	a	a	DET
dad-10730	135	13	linear	linear	ADJ
dad-10730	135	14	regression	regression	NOUN
dad-10730	135	15	task	task	NOUN
dad-10730	135	16	can	can	AUX
dad-10730	135	17	be	be	AUX
dad-10730	135	18	derived	derive	VERB
dad-10730	135	19	:	:	PUNCT
dad-10730	135	20	ati	ati	NOUN
dad-10730	135	21	=	=	SYM
dad-10730	135	22	mt	mt	PROPN
dad-10730	136	1	i	i	PRON
dad-10730	136	2	.e.(e	.e.(e	PROPN
dad-10730	137	1	t	t	PROPN
dad-10730	137	2	.e)−1	.e)−1	PUNCT
dad-10730	138	1	(	(	PUNCT
dad-10730	138	2	11	11	NUM
dad-10730	138	3	)	)	PUNCT
dad-10730	138	4	ai	ai	VERB
dad-10730	138	5	=	=	PUNCT
dad-10730	138	6	(	(	PUNCT
dad-10730	138	7	et	et	NOUN
dad-10730	138	8	.e)−1.et	.e)−1.et	X
dad-10730	138	9	.mi	.mi	PUNCT
dad-10730	139	1	(	(	PUNCT
dad-10730	139	2	12	12	NUM
dad-10730	139	3	)	)	PUNCT
dad-10730	139	4	in	in	ADP
dad-10730	139	5	fact	fact	NOUN
dad-10730	139	6	,	,	PUNCT
dad-10730	139	7	equation	equation	NOUN
dad-10730	139	8	11	11	NUM
dad-10730	139	9	is	be	AUX
dad-10730	139	10	the	the	DET
dad-10730	139	11	optimal	optimal	ADJ
dad-10730	139	12	value	value	NOUN
dad-10730	139	13	of	of	ADP
dad-10730	139	14	the	the	DET
dad-10730	139	15	embedding	embedding	NOUN
dad-10730	139	16	of	of	ADP
dad-10730	139	17	the	the	DET
dad-10730	139	18	transition	transition	NOUN
dad-10730	139	19	mi	mi	PROPN
dad-10730	139	20	,	,	PUNCT
dad-10730	139	21	assuming	assume	VERB
dad-10730	139	22	a	a	DET
dad-10730	139	23	quadratic	quadratic	ADJ
dad-10730	139	24	loss	loss	NOUN
dad-10730	139	25	is	be	AUX
dad-10730	139	26	used	use	VERB
dad-10730	139	27	.	.	PUNCT
dad-10730	140	1	otherwise	otherwise	ADV
dad-10730	140	2	it	it	PRON
dad-10730	140	3	is	be	AUX
dad-10730	140	4	an	an	DET
dad-10730	140	5	approximation	approximation	NOUN
dad-10730	140	6	,	,	PUNCT
dad-10730	140	7	in	in	ADP
dad-10730	140	8	the	the	DET
dad-10730	140	9	case	case	NOUN
dad-10730	140	10	of	of	ADP
dad-10730	140	11	a	a	DET
dad-10730	140	12	matrix	matrix	NOUN
dad-10730	140	13	decomposition	decomposition	NOUN
dad-10730	140	14	of	of	ADP
dad-10730	140	15	m	m	AUX
dad-10730	140	16	using	use	VERB
dad-10730	140	17	a	a	DET
dad-10730	140	18	logistic	logistic	ADJ
dad-10730	140	19	loss	loss	NOUN
dad-10730	140	20	for	for	ADP
dad-10730	140	21	example	example	NOUN
dad-10730	140	22	.	.	PUNCT
dad-10730	141	1	note	note	VERB
dad-10730	141	2	that	that	SCONJ
dad-10730	141	3	,	,	PUNCT
dad-10730	141	4	in	in	ADP
dad-10730	141	5	equation	equation	NOUN
dad-10730	141	6	11	11	NUM
dad-10730	141	7	,	,	PUNCT
dad-10730	141	8	(	(	PUNCT
dad-10730	141	9	et	et	NOUN
dad-10730	141	10	.e)−1	.e)−1	NOUN
dad-10730	141	11	requires	require	VERB
dad-10730	141	12	a	a	DET
dad-10730	141	13	matrix	matrix	NOUN
dad-10730	141	14	inversion	inversion	NOUN
dad-10730	141	15	,	,	PUNCT
dad-10730	141	16	but	but	CCONJ
dad-10730	141	17	for	for	ADP
dad-10730	141	18	a	a	DET
dad-10730	141	19	low	low	ADJ
dad-10730	141	20	dimensional	dimensional	ADJ
dad-10730	141	21	matrix	matrix	NOUN
dad-10730	141	22	(	(	PUNCT
dad-10730	141	23	the	the	DET
dad-10730	141	24	size	size	NOUN
dad-10730	141	25	of	of	ADP
dad-10730	141	26	the	the	DET
dad-10730	141	27	latent	latent	NOUN
dad-10730	141	28	space	space	NOUN
dad-10730	141	29	)	)	PUNCT
dad-10730	141	30	.	.	PUNCT
dad-10730	142	1	several	several	ADJ
dad-10730	142	2	advantages	advantage	NOUN
dad-10730	142	3	can	can	AUX
dad-10730	142	4	be	be	AUX
dad-10730	142	5	identified	identify	VERB
dad-10730	142	6	in	in	ADP
dad-10730	142	7	this	this	DET
dad-10730	142	8	approach	approach	NOUN
dad-10730	142	9	.	.	PUNCT
dad-10730	143	1	first	first	ADV
dad-10730	143	2	,	,	PUNCT
dad-10730	143	3	at	at	ADP
dad-10730	143	4	learning	learn	VERB
dad-10730	143	5	time	time	NOUN
dad-10730	143	6	,	,	PUNCT
dad-10730	143	7	alternative	alternative	PROPN
dad-10730	143	8	ridge	ridge	NOUN
dad-10730	143	9	regression	regression	NOUN
dad-10730	143	10	is	be	AUX
dad-10730	143	11	computationally	computationally	ADV
dad-10730	143	12	efficient	efficient	ADJ
dad-10730	143	13	because	because	SCONJ
dad-10730	143	14	a	a	DET
dad-10730	143	15	closed	closed	ADJ
dad-10730	143	16	form	form	NOUN
dad-10730	143	17	solution	solution	NOUN
dad-10730	143	18	exists	exist	VERB
dad-10730	143	19	at	at	ADP
dad-10730	143	20	each	each	DET
dad-10730	143	21	step	step	NOUN
dad-10730	143	22	of	of	ADP
dad-10730	143	23	the	the	DET
dad-10730	143	24	optimization	optimization	NOUN
dad-10730	143	25	process	process	NOUN
dad-10730	143	26	employed	employ	VERB
dad-10730	143	27	to	to	PART
dad-10730	143	28	infer	infer	VERB
dad-10730	143	29	the	the	DET
dad-10730	143	30	parameters	parameter	NOUN
dad-10730	143	31	,	,	PUNCT
dad-10730	143	32	i.e	i.e	PRON
dad-10730	143	33	the	the	DET
dad-10730	143	34	low	low	ADJ
dad-10730	143	35	rank	rank	NOUN
dad-10730	143	36	matrices	matrix	NOUN
dad-10730	143	37	,	,	PUNCT
dad-10730	143	38	of	of	ADP
dad-10730	143	39	the	the	DET
dad-10730	143	40	model	model	NOUN
dad-10730	143	41	.	.	PUNCT
dad-10730	144	1	second	second	ADJ
dad-10730	144	2	,	,	PUNCT
dad-10730	144	3	at	at	ADP
dad-10730	144	4	decision	decision	NOUN
dad-10730	144	5	time	time	NOUN
dad-10730	144	6	,	,	PUNCT
dad-10730	144	7	the	the	DET
dad-10730	144	8	state	state	NOUN
dad-10730	144	9	tracking	tracking	NOUN
dad-10730	144	10	procedure	procedure	NOUN
dad-10730	144	11	consists	consist	VERB
dad-10730	144	12	of	of	ADP
dad-10730	144	13	(	(	PUNCT
dad-10730	144	14	1	1	X
dad-10730	144	15	)	)	PUNCT
dad-10730	144	16	computing	compute	VERB
dad-10730	144	17	the	the	PRON
dad-10730	144	18	embedding	embed	VERB
dad-10730	144	19	a	a	PRON
dad-10730	144	20	of	of	ADP
dad-10730	144	21	the	the	DET
dad-10730	144	22	current	current	ADJ
dad-10730	144	23	transition	transition	NOUN
dad-10730	144	24	using	use	VERB
dad-10730	144	25	the	the	DET
dad-10730	144	26	current	current	ADJ
dad-10730	144	27	state	state	NOUN
dad-10730	144	28	estimation	estimation	PROPN
dad-10730	144	29	st	st	PROPN
dad-10730	144	30	and	and	CCONJ
dad-10730	144	31	the	the	DET
dad-10730	144	32	current	current	ADJ
dad-10730	144	33	observation	observation	NOUN
dad-10730	144	34	set	set	VERB
dad-10730	144	35	zt	zt	PROPN
dad-10730	144	36	and	and	CCONJ
dad-10730	144	37	(	(	PUNCT
dad-10730	144	38	2	2	X
dad-10730	144	39	)	)	PUNCT
dad-10730	144	40	computing	compute	VERB
dad-10730	144	41	the	the	DET
dad-10730	144	42	distribution	distribution	NOUN
dad-10730	144	43	over	over	ADP
dad-10730	144	44	the	the	DET
dad-10730	144	45	state	state	NOUN
dad-10730	144	46	defined	define	VERB
dad-10730	144	47	as	as	ADP
dad-10730	144	48	a	a	DET
dad-10730	144	49	vector	vector	NOUN
dad-10730	144	50	-	-	PUNCT
dad-10730	144	51	matrix	matrix	NOUN
dad-10730	144	52	product	product	NOUN
dad-10730	144	53	between	between	ADP
dad-10730	144	54	a	a	PRON
dad-10730	144	55	and	and	CCONJ
dad-10730	144	56	the	the	DET
dad-10730	144	57	latent	latent	NOUN
dad-10730	144	58	matrix	matrix	NOUN
dad-10730	144	59	e.	e.	PROPN
dad-10730	145	1	finally	finally	ADV
dad-10730	145	2	,	,	PUNCT
dad-10730	145	3	this	this	DET
dad-10730	145	4	inference	inference	NOUN
dad-10730	145	5	method	method	NOUN
dad-10730	145	6	can	can	AUX
dad-10730	145	7	be	be	AUX
dad-10730	145	8	partially	partially	ADV
dad-10730	145	9	associated	associate	VERB
dad-10730	145	10	to	to	ADP
dad-10730	145	11	the	the	DET
dad-10730	145	12	general	general	ADJ
dad-10730	145	13	technique	technique	NOUN
dad-10730	145	14	of	of	ADP
dad-10730	145	15	matrix	matrix	NOUN
dad-10730	145	16	completion	completion	NOUN
dad-10730	145	17	.	.	PUNCT
dad-10730	146	1	but	but	CCONJ
dad-10730	146	2	,	,	PUNCT
dad-10730	146	3	a	a	DET
dad-10730	146	4	proper	proper	ADJ
dad-10730	146	5	matrix	matrix	NOUN
dad-10730	146	6	completion	completion	NOUN
dad-10730	146	7	task	task	NOUN
dad-10730	146	8	would	would	AUX
dad-10730	146	9	have	have	AUX
dad-10730	146	10	required	require	VERB
dad-10730	146	11	a	a	DET
dad-10730	146	12	matrix	matrix	NOUN
dad-10730	146	13	m	m	NOUN
dad-10730	146	14	with	with	ADP
dad-10730	146	15	missing	miss	VERB
dad-10730	146	16	value	value	NOUN
dad-10730	146	17	corresponding	correspond	VERB
dad-10730	146	18	to	to	ADP
dad-10730	146	19	the	the	DET
dad-10730	146	20	exhausive	exhausive	ADJ
dad-10730	146	21	list	list	NOUN
dad-10730	146	22	of	of	ADP
dad-10730	146	23	the	the	DET
dad-10730	146	24	possible	possible	ADJ
dad-10730	146	25	triples	triple	NOUN
dad-10730	146	26	st	st	PROPN
dad-10730	146	27	,	,	PUNCT
dad-10730	146	28	st+1	st+1	PROPN
dad-10730	146	29	,	,	PUNCT
dad-10730	146	30	zt	zt	PROPN
dad-10730	146	31	,	,	PUNCT
dad-10730	146	32	which	which	PRON
dad-10730	146	33	is	be	AUX
dad-10730	146	34	obviously	obviously	ADV
dad-10730	146	35	intractable	intractable	ADJ
dad-10730	146	36	to	to	PART
dad-10730	146	37	represent	represent	VERB
dad-10730	146	38	and	and	CCONJ
dad-10730	146	39	decompose	decompose	VERB
dad-10730	146	40	.	.	PUNCT
dad-10730	147	1	4	4	X
dad-10730	147	2	.	.	X
dad-10730	147	3	experimental	experimental	ADJ
dad-10730	147	4	settings	setting	NOUN
dad-10730	147	5	and	and	CCONJ
dad-10730	147	6	evaluation	evaluation	NOUN
dad-10730	147	7	in	in	ADP
dad-10730	147	8	a	a	DET
dad-10730	147	9	first	first	ADJ
dad-10730	147	10	section	section	NOUN
dad-10730	147	11	,	,	PUNCT
dad-10730	147	12	the	the	DET
dad-10730	147	13	dialog	dialog	NOUN
dad-10730	147	14	domain	domain	NOUN
dad-10730	147	15	used	use	VERB
dad-10730	147	16	for	for	ADP
dad-10730	147	17	the	the	DET
dad-10730	147	18	evaluation	evaluation	NOUN
dad-10730	147	19	of	of	ADP
dad-10730	147	20	our	our	PRON
dad-10730	147	21	dialog	dialog	NOUN
dad-10730	147	22	tracker	tracker	NOUN
dad-10730	147	23	is	be	AUX
dad-10730	147	24	described	describe	VERB
dad-10730	147	25	and	and	CCONJ
dad-10730	147	26	the	the	DET
dad-10730	147	27	different	different	ADJ
dad-10730	147	28	probability	probability	NOUN
dad-10730	147	29	models	model	NOUN
dad-10730	147	30	used	use	VERB
dad-10730	147	31	for	for	ADP
dad-10730	147	32	the	the	DET
dad-10730	147	33	domain	domain	NOUN
dad-10730	147	34	.	.	PUNCT
dad-10730	148	1	in	in	ADP
dad-10730	148	2	a	a	DET
dad-10730	148	3	second	second	ADJ
dad-10730	148	4	section	section	NOUN
dad-10730	148	5	,	,	PUNCT
dad-10730	148	6	we	we	PRON
dad-10730	148	7	present	present	VERB
dad-10730	148	8	a	a	DET
dad-10730	148	9	first	first	ADJ
dad-10730	148	10	set	set	NOUN
dad-10730	148	11	of	of	ADP
dad-10730	148	12	experimental	experimental	ADJ
dad-10730	148	13	results	result	NOUN
dad-10730	148	14	obtained	obtain	VERB
dad-10730	148	15	through	through	ADP
dad-10730	148	16	the	the	DET
dad-10730	148	17	proposed	propose	VERB
dad-10730	148	18	approach	approach	NOUN
dad-10730	148	19	and	and	CCONJ
dad-10730	148	20	its	its	PRON
dad-10730	148	21	comparison	comparison	NOUN
dad-10730	148	22	to	to	ADP
dad-10730	148	23	several	several	ADJ
dad-10730	148	24	reported	report	VERB
dad-10730	148	25	results	result	NOUN
dad-10730	148	26	of	of	ADP
dad-10730	148	27	approaches	approach	NOUN
dad-10730	148	28	of	of	ADP
dad-10730	148	29	the	the	DET
dad-10730	148	30	state	state	NOUN
dad-10730	148	31	of	of	ADP
dad-10730	148	32	the	the	DET
dad-10730	148	33	art	art	NOUN
dad-10730	148	34	.	.	PUNCT
dad-10730	149	1	4.1	4.1	NUM
dad-10730	149	2	restaurant	restaurant	NOUN
dad-10730	149	3	information	information	NOUN
dad-10730	149	4	domain	domain	NOUN
dad-10730	149	5	we	we	PRON
dad-10730	149	6	used	use	VERB
dad-10730	149	7	the	the	DET
dad-10730	149	8	dstc-2	dstc-2	NUM
dad-10730	149	9	dialog	dialog	NOUN
dad-10730	149	10	domain	domain	NOUN
dad-10730	149	11	as	as	SCONJ
dad-10730	149	12	described	describe	VERB
dad-10730	149	13	in	in	ADP
dad-10730	149	14	williams	williams	PROPN
dad-10730	149	15	et	et	PROPN
dad-10730	149	16	al	al	PROPN
dad-10730	149	17	.	.	PROPN
dad-10730	150	1	(	(	PUNCT
dad-10730	150	2	2013	2013	NUM
dad-10730	150	3	)	)	PUNCT
dad-10730	150	4	in	in	ADP
dad-10730	150	5	which	which	PRON
dad-10730	150	6	the	the	DET
dad-10730	150	7	user	user	NOUN
dad-10730	150	8	queries	query	VERB
dad-10730	150	9	a	a	DET
dad-10730	150	10	database	database	NOUN
dad-10730	150	11	of	of	ADP
dad-10730	150	12	local	local	ADJ
dad-10730	150	13	restaurants	restaurant	NOUN
dad-10730	150	14	by	by	ADP
dad-10730	150	15	interacting	interact	VERB
dad-10730	150	16	with	with	ADP
dad-10730	150	17	a	a	DET
dad-10730	150	18	dialog	dialog	NOUN
dad-10730	150	19	system	system	NOUN
dad-10730	150	20	.	.	PUNCT
dad-10730	151	1	the	the	DET
dad-10730	151	2	dataset	dataset	NOUN
dad-10730	151	3	for	for	ADP
dad-10730	151	4	the	the	DET
dad-10730	151	5	restaurant	restaurant	NOUN
dad-10730	151	6	information	information	NOUN
dad-10730	151	7	domain	domain	NOUN
dad-10730	151	8	were	be	AUX
dad-10730	151	9	originally	originally	ADV
dad-10730	151	10	collected	collect	VERB
dad-10730	151	11	using	use	VERB
dad-10730	151	12	amazon	amazon	PROPN
dad-10730	151	13	mechanical	mechanical	ADJ
dad-10730	151	14	turk	turk	PROPN
dad-10730	151	15	.	.	PUNCT
dad-10730	152	1	a	a	DET
dad-10730	152	2	usual	usual	ADJ
dad-10730	152	3	dialog	dialog	NOUN
dad-10730	152	4	proceeds	proceed	NOUN
dad-10730	152	5	as	as	SCONJ
dad-10730	152	6	follows	follow	VERB
dad-10730	152	7	:	:	PUNCT
dad-10730	152	8	first	first	ADV
dad-10730	152	9	,	,	PUNCT
dad-10730	152	10	the	the	DET
dad-10730	152	11	user	user	NOUN
dad-10730	152	12	specifies	specify	VERB
dad-10730	152	13	his	his	PRON
dad-10730	152	14	personal	personal	ADJ
dad-10730	152	15	set	set	NOUN
dad-10730	152	16	of	of	ADP
dad-10730	152	17	constraints	constraint	NOUN
dad-10730	152	18	concerning	concern	VERB
dad-10730	152	19	the	the	DET
dad-10730	152	20	restaurant	restaurant	NOUN
dad-10730	152	21	he	he	PRON
dad-10730	152	22	looks	look	VERB
dad-10730	152	23	for	for	ADP
dad-10730	152	24	.	.	PUNCT
dad-10730	153	1	then	then	ADV
dad-10730	153	2	,	,	PUNCT
dad-10730	153	3	the	the	DET
dad-10730	153	4	system	system	NOUN
dad-10730	153	5	offers	offer	VERB
dad-10730	153	6	the	the	DET
dad-10730	153	7	name	name	NOUN
dad-10730	153	8	of	of	ADP
dad-10730	153	9	a	a	DET
dad-10730	153	10	restaurant	restaurant	NOUN
dad-10730	153	11	that	that	PRON
dad-10730	153	12	satisfies	satisfy	VERB
dad-10730	153	13	the	the	DET
dad-10730	153	14	constraints	constraint	NOUN
dad-10730	153	15	.	.	PUNCT
dad-10730	154	1	user	user	NOUN
dad-10730	154	2	then	then	ADV
dad-10730	154	3	accepts	accept	VERB
dad-10730	154	4	the	the	DET
dad-10730	154	5	offer	offer	NOUN
dad-10730	154	6	,	,	PUNCT
dad-10730	154	7	and	and	CCONJ
dad-10730	154	8	requests	request	NOUN
dad-10730	154	9	for	for	ADP
dad-10730	154	10	additional	additional	ADJ
dad-10730	154	11	information	information	NOUN
dad-10730	154	12	about	about	ADP
dad-10730	154	13	accepted	accepted	ADJ
dad-10730	154	14	restaurant	restaurant	NOUN
dad-10730	154	15	.	.	PUNCT
dad-10730	155	1	the	the	DET
dad-10730	155	2	dialog	dialog	NOUN
dad-10730	155	3	ends	end	VERB
dad-10730	155	4	when	when	SCONJ
dad-10730	155	5	all	all	DET
dad-10730	155	6	the	the	DET
dad-10730	155	7	information	information	NOUN
dad-10730	155	8	requested	request	VERB
dad-10730	155	9	by	by	ADP
dad-10730	155	10	the	the	DET
dad-10730	155	11	user	user	NOUN
dad-10730	155	12	are	be	AUX
dad-10730	155	13	provided	provide	VERB
dad-10730	155	14	.	.	PUNCT
dad-10730	156	1	in	in	ADP
dad-10730	156	2	this	this	DET
dad-10730	156	3	context	context	NOUN
dad-10730	156	4	,	,	PUNCT
dad-10730	156	5	the	the	DET
dad-10730	156	6	dialog	dialog	NOUN
dad-10730	156	7	state	state	NOUN
dad-10730	156	8	tracker	tracker	NOUN
dad-10730	156	9	should	should	AUX
dad-10730	156	10	be	be	AUX
dad-10730	156	11	able	able	ADJ
dad-10730	156	12	to	to	PART
dad-10730	156	13	track	track	VERB
dad-10730	156	14	several	several	ADJ
dad-10730	156	15	types	type	NOUN
dad-10730	156	16	of	of	ADP
dad-10730	156	17	information	information	NOUN
dad-10730	156	18	that	that	PRON
dad-10730	156	19	composes	compose	VERB
dad-10730	156	20	the	the	DET
dad-10730	156	21	state	state	NOUN
dad-10730	156	22	like	like	ADP
dad-10730	156	23	the	the	DET
dad-10730	156	24	geographic	geographic	ADJ
dad-10730	156	25	area	area	NOUN
dad-10730	156	26	,	,	PUNCT
dad-10730	156	27	tracker	tracker	NOUN
dad-10730	156	28	joint	joint	ADJ
dad-10730	156	29	goal	goal	NOUN
dad-10730	156	30	baseline	baseline	VERB
dad-10730	156	31	0.69	0.69	NUM
dad-10730	156	32	focus	focus	NOUN
dad-10730	156	33	0.74	0.74	NUM
dad-10730	156	34	hwu	hwu	NUM
dad-10730	156	35	0.75	0.75	NUM
dad-10730	156	36	hwu+	hwu+	ADJ
dad-10730	156	37	0.72	0.72	NUM
dad-10730	156	38	rule	rule	NOUN
dad-10730	156	39	-	-	PUNCT
dad-10730	156	40	based	base	VERB
dad-10730	156	41	0.73	0.73	NUM
dad-10730	156	42	maxent	maxent	NOUN
dad-10730	156	43	0.72	0.72	NUM
dad-10730	156	44	rnn	rnn	VERB
dad-10730	156	45	0.75	0.75	NUM
dad-10730	156	46	cmf-350	cmf-350	NOUN
dad-10730	156	47	0.79±	0.79±	NUM
dad-10730	156	48	0.03	0.03	NUM
dad-10730	156	49	table	table	NOUN
dad-10730	156	50	1	1	NUM
dad-10730	156	51	:	:	PUNCT
dad-10730	156	52	accuracy	accuracy	NOUN
dad-10730	156	53	of	of	ADP
dad-10730	156	54	the	the	DET
dad-10730	156	55	proposed	propose	VERB
dad-10730	156	56	model	model	NOUN
dad-10730	156	57	on	on	ADP
dad-10730	156	58	the	the	DET
dad-10730	156	59	dstc-2	dstc-2	NUM
dad-10730	156	60	test	test	NOUN
dad-10730	156	61	-	-	PUNCT
dad-10730	156	62	set	set	VERB
dad-10730	156	63	the	the	DET
dad-10730	156	64	food	food	NOUN
dad-10730	156	65	type	type	NOUN
dad-10730	156	66	,	,	PUNCT
dad-10730	156	67	the	the	DET
dad-10730	156	68	name	name	NOUN
dad-10730	156	69	and	and	CCONJ
dad-10730	156	70	the	the	DET
dad-10730	156	71	price	price	NOUN
dad-10730	156	72	range	range	NOUN
dad-10730	156	73	slots	slot	NOUN
dad-10730	156	74	.	.	PUNCT
dad-10730	157	1	in	in	ADP
dad-10730	157	2	this	this	DET
dad-10730	157	3	paper	paper	NOUN
dad-10730	157	4	,	,	PUNCT
dad-10730	157	5	we	we	PRON
dad-10730	157	6	restrict	restrict	VERB
dad-10730	157	7	ourselves	ourselves	PRON
dad-10730	157	8	to	to	ADP
dad-10730	157	9	tracking	track	VERB
dad-10730	157	10	these	these	DET
dad-10730	157	11	variables	variable	NOUN
dad-10730	157	12	,	,	PUNCT
dad-10730	157	13	but	but	CCONJ
dad-10730	157	14	our	our	PRON
dad-10730	157	15	tracker	tracker	NOUN
dad-10730	157	16	can	can	AUX
dad-10730	157	17	be	be	AUX
dad-10730	157	18	easily	easily	ADV
dad-10730	157	19	setup	setup	VERB
dad-10730	157	20	to	to	PART
dad-10730	157	21	track	track	VERB
dad-10730	157	22	others	other	NOUN
dad-10730	157	23	as	as	ADV
dad-10730	157	24	well	well	ADV
dad-10730	157	25	if	if	SCONJ
dad-10730	157	26	they	they	PRON
dad-10730	157	27	are	be	AUX
dad-10730	157	28	properly	properly	ADV
dad-10730	157	29	specified	specify	VERB
dad-10730	157	30	.	.	PUNCT
dad-10730	158	1	the	the	DET
dad-10730	158	2	dialog	dialog	PROPN
dad-10730	158	3	state	state	PROPN
dad-10730	158	4	tracker	tracker	PROPN
dad-10730	158	5	updates	update	VERB
dad-10730	158	6	its	its	PRON
dad-10730	158	7	belief	belief	NOUN
dad-10730	158	8	turn	turn	NOUN
dad-10730	158	9	by	by	ADP
dad-10730	158	10	turn	turn	NOUN
dad-10730	158	11	,	,	PUNCT
dad-10730	158	12	receiving	receive	VERB
dad-10730	158	13	evidence	evidence	NOUN
dad-10730	158	14	from	from	ADP
dad-10730	158	15	the	the	DET
dad-10730	158	16	nlu	nlu	NOUN
dad-10730	158	17	module	module	NOUN
dad-10730	158	18	with	with	ADP
dad-10730	158	19	the	the	DET
dad-10730	158	20	actual	actual	ADJ
dad-10730	158	21	utterance	utterance	NOUN
dad-10730	158	22	produced	produce	VERB
dad-10730	158	23	by	by	ADP
dad-10730	158	24	the	the	DET
dad-10730	158	25	user	user	NOUN
dad-10730	158	26	.	.	PUNCT
dad-10730	159	1	in	in	ADP
dad-10730	159	2	this	this	DET
dad-10730	159	3	experiment	experiment	NOUN
dad-10730	159	4	,	,	PUNCT
dad-10730	159	5	it	it	PRON
dad-10730	159	6	has	have	AUX
dad-10730	159	7	been	be	AUX
dad-10730	159	8	chosen	choose	VERB
dad-10730	159	9	to	to	PART
dad-10730	159	10	restrict	restrict	VERB
dad-10730	159	11	the	the	DET
dad-10730	159	12	output	output	NOUN
dad-10730	159	13	of	of	ADP
dad-10730	159	14	the	the	DET
dad-10730	159	15	nlu	nlu	NOUN
dad-10730	159	16	module	module	NOUN
dad-10730	159	17	to	to	ADP
dad-10730	159	18	the	the	DET
dad-10730	159	19	bag	bag	NOUN
dad-10730	159	20	of	of	ADP
dad-10730	159	21	word	word	NOUN
dad-10730	159	22	of	of	ADP
dad-10730	159	23	the	the	DET
dad-10730	159	24	user	user	NOUN
dad-10730	159	25	utterances	utterance	NOUN
dad-10730	159	26	in	in	ADP
dad-10730	159	27	order	order	NOUN
dad-10730	159	28	to	to	PART
dad-10730	159	29	be	be	AUX
dad-10730	159	30	comparable	comparable	ADJ
dad-10730	159	31	the	the	DET
dad-10730	159	32	most	most	ADV
dad-10730	159	33	recent	recent	ADJ
dad-10730	159	34	approaches	approach	NOUN
dad-10730	159	35	of	of	ADP
dad-10730	159	36	state	state	NOUN
dad-10730	159	37	tracking	tracking	NOUN
dad-10730	159	38	like	like	ADP
dad-10730	159	39	proposed	propose	VERB
dad-10730	159	40	in	in	ADP
dad-10730	159	41	henderson	henderson	PROPN
dad-10730	159	42	et	et	PROPN
dad-10730	159	43	al	al	PROPN
dad-10730	159	44	.	.	PROPN
dad-10730	160	1	(	(	PUNCT
dad-10730	160	2	2013	2013	NUM
dad-10730	160	3	)	)	PUNCT
dad-10730	160	4	that	that	SCONJ
dad-10730	160	5	only	only	ADV
dad-10730	160	6	use	use	VERB
dad-10730	160	7	such	such	ADJ
dad-10730	160	8	information	information	NOUN
dad-10730	160	9	as	as	ADP
dad-10730	160	10	evidence	evidence	NOUN
dad-10730	160	11	.	.	PUNCT
dad-10730	161	1	one	one	NUM
dad-10730	161	2	important	important	ADJ
dad-10730	161	3	interest	interest	NOUN
dad-10730	161	4	in	in	ADP
dad-10730	161	5	such	such	ADJ
dad-10730	161	6	approach	approach	NOUN
dad-10730	161	7	is	be	AUX
dad-10730	161	8	to	to	PART
dad-10730	161	9	dramatically	dramatically	ADV
dad-10730	161	10	simplify	simplify	VERB
dad-10730	161	11	the	the	DET
dad-10730	161	12	process	process	NOUN
dad-10730	161	13	of	of	ADP
dad-10730	161	14	state	state	NOUN
dad-10730	161	15	tracking	tracking	NOUN
dad-10730	161	16	by	by	ADP
dad-10730	161	17	suppressing	suppress	VERB
dad-10730	161	18	the	the	DET
dad-10730	161	19	nlu	nlu	PROPN
dad-10730	161	20	task	task	NOUN
dad-10730	161	21	.	.	PUNCT
dad-10730	162	1	in	in	ADP
dad-10730	162	2	fact	fact	NOUN
dad-10730	162	3	,	,	PUNCT
dad-10730	162	4	nlu	nlu	NOUN
dad-10730	162	5	is	be	AUX
dad-10730	162	6	mainly	mainly	ADV
dad-10730	162	7	formalized	formalize	VERB
dad-10730	162	8	in	in	ADP
dad-10730	162	9	current	current	ADJ
dad-10730	162	10	approaches	approach	NOUN
dad-10730	162	11	as	as	ADP
dad-10730	162	12	a	a	DET
dad-10730	162	13	supervised	supervised	ADJ
dad-10730	162	14	learning	learning	NOUN
dad-10730	162	15	approach	approach	NOUN
dad-10730	162	16	.	.	PUNCT
dad-10730	163	1	the	the	DET
dad-10730	163	2	task	task	NOUN
dad-10730	163	3	of	of	ADP
dad-10730	163	4	the	the	DET
dad-10730	163	5	dialog	dialog	NOUN
dad-10730	163	6	state	state	NOUN
dad-10730	163	7	tracker	tracker	NOUN
dad-10730	163	8	is	be	AUX
dad-10730	163	9	to	to	PART
dad-10730	163	10	generate	generate	VERB
dad-10730	163	11	a	a	DET
dad-10730	163	12	set	set	NOUN
dad-10730	163	13	of	of	ADP
dad-10730	163	14	possible	possible	ADJ
dad-10730	163	15	states	state	NOUN
dad-10730	163	16	and	and	CCONJ
dad-10730	163	17	their	their	PRON
dad-10730	163	18	confidence	confidence	NOUN
dad-10730	163	19	scores	score	NOUN
dad-10730	163	20	for	for	ADP
dad-10730	163	21	each	each	DET
dad-10730	163	22	slot	slot	NOUN
dad-10730	163	23	,	,	PUNCT
dad-10730	163	24	with	with	ADP
dad-10730	163	25	the	the	DET
dad-10730	163	26	confidence	confidence	NOUN
dad-10730	163	27	score	score	NOUN
dad-10730	163	28	corresponding	correspond	VERB
dad-10730	163	29	to	to	ADP
dad-10730	163	30	the	the	DET
dad-10730	163	31	posterior	posterior	ADJ
dad-10730	163	32	probability	probability	NOUN
dad-10730	163	33	of	of	ADP
dad-10730	163	34	each	each	DET
dad-10730	163	35	variable	variable	ADJ
dad-10730	163	36	state	state	NOUN
dad-10730	163	37	w.r.t	w.r.t	VERB
dad-10730	163	38	the	the	DET
dad-10730	163	39	current	current	ADJ
dad-10730	163	40	estimation	estimation	NOUN
dad-10730	163	41	of	of	ADP
dad-10730	163	42	the	the	DET
dad-10730	163	43	state	state	NOUN
dad-10730	163	44	and	and	CCONJ
dad-10730	163	45	the	the	DET
dad-10730	163	46	current	current	ADJ
dad-10730	163	47	evidence	evidence	NOUN
dad-10730	163	48	.	.	PUNCT
dad-10730	164	1	finally	finally	ADV
dad-10730	164	2	,	,	PUNCT
dad-10730	164	3	the	the	DET
dad-10730	164	4	dialog	dialog	NOUN
dad-10730	164	5	state	state	PROPN
dad-10730	164	6	tracker	tracker	PROPN
dad-10730	164	7	also	also	ADV
dad-10730	164	8	maintains	maintain	VERB
dad-10730	164	9	a	a	DET
dad-10730	164	10	special	special	ADJ
dad-10730	164	11	variable	variable	ADJ
dad-10730	164	12	state	state	NOUN
dad-10730	164	13	,	,	PUNCT
dad-10730	164	14	called	call	VERB
dad-10730	164	15	none	none	NOUN
dad-10730	164	16	,	,	PUNCT
dad-10730	164	17	which	which	PRON
dad-10730	164	18	represents	represent	VERB
dad-10730	164	19	that	that	SCONJ
dad-10730	164	20	a	a	DET
dad-10730	164	21	given	give	VERB
dad-10730	164	22	variable	variable	NOUN
dad-10730	164	23	composing	compose	VERB
dad-10730	164	24	the	the	DET
dad-10730	164	25	state	state	NOUN
dad-10730	164	26	has	have	AUX
dad-10730	164	27	not	not	PART
dad-10730	164	28	been	be	AUX
dad-10730	164	29	observed	observe	VERB
dad-10730	164	30	yet	yet	ADV
dad-10730	164	31	.	.	PUNCT
dad-10730	165	1	for	for	ADP
dad-10730	165	2	the	the	DET
dad-10730	165	3	rest	rest	NOUN
dad-10730	165	4	of	of	ADP
dad-10730	165	5	this	this	DET
dad-10730	165	6	section	section	NOUN
dad-10730	165	7	,	,	PUNCT
dad-10730	165	8	we	we	PRON
dad-10730	165	9	present	present	VERB
dad-10730	165	10	experimental	experimental	ADJ
dad-10730	165	11	results	result	NOUN
dad-10730	165	12	of	of	ADP
dad-10730	165	13	state	state	NOUN
dad-10730	165	14	tracking	tracking	NOUN
dad-10730	165	15	obtained	obtain	VERB
dad-10730	165	16	in	in	ADP
dad-10730	165	17	this	this	DET
dad-10730	165	18	dataset	dataset	NOUN
dad-10730	165	19	and	and	CCONJ
dad-10730	165	20	we	we	PRON
dad-10730	165	21	compare	compare	VERB
dad-10730	165	22	with	with	ADP
dad-10730	165	23	state	state	NOUN
dad-10730	165	24	of	of	ADP
dad-10730	165	25	the	the	DET
dad-10730	165	26	art	art	NOUN
dad-10730	165	27	generative	generative	NOUN
dad-10730	165	28	and	and	CCONJ
dad-10730	165	29	discriminative	discriminative	NOUN
dad-10730	165	30	approaches	approach	NOUN
dad-10730	165	31	.	.	PUNCT
dad-10730	166	1	4.2	4.2	NUM
dad-10730	166	2	experimental	experimental	ADJ
dad-10730	166	3	results	result	NOUN
dad-10730	166	4	as	as	ADP
dad-10730	166	5	a	a	DET
dad-10730	166	6	comparison	comparison	NOUN
dad-10730	166	7	to	to	ADP
dad-10730	166	8	the	the	DET
dad-10730	166	9	state	state	NOUN
dad-10730	166	10	of	of	ADP
dad-10730	166	11	the	the	DET
dad-10730	166	12	art	art	NOUN
dad-10730	166	13	methods	method	NOUN
dad-10730	166	14	,	,	PUNCT
dad-10730	166	15	table	table	NOUN
dad-10730	166	16	1	1	NUM
dad-10730	166	17	presents	present	NOUN
dad-10730	166	18	accuracy	accuracy	NOUN
dad-10730	166	19	results	result	NOUN
dad-10730	166	20	of	of	ADP
dad-10730	166	21	the	the	DET
dad-10730	166	22	best	good	ADJ
dad-10730	166	23	collective	collective	ADJ
dad-10730	166	24	matrix	matrix	NOUN
dad-10730	166	25	factorization	factorization	NOUN
dad-10730	166	26	model	model	NOUN
dad-10730	166	27	,	,	PUNCT
dad-10730	166	28	with	with	ADP
dad-10730	166	29	a	a	DET
dad-10730	166	30	latent	latent	ADJ
dad-10730	166	31	space	space	NOUN
dad-10730	166	32	dimension	dimension	NOUN
dad-10730	166	33	of	of	ADP
dad-10730	166	34	350	350	NUM
dad-10730	166	35	,	,	PUNCT
dad-10730	166	36	which	which	PRON
dad-10730	166	37	has	have	AUX
dad-10730	166	38	been	be	AUX
dad-10730	166	39	determined	determine	VERB
dad-10730	166	40	by	by	ADP
dad-10730	166	41	cross	cross	NOUN
dad-10730	166	42	-	-	NOUN
dad-10730	166	43	validation	validation	NOUN
dad-10730	166	44	on	on	ADP
dad-10730	166	45	a	a	DET
dad-10730	166	46	development	development	NOUN
dad-10730	166	47	set	set	NOUN
dad-10730	166	48	,	,	PUNCT
dad-10730	166	49	where	where	SCONJ
dad-10730	166	50	the	the	DET
dad-10730	166	51	value	value	NOUN
dad-10730	166	52	of	of	ADP
dad-10730	166	53	each	each	DET
dad-10730	166	54	slot	slot	NOUN
dad-10730	166	55	is	be	AUX
dad-10730	166	56	instantiated	instantiate	VERB
dad-10730	166	57	as	as	SCONJ
dad-10730	166	58	the	the	DET
dad-10730	166	59	most	most	ADV
dad-10730	166	60	probable	probable	ADJ
dad-10730	166	61	w.r.t	w.r.t	VERB
dad-10730	166	62	the	the	DET
dad-10730	166	63	inference	inference	NOUN
dad-10730	166	64	procedure	procedure	NOUN
dad-10730	166	65	presented	present	VERB
dad-10730	166	66	in	in	ADP
dad-10730	166	67	section	section	NOUN
dad-10730	166	68	3	3	NUM
dad-10730	166	69	.	.	PUNCT
dad-10730	167	1	in	in	ADP
dad-10730	167	2	our	our	PRON
dad-10730	167	3	experiments	experiment	NOUN
dad-10730	167	4	,	,	PUNCT
dad-10730	167	5	the	the	DET
dad-10730	167	6	variance	variance	NOUN
dad-10730	167	7	is	be	AUX
dad-10730	167	8	estimated	estimate	VERB
dad-10730	167	9	using	use	VERB
dad-10730	167	10	standard	standard	ADJ
dad-10730	167	11	dataset	dataset	ADJ
dad-10730	167	12	reshuffling	reshuffling	NOUN
dad-10730	167	13	.	.	PUNCT
dad-10730	168	1	the	the	DET
dad-10730	168	2	same	same	ADJ
dad-10730	168	3	results	result	NOUN
dad-10730	168	4	are	be	AUX
dad-10730	168	5	obtained	obtain	VERB
dad-10730	168	6	for	for	ADP
dad-10730	168	7	several	several	ADJ
dad-10730	168	8	state	state	NOUN
dad-10730	168	9	of	of	ADP
dad-10730	168	10	the	the	DET
dad-10730	168	11	art	art	NOUN
dad-10730	168	12	methods	method	NOUN
dad-10730	168	13	of	of	ADP
dad-10730	168	14	generative	generative	NOUN
dad-10730	168	15	and	and	CCONJ
dad-10730	168	16	discriminative	discriminative	VERB
dad-10730	168	17	state	state	NOUN
dad-10730	168	18	tracking	tracking	NOUN
dad-10730	168	19	on	on	ADP
dad-10730	168	20	this	this	DET
dad-10730	168	21	dataset	dataset	NOUN
dad-10730	168	22	using	use	VERB
dad-10730	168	23	the	the	DET
dad-10730	168	24	publicly	publicly	ADV
dad-10730	168	25	available	available	ADJ
dad-10730	168	26	results	result	NOUN
dad-10730	168	27	as	as	SCONJ
dad-10730	168	28	reported	report	VERB
dad-10730	168	29	in	in	ADP
dad-10730	168	30	sun	sun	PROPN
dad-10730	168	31	et	et	PROPN
dad-10730	168	32	al	al	PROPN
dad-10730	168	33	.	.	PROPN
dad-10730	169	1	(	(	PUNCT
dad-10730	169	2	2014	2014	NUM
dad-10730	169	3	)	)	PUNCT
dad-10730	169	4	.	.	PUNCT
dad-10730	170	1	more	more	ADV
dad-10730	170	2	precisely	precisely	ADV
dad-10730	170	3	,	,	PUNCT
dad-10730	170	4	as	as	SCONJ
dad-10730	170	5	provided	provide	VERB
dad-10730	170	6	by	by	ADP
dad-10730	170	7	the	the	DET
dad-10730	170	8	state	state	NOUN
dad-10730	170	9	-	-	PUNCT
dad-10730	170	10	of	of	ADP
dad-10730	170	11	-	-	PUNCT
dad-10730	170	12	the	the	DET
dad-10730	170	13	-	-	PUNCT
dad-10730	170	14	art	art	NOUN
dad-10730	170	15	approaches	approach	NOUN
dad-10730	170	16	,	,	PUNCT
dad-10730	170	17	the	the	DET
dad-10730	170	18	accuracy	accuracy	NOUN
dad-10730	170	19	scores	score	NOUN
dad-10730	170	20	computes	compute	VERB
dad-10730	170	21	p(s∗t+1|st	p(s∗t+1|st	PROPN
dad-10730	170	22	,	,	PUNCT
dad-10730	170	23	zt	zt	PROPN
dad-10730	170	24	)	)	PUNCT
dad-10730	170	25	commonly	commonly	ADV
dad-10730	170	26	name	name	VERB
dad-10730	170	27	the	the	DET
dad-10730	170	28	joint	joint	ADJ
dad-10730	170	29	goal	goal	NOUN
dad-10730	170	30	.	.	PUNCT
dad-10730	171	1	our	our	PRON
dad-10730	171	2	proposition	proposition	NOUN
dad-10730	171	3	is	be	AUX
dad-10730	171	4	compared	compare	VERB
dad-10730	171	5	to	to	ADP
dad-10730	171	6	the	the	DET
dad-10730	171	7	4	4	NUM
dad-10730	171	8	baseline	baseline	NOUN
dad-10730	171	9	trackers	tracker	NOUN
dad-10730	171	10	provided	provide	VERB
dad-10730	171	11	by	by	ADP
dad-10730	171	12	the	the	DET
dad-10730	171	13	dstc	dstc	NOUN
dad-10730	171	14	organisers	organiser	NOUN
dad-10730	171	15	.	.	PUNCT
dad-10730	172	1	they	they	PRON
dad-10730	172	2	are	be	AUX
dad-10730	172	3	the	the	DET
dad-10730	172	4	baseline	baseline	PROPN
dad-10730	172	5	tracker	tracker	PROPN
dad-10730	172	6	(	(	PUNCT
dad-10730	172	7	baseline	baseline	PROPN
dad-10730	172	8	)	)	PUNCT
dad-10730	172	9	,	,	PUNCT
dad-10730	172	10	the	the	DET
dad-10730	172	11	focus	focus	NOUN
dad-10730	172	12	tracker	tracker	NOUN
dad-10730	172	13	(	(	PUNCT
dad-10730	172	14	focus	focus	NOUN
dad-10730	172	15	)	)	PUNCT
dad-10730	172	16	,	,	PUNCT
dad-10730	172	17	the	the	DET
dad-10730	172	18	hwu	hwu	PROPN
dad-10730	172	19	tracker	tracker	NOUN
dad-10730	172	20	(	(	PUNCT
dad-10730	172	21	hwu	hwu	PROPN
dad-10730	172	22	)	)	PUNCT
dad-10730	172	23	and	and	CCONJ
dad-10730	172	24	the	the	DET
dad-10730	172	25	hwu	hwu	PROPN
dad-10730	172	26	tracker	tracker	NOUN
dad-10730	172	27	with	with	ADP
dad-10730	172	28	original	original	ADJ
dad-10730	172	29	flag	flag	NOUN
dad-10730	172	30	set	set	VERB
dad-10730	172	31	to	to	ADP
dad-10730	172	32	(	(	PUNCT
dad-10730	172	33	hwu+	hwu+	ADJ
dad-10730	172	34	)	)	PUNCT
dad-10730	172	35	respectively	respectively	ADV
dad-10730	172	36	.	.	PUNCT
dad-10730	173	1	then	then	ADV
dad-10730	173	2	a	a	DET
dad-10730	173	3	comparison	comparison	NOUN
dad-10730	173	4	to	to	ADP
dad-10730	173	5	a	a	DET
dad-10730	173	6	maximum	maximum	ADJ
dad-10730	173	7	entropy	entropy	NOUN
dad-10730	173	8	(	(	PUNCT
dad-10730	173	9	maxent	maxent	NOUN
dad-10730	173	10	)	)	PUNCT
dad-10730	173	11	proposed	propose	VERB
dad-10730	173	12	in	in	ADP
dad-10730	173	13	lee	lee	PROPN
dad-10730	173	14	and	and	CCONJ
dad-10730	173	15	eskenazi	eskenazi	PROPN
dad-10730	173	16	(	(	PUNCT
dad-10730	173	17	2013	2013	NUM
dad-10730	173	18	)	)	PUNCT
dad-10730	173	19	type	type	NOUN
dad-10730	173	20	of	of	ADP
dad-10730	173	21	discriminative	discriminative	NOUN
dad-10730	173	22	model	model	NOUN
dad-10730	173	23	and	and	CCONJ
dad-10730	173	24	finally	finally	ADV
dad-10730	173	25	a	a	DET
dad-10730	173	26	deep	deep	ADJ
dad-10730	173	27	neural	neural	ADJ
dad-10730	173	28	network	network	NOUN
dad-10730	173	29	(	(	PUNCT
dad-10730	173	30	dnn	dnn	PROPN
dad-10730	173	31	)	)	PUNCT
dad-10730	173	32	architecture	architecture	NOUN
dad-10730	173	33	proposed	propose	VERB
dad-10730	173	34	in	in	ADP
dad-10730	173	35	sun	sun	NOUN
dad-10730	173	36	(	(	PUNCT
dad-10730	173	37	2014	2014	NUM
dad-10730	173	38	)	)	PUNCT
dad-10730	173	39	as	as	SCONJ
dad-10730	173	40	reported	report	VERB
dad-10730	173	41	also	also	ADV
dad-10730	173	42	in	in	ADP
dad-10730	173	43	sun	sun	PROPN
dad-10730	173	44	et	et	PROPN
dad-10730	173	45	al	al	PROPN
dad-10730	173	46	.	.	PROPN
dad-10730	174	1	(	(	PUNCT
dad-10730	174	2	2014	2014	NUM
dad-10730	174	3	)	)	PUNCT
dad-10730	174	4	is	be	AUX
dad-10730	174	5	presented	present	VERB
dad-10730	174	6	.	.	PUNCT
dad-10730	175	1	5	5	X
dad-10730	175	2	.	.	X
dad-10730	175	3	related	relate	VERB
dad-10730	175	4	work	work	NOUN
dad-10730	175	5	as	as	SCONJ
dad-10730	175	6	depicted	depict	VERB
dad-10730	175	7	in	in	ADP
dad-10730	175	8	section	section	NOUN
dad-10730	175	9	2	2	NUM
dad-10730	175	10	,	,	PUNCT
dad-10730	175	11	the	the	DET
dad-10730	175	12	litterature	litterature	NOUN
dad-10730	175	13	of	of	ADP
dad-10730	175	14	the	the	DET
dad-10730	175	15	domain	domain	NOUN
dad-10730	175	16	can	can	AUX
dad-10730	175	17	mainly	mainly	ADV
dad-10730	175	18	decomposed	decompose	VERB
dad-10730	175	19	into	into	ADP
dad-10730	175	20	three	three	NUM
dad-10730	175	21	family	family	NOUN
dad-10730	175	22	of	of	ADP
dad-10730	175	23	approaches	approach	NOUN
dad-10730	175	24	,	,	PUNCT
dad-10730	175	25	rule	rule	NOUN
dad-10730	175	26	-	-	PUNCT
dad-10730	175	27	based	base	VERB
dad-10730	175	28	,	,	PUNCT
dad-10730	175	29	generative	generative	NOUN
dad-10730	175	30	and	and	CCONJ
dad-10730	175	31	discriminative	discriminative	NOUN
dad-10730	175	32	.	.	PUNCT
dad-10730	176	1	in	in	ADP
dad-10730	176	2	previous	previous	ADJ
dad-10730	176	3	works	work	NOUN
dad-10730	176	4	on	on	ADP
dad-10730	176	5	this	this	DET
dad-10730	176	6	topics	topic	NOUN
dad-10730	176	7	,	,	PUNCT
dad-10730	176	8	williams	williams	PROPN
dad-10730	176	9	(	(	PUNCT
dad-10730	176	10	2007	2007	NUM
dad-10730	176	11	)	)	PUNCT
dad-10730	176	12	formally	formally	ADV
dad-10730	176	13	used	use	VERB
dad-10730	176	14	particle	particle	NOUN
dad-10730	176	15	filters	filter	NOUN
dad-10730	176	16	to	to	PART
dad-10730	176	17	perform	perform	VERB
dad-10730	176	18	inference	inference	NOUN
dad-10730	176	19	in	in	ADP
dad-10730	176	20	a	a	DET
dad-10730	176	21	bayesian	bayesian	NOUN
dad-10730	176	22	network	network	NOUN
dad-10730	176	23	modeling	modeling	NOUN
dad-10730	176	24	of	of	ADP
dad-10730	176	25	the	the	DET
dad-10730	176	26	dialog	dialog	NOUN
dad-10730	176	27	state	state	NOUN
dad-10730	176	28	,	,	PUNCT
dad-10730	176	29	williams	williams	PROPN
dad-10730	176	30	(	(	PUNCT
dad-10730	176	31	2008	2008	NUM
dad-10730	176	32	)	)	PUNCT
dad-10730	176	33	presented	present	VERB
dad-10730	176	34	a	a	DET
dad-10730	176	35	generative	generative	ADJ
dad-10730	176	36	tracker	tracker	NOUN
dad-10730	176	37	and	and	CCONJ
dad-10730	176	38	showed	show	VERB
dad-10730	176	39	how	how	SCONJ
dad-10730	176	40	to	to	PART
dad-10730	176	41	train	train	VERB
dad-10730	176	42	an	an	DET
dad-10730	176	43	observation	observation	NOUN
dad-10730	176	44	model	model	NOUN
dad-10730	176	45	from	from	ADP
dad-10730	176	46	transcribed	transcribe	VERB
dad-10730	176	47	data	data	PROPN
dad-10730	176	48	,	,	PUNCT
dad-10730	176	49	williams	williams	PROPN
dad-10730	176	50	(	(	PUNCT
dad-10730	176	51	2010	2010	NUM
dad-10730	176	52	)	)	PUNCT
dad-10730	176	53	grouped	group	VERB
dad-10730	176	54	indistinguishable	indistinguishable	ADJ
dad-10730	176	55	dialog	dialog	NOUN
dad-10730	176	56	states	state	NOUN
dad-10730	176	57	into	into	ADP
dad-10730	176	58	partitions	partition	NOUN
dad-10730	176	59	and	and	CCONJ
dad-10730	176	60	consequently	consequently	ADV
dad-10730	176	61	performed	perform	VERB
dad-10730	176	62	dialog	dialog	NOUN
dad-10730	176	63	state	state	NOUN
dad-10730	176	64	tracking	tracking	NOUN
dad-10730	176	65	on	on	ADP
dad-10730	176	66	these	these	DET
dad-10730	176	67	partitions	partition	NOUN
dad-10730	176	68	instead	instead	ADV
dad-10730	176	69	of	of	ADP
dad-10730	176	70	the	the	DET
dad-10730	176	71	individual	individual	ADJ
dad-10730	176	72	states	state	NOUN
dad-10730	176	73	,	,	PUNCT
dad-10730	176	74	thomson	thomson	NOUN
dad-10730	176	75	and	and	CCONJ
dad-10730	176	76	young	young	ADJ
dad-10730	176	77	(	(	PUNCT
dad-10730	176	78	2010	2010	NUM
dad-10730	176	79	)	)	PUNCT
dad-10730	176	80	used	use	VERB
dad-10730	176	81	a	a	DET
dad-10730	176	82	dynamic	dynamic	ADJ
dad-10730	176	83	bayesian	bayesian	NOUN
dad-10730	176	84	network	network	NOUN
dad-10730	176	85	to	to	PART
dad-10730	176	86	represent	represent	VERB
dad-10730	176	87	the	the	DET
dad-10730	176	88	dialog	dialog	NOUN
dad-10730	176	89	model	model	NOUN
dad-10730	176	90	in	in	ADP
dad-10730	176	91	an	an	DET
dad-10730	176	92	approximate	approximate	ADJ
dad-10730	176	93	form	form	NOUN
dad-10730	176	94	.	.	PUNCT
dad-10730	177	1	so	so	ADV
dad-10730	177	2	,	,	PUNCT
dad-10730	177	3	most	most	ADJ
dad-10730	177	4	attention	attention	NOUN
dad-10730	177	5	in	in	ADP
dad-10730	177	6	the	the	DET
dad-10730	177	7	dialog	dialog	NOUN
dad-10730	177	8	state	state	NOUN
dad-10730	177	9	belief	belief	NOUN
dad-10730	177	10	tracking	track	VERB
dad-10730	177	11	literature	literature	NOUN
dad-10730	177	12	has	have	AUX
dad-10730	177	13	been	be	AUX
dad-10730	177	14	given	give	VERB
dad-10730	177	15	to	to	ADP
dad-10730	177	16	generative	generative	ADJ
dad-10730	177	17	bayesian	bayesian	NOUN
dad-10730	177	18	network	network	NOUN
dad-10730	177	19	models	model	NOUN
dad-10730	177	20	until	until	ADP
dad-10730	177	21	recently	recently	ADV
dad-10730	177	22	as	as	SCONJ
dad-10730	177	23	proposed	propose	VERB
dad-10730	177	24	in	in	ADP
dad-10730	177	25	paek	paek	PROPN
dad-10730	177	26	and	and	CCONJ
dad-10730	177	27	horvitz	horvitz	PROPN
dad-10730	177	28	(	(	PUNCT
dad-10730	177	29	2000	2000	NUM
dad-10730	177	30	)	)	PUNCT
dad-10730	177	31	and	and	CCONJ
dad-10730	177	32	thomson	thomson	NOUN
dad-10730	177	33	and	and	CCONJ
dad-10730	177	34	young	young	ADJ
dad-10730	177	35	(	(	PUNCT
dad-10730	177	36	2010	2010	NUM
dad-10730	177	37	)	)	PUNCT
dad-10730	177	38	.	.	PUNCT
dad-10730	178	1	on	on	ADP
dad-10730	178	2	the	the	DET
dad-10730	178	3	other	other	ADJ
dad-10730	178	4	hand	hand	NOUN
dad-10730	178	5	,	,	PUNCT
dad-10730	178	6	the	the	DET
dad-10730	178	7	successful	successful	ADJ
dad-10730	178	8	use	use	NOUN
dad-10730	178	9	of	of	ADP
dad-10730	178	10	discriminative	discriminative	NOUN
dad-10730	178	11	models	model	NOUN
dad-10730	178	12	for	for	ADP
dad-10730	178	13	belief	belief	NOUN
dad-10730	178	14	tracking	tracking	NOUN
dad-10730	178	15	has	have	AUX
dad-10730	178	16	recently	recently	ADV
dad-10730	178	17	been	be	AUX
dad-10730	178	18	reported	report	VERB
dad-10730	178	19	by	by	ADP
dad-10730	178	20	williams	williams	PROPN
dad-10730	178	21	(	(	PUNCT
dad-10730	178	22	2012	2012	NUM
dad-10730	178	23	)	)	PUNCT
dad-10730	178	24	and	and	CCONJ
dad-10730	178	25	henderson	henderson	PROPN
dad-10730	178	26	et	et	PROPN
dad-10730	178	27	al	al	PROPN
dad-10730	178	28	.	.	PROPN
dad-10730	179	1	(	(	PUNCT
dad-10730	179	2	2013	2013	NUM
dad-10730	179	3	)	)	PUNCT
dad-10730	180	1	and	and	CCONJ
dad-10730	180	2	was	be	AUX
dad-10730	180	3	a	a	DET
dad-10730	180	4	major	major	ADJ
dad-10730	180	5	theme	theme	NOUN
dad-10730	180	6	in	in	ADP
dad-10730	180	7	the	the	DET
dad-10730	180	8	results	result	NOUN
dad-10730	180	9	of	of	ADP
dad-10730	180	10	the	the	DET
dad-10730	180	11	recent	recent	ADJ
dad-10730	180	12	edition	edition	NOUN
dad-10730	180	13	of	of	ADP
dad-10730	180	14	the	the	DET
dad-10730	180	15	dialog	dialog	NOUN
dad-10730	180	16	state	state	NOUN
dad-10730	180	17	tracking	tracking	NOUN
dad-10730	180	18	challenge	challenge	NOUN
dad-10730	180	19	.	.	PUNCT
dad-10730	181	1	in	in	ADP
dad-10730	181	2	this	this	DET
dad-10730	181	3	paper	paper	NOUN
dad-10730	181	4	,	,	PUNCT
dad-10730	181	5	a	a	DET
dad-10730	181	6	latent	latent	NOUN
dad-10730	181	7	decomposition	decomposition	NOUN
dad-10730	181	8	type	type	NOUN
dad-10730	181	9	of	of	ADP
dad-10730	181	10	approach	approach	NOUN
dad-10730	181	11	is	be	AUX
dad-10730	181	12	proposed	propose	VERB
dad-10730	181	13	in	in	ADP
dad-10730	181	14	order	order	NOUN
dad-10730	181	15	to	to	PART
dad-10730	181	16	address	address	VERB
dad-10730	181	17	this	this	DET
dad-10730	181	18	general	general	ADJ
dad-10730	181	19	problem	problem	NOUN
dad-10730	181	20	of	of	ADP
dad-10730	181	21	dialog	dialog	NOUN
dad-10730	181	22	system	system	NOUN
dad-10730	181	23	.	.	PUNCT
dad-10730	182	1	our	our	PRON
dad-10730	182	2	method	method	NOUN
dad-10730	182	3	gives	gives	AUX
dad-10730	182	4	encouraging	encourage	VERB
dad-10730	182	5	results	result	NOUN
dad-10730	182	6	in	in	ADP
dad-10730	182	7	comparison	comparison	NOUN
dad-10730	182	8	to	to	ADP
dad-10730	182	9	the	the	DET
dad-10730	182	10	state	state	NOUN
dad-10730	182	11	of	of	ADP
dad-10730	182	12	the	the	DET
dad-10730	182	13	art	art	NOUN
dad-10730	182	14	dataset	dataset	NOUN
dad-10730	182	15	and	and	CCONJ
dad-10730	182	16	also	also	ADV
dad-10730	182	17	does	do	AUX
dad-10730	182	18	not	not	PART
dad-10730	182	19	required	require	VERB
dad-10730	182	20	complex	complex	ADJ
dad-10730	182	21	inference	inference	NOUN
dad-10730	182	22	at	at	ADP
dad-10730	182	23	test	test	NOUN
dad-10730	182	24	time	time	NOUN
dad-10730	182	25	because	because	SCONJ
dad-10730	182	26	,	,	PUNCT
dad-10730	182	27	as	as	SCONJ
dad-10730	182	28	detailed	detailed	ADJ
dad-10730	182	29	in	in	ADP
dad-10730	182	30	section	section	NOUN
dad-10730	182	31	3	3	NUM
dad-10730	182	32	,	,	PUNCT
dad-10730	182	33	the	the	DET
dad-10730	182	34	tracking	tracking	NOUN
dad-10730	182	35	algorithm	algorithm	NOUN
dad-10730	182	36	hold	hold	VERB
dad-10730	182	37	a	a	DET
dad-10730	182	38	linear	linear	ADJ
dad-10730	182	39	complexity	complexity	NOUN
dad-10730	182	40	w.r.t	w.r.t	VERB
dad-10730	182	41	the	the	DET
dad-10730	182	42	sum	sum	NOUN
dad-10730	182	43	of	of	ADP
dad-10730	182	44	realization	realization	NOUN
dad-10730	182	45	of	of	ADP
dad-10730	182	46	each	each	DET
dad-10730	182	47	considered	consider	VERB
dad-10730	182	48	variables	variable	NOUN
dad-10730	182	49	defining	define	VERB
dad-10730	182	50	the	the	DET
dad-10730	182	51	state	state	NOUN
dad-10730	182	52	to	to	PART
dad-10730	182	53	track	track	VERB
dad-10730	182	54	which	which	PRON
dad-10730	182	55	is	be	AUX
dad-10730	182	56	what	what	PRON
dad-10730	182	57	we	we	PRON
dad-10730	182	58	believe	believe	VERB
dad-10730	182	59	is	be	AUX
dad-10730	182	60	one	one	NUM
dad-10730	182	61	of	of	ADP
dad-10730	182	62	the	the	DET
dad-10730	182	63	main	main	ADJ
dad-10730	182	64	advantage	advantage	NOUN
dad-10730	182	65	of	of	ADP
dad-10730	182	66	this	this	DET
dad-10730	182	67	method	method	NOUN
dad-10730	182	68	.	.	PUNCT
dad-10730	183	1	secondly	secondly	ADV
dad-10730	183	2	collective	collective	ADJ
dad-10730	183	3	matrix	matrix	NOUN
dad-10730	183	4	factorization	factorization	NOUN
dad-10730	183	5	paradigm	paradigm	NOUN
dad-10730	183	6	also	also	ADV
dad-10730	183	7	for	for	ADP
dad-10730	183	8	data	data	NOUN
dad-10730	183	9	fusion	fusion	NOUN
dad-10730	183	10	and	and	CCONJ
dad-10730	183	11	bias	bias	NOUN
dad-10730	183	12	by	by	ADP
dad-10730	183	13	data	datum	NOUN
dad-10730	183	14	type	type	NOUN
dad-10730	183	15	of	of	ADP
dad-10730	183	16	modeling	modeling	NOUN
dad-10730	183	17	as	as	SCONJ
dad-10730	183	18	successfully	successfully	ADV
dad-10730	183	19	performed	perform	VERB
dad-10730	183	20	in	in	ADP
dad-10730	183	21	matrix	matrix	NOUN
dad-10730	183	22	factorization	factorization	NOUN
dad-10730	183	23	based	base	VERB
dad-10730	183	24	recommender	recommender	NOUN
dad-10730	183	25	systems	system	NOUN
dad-10730	183	26	koren	koren	PROPN
dad-10730	183	27	et	et	PROPN
dad-10730	183	28	al	al	PROPN
dad-10730	183	29	.	.	PROPN
dad-10730	184	1	(	(	PUNCT
dad-10730	184	2	2009	2009	NUM
dad-10730	184	3	)	)	PUNCT
dad-10730	184	4	.	.	PUNCT
dad-10730	185	1	6	6	X
dad-10730	185	2	.	.	X
dad-10730	185	3	conclusion	conclusion	NOUN
dad-10730	185	4	in	in	ADP
dad-10730	185	5	this	this	DET
dad-10730	185	6	paper	paper	NOUN
dad-10730	185	7	,	,	PUNCT
dad-10730	185	8	a	a	DET
dad-10730	185	9	methodology	methodology	NOUN
dad-10730	185	10	and	and	CCONJ
dad-10730	185	11	algorithm	algorithm	NOUN
dad-10730	185	12	for	for	ADP
dad-10730	185	13	efficient	efficient	ADJ
dad-10730	185	14	state	state	NOUN
dad-10730	185	15	tracking	tracking	NOUN
dad-10730	185	16	in	in	ADP
dad-10730	185	17	the	the	DET
dad-10730	185	18	context	context	NOUN
dad-10730	185	19	of	of	ADP
dad-10730	185	20	slot	slot	NOUN
dad-10730	185	21	-	-	PUNCT
dad-10730	185	22	filling	fill	VERB
dad-10730	185	23	dialogs	dialog	NOUN
dad-10730	185	24	has	have	AUX
dad-10730	185	25	been	be	AUX
dad-10730	185	26	presented	present	VERB
dad-10730	185	27	.	.	PUNCT
dad-10730	186	1	the	the	DET
dad-10730	186	2	proposed	propose	VERB
dad-10730	186	3	probabilistic	probabilistic	ADJ
dad-10730	186	4	model	model	NOUN
dad-10730	186	5	and	and	CCONJ
dad-10730	186	6	inference	inference	NOUN
dad-10730	186	7	algorithm	algorithm	NOUN
dad-10730	186	8	allows	allow	VERB
dad-10730	186	9	efficient	efficient	ADJ
dad-10730	186	10	handling	handling	NOUN
dad-10730	186	11	of	of	ADP
dad-10730	186	12	dialog	dialog	NOUN
dad-10730	186	13	management	management	NOUN
dad-10730	186	14	in	in	ADP
dad-10730	186	15	the	the	DET
dad-10730	186	16	context	context	NOUN
dad-10730	186	17	of	of	ADP
dad-10730	186	18	classic	classic	ADJ
dad-10730	186	19	dialog	dialog	NOUN
dad-10730	186	20	schemes	scheme	NOUN
dad-10730	186	21	that	that	PRON
dad-10730	186	22	constitute	constitute	VERB
dad-10730	186	23	a	a	DET
dad-10730	186	24	large	large	ADJ
dad-10730	186	25	part	part	NOUN
dad-10730	186	26	of	of	ADP
dad-10730	186	27	task	task	NOUN
dad-10730	186	28	-	-	PUNCT
dad-10730	186	29	oriented	orient	VERB
dad-10730	186	30	dialog	dialog	NOUN
dad-10730	186	31	tasks	task	NOUN
dad-10730	186	32	.	.	PUNCT
dad-10730	187	1	more	more	ADV
dad-10730	187	2	precisely	precisely	ADV
dad-10730	187	3	,	,	PUNCT
dad-10730	187	4	such	such	DET
dad-10730	187	5	a	a	DET
dad-10730	187	6	system	system	NOUN
dad-10730	187	7	allows	allow	VERB
dad-10730	187	8	efficient	efficient	ADJ
dad-10730	187	9	tracking	tracking	NOUN
dad-10730	187	10	of	of	ADP
dad-10730	187	11	hidden	hidden	ADJ
dad-10730	187	12	variables	variable	NOUN
dad-10730	187	13	defining	define	VERB
dad-10730	187	14	the	the	DET
dad-10730	187	15	user	user	NOUN
dad-10730	187	16	goal	goal	NOUN
dad-10730	187	17	using	use	VERB
dad-10730	187	18	any	any	DET
dad-10730	187	19	kind	kind	NOUN
dad-10730	187	20	of	of	ADP
dad-10730	187	21	available	available	ADJ
dad-10730	187	22	evidence	evidence	NOUN
dad-10730	187	23	,	,	PUNCT
dad-10730	187	24	from	from	ADP
dad-10730	187	25	utterance	utterance	ADJ
dad-10730	187	26	bagof	bagof	NOUN
dad-10730	187	27	-	-	PUNCT
dad-10730	187	28	words	word	NOUN
dad-10730	187	29	to	to	ADP
dad-10730	187	30	the	the	DET
dad-10730	187	31	output	output	NOUN
dad-10730	187	32	of	of	ADP
dad-10730	187	33	a	a	DET
dad-10730	187	34	natural	natural	ADJ
dad-10730	187	35	language	language	NOUN
dad-10730	187	36	understanding	understanding	NOUN
dad-10730	187	37	module	module	NOUN
dad-10730	187	38	.	.	PUNCT
dad-10730	188	1	our	our	PRON
dad-10730	188	2	current	current	ADJ
dad-10730	188	3	investigation	investigation	NOUN
dad-10730	188	4	on	on	ADP
dad-10730	188	5	this	this	DET
dad-10730	188	6	subject	subject	NOUN
dad-10730	188	7	are	be	AUX
dad-10730	188	8	the	the	DET
dad-10730	188	9	beneficiary	beneficiary	NOUN
dad-10730	188	10	of	of	ADP
dad-10730	188	11	distributional	distributional	ADJ
dad-10730	188	12	word	word	NOUN
dad-10730	188	13	representation	representation	NOUN
dad-10730	188	14	as	as	SCONJ
dad-10730	188	15	proposed	propose	VERB
dad-10730	188	16	in	in	ADP
dad-10730	188	17	mikolov	mikolov	PROPN
dad-10730	188	18	et	et	PROPN
dad-10730	188	19	al	al	PROPN
dad-10730	188	20	.	.	PROPN
dad-10730	189	1	(	(	PUNCT
dad-10730	189	2	2013	2013	NUM
dad-10730	189	3	)	)	PUNCT
dad-10730	190	1	to	to	PART
dad-10730	190	2	cope	cope	VERB
dad-10730	190	3	with	with	ADP
dad-10730	190	4	the	the	DET
dad-10730	190	5	question	question	NOUN
dad-10730	190	6	of	of	ADP
dad-10730	190	7	unknown	unknown	ADJ
dad-10730	190	8	words	word	NOUN
dad-10730	190	9	and	and	CCONJ
dad-10730	190	10	unknown	unknown	ADJ
dad-10730	190	11	slots	slot	NOUN
dad-10730	190	12	as	as	SCONJ
dad-10730	190	13	suggested	suggest	VERB
dad-10730	190	14	in	in	ADP
dad-10730	190	15	henderson	henderson	PROPN
dad-10730	190	16	et	et	PROPN
dad-10730	190	17	al	al	PROPN
dad-10730	190	18	.	.	PROPN
dad-10730	191	1	(	(	PUNCT
dad-10730	191	2	2014a	2014a	NUM
dad-10730	191	3	)	)	PUNCT
dad-10730	191	4	.	.	PUNCT
dad-10730	192	1	in	in	ADP
dad-10730	192	2	summary	summary	NOUN
dad-10730	192	3	,	,	PUNCT
dad-10730	192	4	the	the	DET
dad-10730	192	5	proposed	propose	VERB
dad-10730	192	6	approach	approach	NOUN
dad-10730	192	7	differentiates	differentiate	VERB
dad-10730	192	8	itself	itself	PRON
dad-10730	192	9	by	by	ADP
dad-10730	192	10	the	the	DET
dad-10730	192	11	following	follow	VERB
dad-10730	192	12	points	point	NOUN
dad-10730	192	13	from	from	ADP
dad-10730	192	14	the	the	DET
dad-10730	192	15	prior	prior	ADJ
dad-10730	192	16	art	art	NOUN
dad-10730	192	17	:	:	PUNCT
dad-10730	192	18	(	(	PUNCT
dad-10730	192	19	1	1	X
dad-10730	192	20	)	)	PUNCT
dad-10730	192	21	by	by	ADP
dad-10730	192	22	producing	produce	VERB
dad-10730	192	23	a	a	DET
dad-10730	192	24	joint	joint	ADJ
dad-10730	192	25	probability	probability	NOUN
dad-10730	192	26	model	model	NOUN
dad-10730	192	27	of	of	ADP
dad-10730	192	28	the	the	DET
dad-10730	192	29	hidden	hide	VERB
dad-10730	192	30	variable	variable	ADJ
dad-10730	192	31	transition	transition	NOUN
dad-10730	192	32	in	in	ADP
dad-10730	192	33	a	a	DET
dad-10730	192	34	given	give	VERB
dad-10730	192	35	dialog	dialog	NOUN
dad-10730	192	36	state	state	NOUN
dad-10730	192	37	and	and	CCONJ
dad-10730	192	38	the	the	DET
dad-10730	192	39	observations	observation	NOUN
dad-10730	192	40	that	that	PRON
dad-10730	192	41	allow	allow	VERB
dad-10730	192	42	tracking	track	VERB
dad-10730	192	43	the	the	DET
dad-10730	192	44	current	current	ADJ
dad-10730	192	45	beliefs	belief	NOUN
dad-10730	192	46	about	about	ADP
dad-10730	192	47	the	the	DET
dad-10730	192	48	user	user	NOUN
dad-10730	192	49	goals	goal	NOUN
dad-10730	192	50	while	while	SCONJ
dad-10730	192	51	explicitly	explicitly	ADV
dad-10730	192	52	considering	consider	VERB
dad-10730	192	53	potential	potential	ADJ
dad-10730	192	54	interdependencies	interdependency	NOUN
dad-10730	192	55	between	between	ADP
dad-10730	192	56	state	state	NOUN
dad-10730	192	57	variables	variable	NOUN
dad-10730	192	58	(	(	PUNCT
dad-10730	192	59	2	2	NUM
dad-10730	192	60	)	)	PUNCT
dad-10730	192	61	by	by	ADP
dad-10730	192	62	proposing	propose	VERB
dad-10730	192	63	the	the	DET
dad-10730	192	64	necessary	necessary	ADJ
dad-10730	192	65	computational	computational	ADJ
dad-10730	192	66	framework	framework	NOUN
dad-10730	192	67	,	,	PUNCT
dad-10730	192	68	based	base	VERB
dad-10730	192	69	on	on	ADP
dad-10730	192	70	collective	collective	ADJ
dad-10730	192	71	matrix	matrix	NOUN
dad-10730	192	72	factorization	factorization	NOUN
dad-10730	192	73	,	,	PUNCT
dad-10730	192	74	to	to	PART
dad-10730	192	75	efficiently	efficiently	ADV
dad-10730	192	76	infer	infer	VERB
dad-10730	192	77	the	the	DET
dad-10730	192	78	distribution	distribution	NOUN
dad-10730	192	79	over	over	ADP
dad-10730	192	80	the	the	DET
dad-10730	192	81	state	state	NOUN
dad-10730	192	82	variables	variable	NOUN
dad-10730	192	83	in	in	ADP
dad-10730	192	84	order	order	NOUN
dad-10730	192	85	to	to	PART
dad-10730	192	86	derive	derive	VERB
dad-10730	192	87	an	an	DET
dad-10730	192	88	adequate	adequate	ADJ
dad-10730	192	89	dialog	dialog	NOUN
dad-10730	192	90	policy	policy	NOUN
dad-10730	192	91	of	of	ADP
dad-10730	192	92	information	information	NOUN
dad-10730	192	93	seeking	seek	VERB
dad-10730	192	94	in	in	ADP
dad-10730	192	95	this	this	DET
dad-10730	192	96	context	context	NOUN
dad-10730	192	97	.	.	PUNCT
dad-10730	193	1	finally	finally	ADV
dad-10730	193	2	,	,	PUNCT
dad-10730	193	3	while	while	SCONJ
dad-10730	193	4	transactional	transactional	ADJ
dad-10730	193	5	dialog	dialog	NOUN
dad-10730	193	6	tracking	tracking	NOUN
dad-10730	193	7	is	be	AUX
dad-10730	193	8	mainly	mainly	ADV
dad-10730	193	9	useful	useful	ADJ
dad-10730	193	10	in	in	ADP
dad-10730	193	11	the	the	DET
dad-10730	193	12	context	context	NOUN
dad-10730	193	13	of	of	ADP
dad-10730	193	14	autonomous	autonomous	ADJ
dad-10730	193	15	dialog	dialog	NOUN
dad-10730	193	16	management	management	NOUN
dad-10730	193	17	,	,	PUNCT
dad-10730	193	18	the	the	DET
dad-10730	193	19	technology	technology	NOUN
dad-10730	193	20	can	can	AUX
dad-10730	193	21	also	also	ADV
dad-10730	193	22	be	be	AUX
dad-10730	193	23	used	use	VERB
dad-10730	193	24	in	in	ADP
dad-10730	193	25	dialog	dialog	NOUN
dad-10730	193	26	machine	machine	NOUN
dad-10730	193	27	reading	reading	NOUN
dad-10730	193	28	and	and	CCONJ
dad-10730	193	29	knowledge	knowledge	NOUN
dad-10730	193	30	extraction	extraction	NOUN
dad-10730	193	31	from	from	ADP
dad-10730	193	32	human	human	NOUN
dad-10730	193	33	-	-	PUNCT
dad-10730	193	34	to	to	ADP
dad-10730	193	35	-	-	PUNCT
dad-10730	193	36	human	human	ADJ
dad-10730	193	37	dialog	dialog	NOUN
dad-10730	193	38	corpora	corpora	PROPN
dad-10730	193	39	as	as	SCONJ
dad-10730	193	40	proposed	propose	VERB
dad-10730	193	41	in	in	ADP
dad-10730	193	42	the	the	DET
dad-10730	193	43	fourth	fourth	ADJ
dad-10730	193	44	edition	edition	NOUN
dad-10730	193	45	of	of	ADP
dad-10730	193	46	the	the	DET
dad-10730	193	47	dialog	dialog	NOUN
dad-10730	193	48	state	state	NOUN
dad-10730	193	49	tracking	tracking	NOUN
dad-10730	193	50	challenge	challenge	NOUN
dad-10730	193	51	.	.	PUNCT
dad-10730	194	1	references	reference	NOUN
dad-10730	194	2	the	the	DET
dad-10730	194	3	sjtu	sjtu	NOUN
dad-10730	194	4	system	system	NOUN
dad-10730	194	5	for	for	ADP
dad-10730	194	6	dialog	dialog	NOUN
dad-10730	194	7	state	state	NOUN
dad-10730	194	8	tracking	tracking	NOUN
dad-10730	194	9	challenge	challenge	NOUN
dad-10730	194	10	2	2	NUM
dad-10730	194	11	.	.	PUNCT
dad-10730	195	1	in	in	ADP
dad-10730	195	2	proceedings	proceeding	NOUN
dad-10730	195	3	of	of	ADP
dad-10730	195	4	the	the	DET
dad-10730	195	5	15th	15th	ADJ
dad-10730	195	6	annual	annual	ADJ
dad-10730	195	7	meeting	meeting	NOUN
dad-10730	195	8	of	of	ADP
dad-10730	195	9	the	the	DET
dad-10730	195	10	special	special	ADJ
dad-10730	195	11	interest	interest	NOUN
dad-10730	195	12	group	group	NOUN
dad-10730	195	13	on	on	ADP
dad-10730	195	14	discourse	discourse	NOUN
dad-10730	195	15	and	and	CCONJ
dad-10730	195	16	dialogue	dialogue	NOUN
dad-10730	195	17	(	(	PUNCT
dad-10730	195	18	sigdial	sigdial	ADJ
dad-10730	195	19	)	)	PUNCT
dad-10730	195	20	.	.	PUNCT
dad-10730	196	1	association	association	NOUN
dad-10730	196	2	for	for	ADP
dad-10730	196	3	computational	computational	ADJ
dad-10730	196	4	linguistics	linguistic	NOUN
dad-10730	196	5	,	,	PUNCT
dad-10730	196	6	2014	2014	NUM
dad-10730	196	7	.	.	PUNCT
dad-10730	197	1	harry	harry	PROPN
dad-10730	197	2	bunt	bunt	PROPN
dad-10730	197	3	,	,	PUNCT
dad-10730	197	4	jan	jan	PROPN
dad-10730	197	5	alexandersson	alexandersson	PROPN
dad-10730	197	6	,	,	PUNCT
dad-10730	197	7	jean	jean	PROPN
dad-10730	197	8	carletta	carletta	PROPN
dad-10730	197	9	,	,	PUNCT
dad-10730	197	10	jae	jae	PROPN
dad-10730	197	11	-	-	PUNCT
dad-10730	197	12	woong	woong	PROPN
dad-10730	197	13	choe	choe	PROPN
dad-10730	197	14	,	,	PUNCT
dad-10730	197	15	alex	alex	PROPN
dad-10730	197	16	chengyu	chengyu	PROPN
dad-10730	197	17	fang	fang	PROPN
dad-10730	197	18	,	,	PUNCT
dad-10730	197	19	koiti	koiti	PROPN
dad-10730	197	20	hasida	hasida	PROPN
dad-10730	197	21	,	,	PUNCT
dad-10730	197	22	kiyong	kiyong	PROPN
dad-10730	197	23	lee	lee	PROPN
dad-10730	197	24	,	,	PUNCT
dad-10730	197	25	volha	volha	NOUN
dad-10730	197	26	petukhova	petukhova	PROPN
dad-10730	197	27	,	,	PUNCT
dad-10730	197	28	andrei	andrei	PROPN
dad-10730	197	29	popescu	popescu	PROPN
dad-10730	197	30	-	-	PUNCT
dad-10730	197	31	belis	belis	PROPN
dad-10730	197	32	,	,	PUNCT
dad-10730	197	33	laurent	laurent	NOUN
dad-10730	197	34	romary	romary	PROPN
dad-10730	197	35	,	,	PUNCT
dad-10730	197	36	claudia	claudia	PROPN
dad-10730	197	37	soria	soria	PROPN
dad-10730	197	38	,	,	PUNCT
dad-10730	197	39	and	and	CCONJ
dad-10730	197	40	david	david	PROPN
dad-10730	197	41	traum	traum	PROPN
dad-10730	197	42	.	.	PUNCT
dad-10730	198	1	towards	towards	ADP
dad-10730	198	2	an	an	DET
dad-10730	198	3	iso	iso	NOUN
dad-10730	198	4	standard	standard	NOUN
dad-10730	198	5	for	for	ADP
dad-10730	198	6	dialogue	dialogue	NOUN
dad-10730	198	7	act	act	PROPN
dad-10730	198	8	annotation	annotation	NOUN
dad-10730	198	9	.	.	PUNCT
dad-10730	199	1	in	in	ADP
dad-10730	199	2	proceedings	proceeding	NOUN
dad-10730	199	3	of	of	ADP
dad-10730	199	4	the	the	DET
dad-10730	199	5	seventh	seventh	ADJ
dad-10730	199	6	international	international	ADJ
dad-10730	199	7	conference	conference	NOUN
dad-10730	199	8	on	on	ADP
dad-10730	199	9	language	language	NOUN
dad-10730	199	10	resources	resource	NOUN
dad-10730	199	11	and	and	CCONJ
dad-10730	199	12	evaluation	evaluation	NOUN
dad-10730	199	13	(	(	PUNCT
dad-10730	199	14	lrec’10	lrec’10	PROPN
dad-10730	199	15	)	)	PUNCT
dad-10730	199	16	.	.	PUNCT
dad-10730	200	1	european	european	ADJ
dad-10730	200	2	language	language	PROPN
dad-10730	200	3	resources	resource	NOUN
dad-10730	200	4	association	association	NOUN
dad-10730	200	5	(	(	PUNCT
dad-10730	200	6	elra	elra	ADV
dad-10730	200	7	)	)	PUNCT
dad-10730	200	8	,	,	PUNCT
dad-10730	200	9	may	may	AUX
dad-10730	200	10	2010	2010	NUM
dad-10730	200	11	.	.	PUNCT
dad-10730	201	1	rich	rich	ADJ
dad-10730	201	2	caruana	caruana	PROPN
dad-10730	201	3	.	.	PUNCT
dad-10730	202	1	algorithms	algorithm	NOUN
dad-10730	202	2	and	and	CCONJ
dad-10730	202	3	applications	application	NOUN
dad-10730	202	4	for	for	ADP
dad-10730	202	5	multitask	multitask	ADJ
dad-10730	202	6	learning	learning	NOUN
dad-10730	202	7	.	.	PUNCT
dad-10730	203	1	in	in	ADP
dad-10730	203	2	proc	proc	PROPN
dad-10730	203	3	.	.	PUNCT
dad-10730	204	1	13th	13th	ADJ
dad-10730	204	2	international	international	ADJ
dad-10730	204	3	conference	conference	NOUN
dad-10730	204	4	on	on	ADP
dad-10730	204	5	machine	machine	NOUN
dad-10730	204	6	learning	learning	NOUN
dad-10730	204	7	,	,	PUNCT
dad-10730	204	8	pages	page	NOUN
dad-10730	204	9	87–95	87–95	NUM
dad-10730	204	10	.	.	PUNCT
dad-10730	205	1	morgan	morgan	PROPN
dad-10730	205	2	kaufmann	kaufmann	PROPN
dad-10730	205	3	,	,	PUNCT
dad-10730	205	4	1996	1996	NUM
dad-10730	205	5	.	.	PUNCT
dad-10730	206	1	milica	milica	PROPN
dad-10730	206	2	gasic	gasic	PROPN
dad-10730	206	3	and	and	CCONJ
dad-10730	206	4	steve	steve	PROPN
dad-10730	206	5	young	young	PROPN
dad-10730	206	6	.	.	PUNCT
dad-10730	207	1	effective	effective	ADJ
dad-10730	207	2	handling	handling	NOUN
dad-10730	207	3	of	of	ADP
dad-10730	207	4	dialogue	dialogue	NOUN
dad-10730	207	5	state	state	NOUN
dad-10730	207	6	in	in	ADP
dad-10730	207	7	the	the	DET
dad-10730	207	8	hidden	hide	VERB
dad-10730	207	9	information	information	NOUN
dad-10730	207	10	state	state	NOUN
dad-10730	207	11	pomdp	pomdp	NOUN
dad-10730	207	12	-	-	PUNCT
dad-10730	207	13	based	base	VERB
dad-10730	207	14	dialogue	dialogue	NOUN
dad-10730	207	15	manager	manager	NOUN
dad-10730	207	16	.	.	PUNCT
dad-10730	208	1	tslp	tslp	VERB
dad-10730	208	2	,	,	PUNCT
dad-10730	208	3	7(3):4	7(3):4	PROPN
dad-10730	208	4	,	,	PUNCT
dad-10730	208	5	2011	2011	NUM
dad-10730	208	6	.	.	PUNCT
dad-10730	209	1	zoubin	zoubin	PROPN
dad-10730	209	2	ghahramani	ghahramani	PROPN
dad-10730	209	3	and	and	CCONJ
dad-10730	209	4	michael	michael	PROPN
dad-10730	209	5	i.	i.	PROPN
dad-10730	209	6	jordan	jordan	PROPN
dad-10730	209	7	.	.	PUNCT
dad-10730	210	1	factorial	factorial	ADJ
dad-10730	210	2	hidden	hide	VERB
dad-10730	210	3	markov	markov	NOUN
dad-10730	210	4	models	model	NOUN
dad-10730	210	5	.	.	PUNCT
dad-10730	211	1	machine	machine	NOUN
dad-10730	211	2	learning	learning	PROPN
dad-10730	211	3	,	,	PUNCT
dad-10730	211	4	29(2	29(2	PROPN
dad-10730	211	5	-	-	PUNCT
dad-10730	211	6	3):245–273	3):245–273	NUM
dad-10730	211	7	,	,	PUNCT
dad-10730	211	8	1997	1997	NUM
dad-10730	211	9	.	.	PUNCT
dad-10730	212	1	m.	m.	PROPN
dad-10730	212	2	henderson	henderson	PROPN
dad-10730	212	3	,	,	PUNCT
dad-10730	212	4	b.	b.	PROPN
dad-10730	212	5	thomson	thomson	PROPN
dad-10730	212	6	,	,	PUNCT
dad-10730	212	7	and	and	CCONJ
dad-10730	212	8	s.	s.	PROPN
dad-10730	212	9	j.	j.	PROPN
dad-10730	212	10	young	young	PROPN
dad-10730	212	11	.	.	PUNCT
dad-10730	213	1	robust	robust	ADJ
dad-10730	213	2	dialog	dialog	NOUN
dad-10730	213	3	state	state	NOUN
dad-10730	213	4	tracking	tracking	NOUN
dad-10730	213	5	using	use	VERB
dad-10730	213	6	delexicalised	delexicalised	ADJ
dad-10730	213	7	recurrent	recurrent	ADJ
dad-10730	213	8	neural	neural	ADJ
dad-10730	213	9	networks	network	NOUN
dad-10730	213	10	and	and	CCONJ
dad-10730	213	11	unsupervised	unsupervised	ADJ
dad-10730	213	12	adaptation	adaptation	NOUN
dad-10730	213	13	.	.	PUNCT
dad-10730	214	1	in	in	ADP
dad-10730	214	2	proceedings	proceeding	NOUN
dad-10730	214	3	of	of	ADP
dad-10730	214	4	ieee	ieee	NOUN
dad-10730	214	5	spoken	speak	VERB
dad-10730	214	6	language	language	NOUN
dad-10730	214	7	technology	technology	NOUN
dad-10730	214	8	,	,	PUNCT
dad-10730	214	9	2014a	2014a	NUM
dad-10730	214	10	.	.	PUNCT
dad-10730	215	1	matthew	matthew	PROPN
dad-10730	215	2	henderson	henderson	PROPN
dad-10730	215	3	,	,	PUNCT
dad-10730	215	4	blaise	blaise	PROPN
dad-10730	215	5	thomson	thomson	PROPN
dad-10730	215	6	,	,	PUNCT
dad-10730	215	7	and	and	CCONJ
dad-10730	215	8	steve	steve	PROPN
dad-10730	215	9	young	young	PROPN
dad-10730	215	10	.	.	PUNCT
dad-10730	216	1	proceedings	proceeding	NOUN
dad-10730	216	2	of	of	ADP
dad-10730	216	3	the	the	DET
dad-10730	216	4	sigdial	sigdial	ADJ
dad-10730	216	5	2013	2013	NUM
dad-10730	216	6	conference	conference	NOUN
dad-10730	216	7	,	,	PUNCT
dad-10730	216	8	chapter	chapter	NOUN
dad-10730	216	9	deep	deep	ADJ
dad-10730	216	10	neural	neural	ADJ
dad-10730	216	11	network	network	NOUN
dad-10730	216	12	approach	approach	NOUN
dad-10730	216	13	for	for	ADP
dad-10730	216	14	the	the	DET
dad-10730	216	15	dialog	dialog	NOUN
dad-10730	216	16	state	state	NOUN
dad-10730	216	17	tracking	tracking	NOUN
dad-10730	216	18	challenge	challenge	NOUN
dad-10730	216	19	,	,	PUNCT
dad-10730	216	20	pages	page	NOUN
dad-10730	216	21	467–471	467–471	PROPN
dad-10730	216	22	.	.	PUNCT
dad-10730	217	1	association	association	PROPN
dad-10730	217	2	for	for	ADP
dad-10730	217	3	computational	computational	ADJ
dad-10730	217	4	linguistics	linguistic	NOUN
dad-10730	217	5	,	,	PUNCT
dad-10730	217	6	2013	2013	NUM
dad-10730	217	7	.	.	PUNCT
dad-10730	218	1	matthew	matthew	PROPN
dad-10730	218	2	henderson	henderson	PROPN
dad-10730	218	3	,	,	PUNCT
dad-10730	218	4	blaise	blaise	PROPN
dad-10730	218	5	thomson	thomson	PROPN
dad-10730	218	6	,	,	PUNCT
dad-10730	218	7	and	and	CCONJ
dad-10730	218	8	jason	jason	PROPN
dad-10730	218	9	d.	d.	PROPN
dad-10730	218	10	williams	williams	PROPN
dad-10730	218	11	.	.	PUNCT
dad-10730	219	1	the	the	DET
dad-10730	219	2	second	second	ADJ
dad-10730	219	3	dialog	dialog	NOUN
dad-10730	219	4	state	state	NOUN
dad-10730	219	5	tracking	tracking	NOUN
dad-10730	219	6	challenge	challenge	NOUN
dad-10730	219	7	.	.	PUNCT
dad-10730	220	1	in	in	ADP
dad-10730	220	2	proceedings	proceeding	NOUN
dad-10730	220	3	of	of	ADP
dad-10730	220	4	sigdial	sigdial	ADJ
dad-10730	220	5	.	.	PUNCT
dad-10730	221	1	acl	acl	PROPN
dad-10730	221	2	association	association	PROPN
dad-10730	221	3	for	for	ADP
dad-10730	221	4	computational	computational	ADJ
dad-10730	221	5	linguistics	linguistic	NOUN
dad-10730	221	6	,	,	PUNCT
dad-10730	221	7	june	june	PROPN
dad-10730	221	8	2014b	2014b	NUM
dad-10730	221	9	.	.	PUNCT
dad-10730	222	1	matthew	matthew	PROPN
dad-10730	222	2	henderson	henderson	PROPN
dad-10730	222	3	,	,	PUNCT
dad-10730	222	4	blaise	blaise	PROPN
dad-10730	222	5	thomson	thomson	PROPN
dad-10730	222	6	,	,	PUNCT
dad-10730	222	7	and	and	CCONJ
dad-10730	222	8	steve	steve	PROPN
dad-10730	222	9	young	young	PROPN
dad-10730	222	10	.	.	PUNCT
dad-10730	223	1	word	word	NOUN
dad-10730	223	2	-	-	PUNCT
dad-10730	223	3	based	base	VERB
dad-10730	223	4	dialog	dialog	NOUN
dad-10730	223	5	state	state	NOUN
dad-10730	223	6	tracking	tracking	NOUN
dad-10730	223	7	with	with	ADP
dad-10730	223	8	recurrent	recurrent	ADJ
dad-10730	223	9	neural	neural	ADJ
dad-10730	223	10	networks	network	NOUN
dad-10730	223	11	.	.	PUNCT
dad-10730	224	1	in	in	ADP
dad-10730	224	2	in	in	ADP
dad-10730	224	3	proceedings	proceeding	NOUN
dad-10730	224	4	of	of	ADP
dad-10730	224	5	sigdial	sigdial	ADJ
dad-10730	224	6	,	,	PUNCT
dad-10730	224	7	2014c	2014c	NUM
dad-10730	224	8	.	.	PUNCT
dad-10730	225	1	yehuda	yehuda	PROPN
dad-10730	225	2	koren	koren	PROPN
dad-10730	225	3	,	,	PUNCT
dad-10730	225	4	robert	robert	PROPN
dad-10730	225	5	m.	m.	PROPN
dad-10730	225	6	bell	bell	PROPN
dad-10730	225	7	,	,	PUNCT
dad-10730	225	8	and	and	CCONJ
dad-10730	225	9	chris	chris	PROPN
dad-10730	225	10	volinsky	volinsky	PROPN
dad-10730	225	11	.	.	PUNCT
dad-10730	226	1	matrix	matrix	NOUN
dad-10730	226	2	factorization	factorization	NOUN
dad-10730	226	3	techniques	technique	NOUN
dad-10730	226	4	for	for	ADP
dad-10730	226	5	recommender	recommender	NOUN
dad-10730	226	6	systems	system	NOUN
dad-10730	226	7	.	.	PUNCT
dad-10730	227	1	ieee	ieee	NOUN
dad-10730	227	2	computer	computer	PROPN
dad-10730	227	3	,	,	PUNCT
dad-10730	227	4	42(8):30–37	42(8):30–37	NUM
dad-10730	227	5	,	,	PUNCT
dad-10730	227	6	2009	2009	NUM
dad-10730	227	7	.	.	PUNCT
dad-10730	228	1	dheeraj	dheeraj	PROPN
dad-10730	228	2	kumar	kumar	PROPN
dad-10730	228	3	bokde	bokde	PROPN
dad-10730	228	4	,	,	PUNCT
dad-10730	228	5	sheetal	sheetal	PROPN
dad-10730	228	6	girase	girase	PROPN
dad-10730	228	7	,	,	PUNCT
dad-10730	228	8	and	and	CCONJ
dad-10730	228	9	debajyoti	debajyoti	PROPN
dad-10730	228	10	mukhopadhyay	mukhopadhyay	PROPN
dad-10730	228	11	.	.	PUNCT
dad-10730	229	1	role	role	NOUN
dad-10730	229	2	of	of	ADP
dad-10730	229	3	matrix	matrix	NOUN
dad-10730	229	4	factorization	factorization	NOUN
dad-10730	229	5	model	model	NOUN
dad-10730	229	6	in	in	ADP
dad-10730	229	7	collaborative	collaborative	ADJ
dad-10730	229	8	filtering	filtering	NOUN
dad-10730	229	9	algorithm	algorithm	NOUN
dad-10730	229	10	:	:	PUNCT
dad-10730	229	11	a	a	DET
dad-10730	229	12	survey	survey	NOUN
dad-10730	229	13	.	.	PUNCT
dad-10730	230	1	corr	corr	NOUN
dad-10730	230	2	,	,	PUNCT
dad-10730	230	3	abs/1503.07475	abs/1503.07475	NOUN
dad-10730	230	4	,	,	PUNCT
dad-10730	230	5	2015	2015	NUM
dad-10730	230	6	.	.	PUNCT
dad-10730	231	1	julia	julia	PROPN
dad-10730	231	2	lasserre	lasserre	PROPN
dad-10730	231	3	and	and	CCONJ
dad-10730	231	4	christopher	christopher	PROPN
dad-10730	231	5	m.	m.	PROPN
dad-10730	231	6	bishop	bishop	PROPN
dad-10730	231	7	.	.	PUNCT
dad-10730	232	1	generative	generative	NOUN
dad-10730	232	2	or	or	CCONJ
dad-10730	232	3	discriminative	discriminative	NOUN
dad-10730	232	4	?	?	PUNCT
dad-10730	233	1	getting	get	VERB
dad-10730	233	2	the	the	DET
dad-10730	233	3	best	good	ADJ
dad-10730	233	4	of	of	ADP
dad-10730	233	5	both	both	DET
dad-10730	233	6	worlds	world	NOUN
dad-10730	233	7	.	.	PUNCT
dad-10730	234	1	bayesian	bayesian	NOUN
dad-10730	234	2	statistics	statistic	NOUN
dad-10730	234	3	,	,	PUNCT
dad-10730	234	4	8:3–24	8:3–24	NUM
dad-10730	234	5	,	,	PUNCT
dad-10730	234	6	2007	2007	NUM
dad-10730	234	7	.	.	PUNCT
dad-10730	235	1	donghyeon	donghyeon	PROPN
dad-10730	235	2	lee	lee	PROPN
dad-10730	235	3	,	,	PUNCT
dad-10730	235	4	minwoo	minwoo	PROPN
dad-10730	235	5	jeong	jeong	PROPN
dad-10730	235	6	,	,	PUNCT
dad-10730	235	7	kyungduk	kyungduk	VERB
dad-10730	235	8	kim	kim	PROPN
dad-10730	235	9	,	,	PUNCT
dad-10730	235	10	seonghan	seonghan	PROPN
dad-10730	235	11	ryu	ryu	PROPN
dad-10730	235	12	,	,	PUNCT
dad-10730	235	13	and	and	CCONJ
dad-10730	235	14	gary	gary	PROPN
dad-10730	235	15	geunbae	geunbae	PROPN
dad-10730	235	16	lee	lee	PROPN
dad-10730	235	17	.	.	PROPN
dad-10730	236	1	unsupervised	unsupervised	ADJ
dad-10730	236	2	spoken	speak	VERB
dad-10730	236	3	language	language	NOUN
dad-10730	236	4	understanding	understanding	NOUN
dad-10730	236	5	for	for	ADP
dad-10730	236	6	a	a	DET
dad-10730	236	7	multi	multi	ADJ
dad-10730	236	8	-	-	ADJ
dad-10730	236	9	domain	domain	ADJ
dad-10730	236	10	dialog	dialog	NOUN
dad-10730	236	11	system	system	NOUN
dad-10730	236	12	.	.	PUNCT
dad-10730	237	1	ieee	ieee	NOUN
dad-10730	237	2	transactions	transaction	NOUN
dad-10730	237	3	on	on	ADP
dad-10730	237	4	audio	audio	NOUN
dad-10730	237	5	,	,	PUNCT
dad-10730	237	6	speech	speech	NOUN
dad-10730	237	7	&	&	CCONJ
dad-10730	237	8	language	language	NOUN
dad-10730	237	9	processing	processing	NOUN
dad-10730	237	10	,	,	PUNCT
dad-10730	237	11	21(11):2451–2464	21(11):2451–2464	NUM
dad-10730	237	12	,	,	PUNCT
dad-10730	237	13	2013	2013	NUM
dad-10730	237	14	.	.	PUNCT
dad-10730	238	1	sungjin	sungjin	PROPN
dad-10730	238	2	lee	lee	PROPN
dad-10730	238	3	and	and	CCONJ
dad-10730	238	4	maxine	maxine	PROPN
dad-10730	238	5	eskenazi	eskenazi	PROPN
dad-10730	238	6	.	.	PUNCT
dad-10730	239	1	recipe	recipe	NOUN
dad-10730	239	2	for	for	ADP
dad-10730	239	3	building	build	VERB
dad-10730	239	4	robust	robust	ADJ
dad-10730	239	5	spoken	spoken	ADJ
dad-10730	239	6	dialog	dialog	NOUN
dad-10730	239	7	state	state	NOUN
dad-10730	239	8	trackers	tracker	NOUN
dad-10730	239	9	:	:	PUNCT
dad-10730	239	10	dialog	dialog	NOUN
dad-10730	239	11	state	state	NOUN
dad-10730	239	12	tracking	tracking	NOUN
dad-10730	239	13	challenge	challenge	NOUN
dad-10730	239	14	system	system	NOUN
dad-10730	239	15	description	description	NOUN
dad-10730	239	16	.	.	PUNCT
dad-10730	240	1	in	in	ADP
dad-10730	240	2	proceedings	proceeding	NOUN
dad-10730	240	3	of	of	ADP
dad-10730	240	4	the	the	DET
dad-10730	240	5	sigdial	sigdial	ADJ
dad-10730	240	6	2013	2013	NUM
dad-10730	240	7	conference	conference	NOUN
dad-10730	240	8	,	,	PUNCT
dad-10730	240	9	pages	page	NOUN
dad-10730	240	10	414–422	414–422	NUM
dad-10730	240	11	,	,	PUNCT
dad-10730	240	12	metz	metz	PROPN
dad-10730	240	13	,	,	PUNCT
dad-10730	240	14	france	france	PROPN
dad-10730	240	15	,	,	PUNCT
dad-10730	240	16	august	august	PROPN
dad-10730	240	17	2013	2013	NUM
dad-10730	240	18	.	.	PUNCT
dad-10730	241	1	association	association	NOUN
dad-10730	241	2	for	for	ADP
dad-10730	241	3	computational	computational	ADJ
dad-10730	241	4	linguistics	linguistic	NOUN
dad-10730	241	5	.	.	PUNCT
dad-10730	242	1	rick	rick	PROPN
dad-10730	242	2	ma	ma	PROPN
dad-10730	242	3	,	,	PUNCT
dad-10730	242	4	nafise	nafise	NOUN
dad-10730	242	5	barzigar	barzigar	NOUN
dad-10730	242	6	,	,	PUNCT
dad-10730	242	7	aminmohammad	aminmohammad	PROPN
dad-10730	242	8	roozgard	roozgard	PROPN
dad-10730	242	9	,	,	PUNCT
dad-10730	242	10	and	and	CCONJ
dad-10730	242	11	samuel	samuel	PROPN
dad-10730	242	12	cheng	cheng	PROPN
dad-10730	242	13	.	.	PUNCT
dad-10730	243	1	decomposition	decomposition	NOUN
dad-10730	243	2	approach	approach	NOUN
dad-10730	243	3	for	for	ADP
dad-10730	243	4	low	low	ADJ
dad-10730	243	5	-	-	PUNCT
dad-10730	243	6	rank	rank	NOUN
dad-10730	243	7	matrix	matrix	NOUN
dad-10730	243	8	completion	completion	NOUN
dad-10730	243	9	and	and	CCONJ
dad-10730	243	10	its	its	PRON
dad-10730	243	11	applications	application	NOUN
dad-10730	243	12	.	.	PUNCT
dad-10730	244	1	ieee	ieee	NOUN
dad-10730	244	2	transactions	transaction	NOUN
dad-10730	244	3	on	on	ADP
dad-10730	244	4	signal	signal	ADJ
dad-10730	244	5	processing	processing	NOUN
dad-10730	244	6	,	,	PUNCT
dad-10730	244	7	62(7):1671–1683	62(7):1671–1683	PROPN
dad-10730	244	8	,	,	PUNCT
dad-10730	244	9	2014	2014	NUM
dad-10730	244	10	.	.	PUNCT
dad-10730	245	1	angeliki	angeliki	PROPN
dad-10730	245	2	metallinou	metallinou	PROPN
dad-10730	245	3	,	,	PUNCT
dad-10730	245	4	dan	dan	PROPN
dad-10730	245	5	bohus	bohus	PROPN
dad-10730	245	6	,	,	PUNCT
dad-10730	245	7	and	and	CCONJ
dad-10730	245	8	jason	jason	PROPN
dad-10730	245	9	williams	williams	PROPN
dad-10730	245	10	.	.	PUNCT
dad-10730	246	1	discriminative	discriminative	NOUN
dad-10730	246	2	state	state	NOUN
dad-10730	246	3	tracking	tracking	NOUN
dad-10730	246	4	for	for	ADP
dad-10730	246	5	spoken	spoken	ADJ
dad-10730	246	6	dialog	dialog	NOUN
dad-10730	246	7	systems	system	NOUN
dad-10730	246	8	.	.	PUNCT
dad-10730	247	1	in	in	ADP
dad-10730	247	2	association	association	NOUN
dad-10730	247	3	for	for	ADP
dad-10730	247	4	computer	computer	NOUN
dad-10730	247	5	linguistics	linguistic	NOUN
dad-10730	247	6	,	,	PUNCT
dad-10730	247	7	pages	page	NOUN
dad-10730	247	8	466–475	466–475	NUM
dad-10730	247	9	.	.	PUNCT
dad-10730	248	1	the	the	DET
dad-10730	248	2	association	association	NOUN
dad-10730	248	3	for	for	ADP
dad-10730	248	4	computer	computer	NOUN
dad-10730	248	5	linguistics	linguistic	NOUN
dad-10730	248	6	,	,	PUNCT
dad-10730	248	7	2013	2013	NUM
dad-10730	248	8	.	.	PUNCT
dad-10730	249	1	tomas	tomas	PROPN
dad-10730	249	2	mikolov	mikolov	PROPN
dad-10730	249	3	,	,	PUNCT
dad-10730	249	4	wen	wen	PROPN
dad-10730	249	5	tau	tau	PROPN
dad-10730	249	6	yih	yih	PROPN
dad-10730	249	7	,	,	PUNCT
dad-10730	249	8	and	and	CCONJ
dad-10730	249	9	geoffrey	geoffrey	PROPN
dad-10730	249	10	zweig	zweig	PROPN
dad-10730	249	11	.	.	PUNCT
dad-10730	250	1	linguistic	linguistic	ADJ
dad-10730	250	2	regularities	regularity	NOUN
dad-10730	250	3	in	in	ADP
dad-10730	250	4	continuous	continuous	ADJ
dad-10730	250	5	space	space	NOUN
dad-10730	250	6	word	word	NOUN
dad-10730	250	7	representations	representation	NOUN
dad-10730	250	8	.	.	PUNCT
dad-10730	251	1	in	in	ADP
dad-10730	251	2	lucy	lucy	PROPN
dad-10730	251	3	vanderwende	vanderwende	PROPN
dad-10730	251	4	,	,	PUNCT
dad-10730	251	5	hal	hal	PROPN
dad-10730	251	6	daumé	daumé	PROPN
dad-10730	251	7	iii	iii	PROPN
dad-10730	251	8	,	,	PUNCT
dad-10730	251	9	and	and	CCONJ
dad-10730	251	10	katrin	katrin	PROPN
dad-10730	251	11	kirchhoff	kirchhoff	PROPN
dad-10730	251	12	,	,	PUNCT
dad-10730	251	13	editors	editor	NOUN
dad-10730	251	14	,	,	PUNCT
dad-10730	251	15	hltnaacl	hltnaacl	NOUN
dad-10730	251	16	,	,	PUNCT
dad-10730	251	17	pages	page	NOUN
dad-10730	251	18	746–751	746–751	NUM
dad-10730	251	19	.	.	PUNCT
dad-10730	252	1	the	the	DET
dad-10730	252	2	association	association	NOUN
dad-10730	252	3	for	for	ADP
dad-10730	252	4	computational	computational	ADJ
dad-10730	252	5	linguistics	linguistic	NOUN
dad-10730	252	6	,	,	PUNCT
dad-10730	252	7	2013	2013	NUM
dad-10730	252	8	.	.	PUNCT
dad-10730	253	1	diego	diego	PROPN
dad-10730	253	2	h.	h.	PROPN
dad-10730	253	3	milone	milone	PROPN
dad-10730	253	4	and	and	CCONJ
dad-10730	253	5	antonio	antonio	PROPN
dad-10730	253	6	j.	j.	PROPN
dad-10730	253	7	rubio	rubio	PROPN
dad-10730	253	8	.	.	PUNCT
dad-10730	254	1	prosodic	prosodic	PROPN
dad-10730	254	2	and	and	CCONJ
dad-10730	254	3	accentual	accentual	ADJ
dad-10730	254	4	information	information	NOUN
dad-10730	254	5	for	for	ADP
dad-10730	254	6	automatic	automatic	ADJ
dad-10730	254	7	speech	speech	NOUN
dad-10730	254	8	recognition	recognition	NOUN
dad-10730	254	9	.	.	PUNCT
dad-10730	255	1	ieee	ieee	NOUN
dad-10730	255	2	transactions	transaction	NOUN
dad-10730	255	3	on	on	ADP
dad-10730	255	4	speech	speech	NOUN
dad-10730	255	5	and	and	CCONJ
dad-10730	255	6	audio	audio	NOUN
dad-10730	255	7	processing	processing	NOUN
dad-10730	255	8	,	,	PUNCT
dad-10730	255	9	11(4):321–333	11(4):321–333	NUM
dad-10730	255	10	,	,	PUNCT
dad-10730	255	11	2003	2003	NUM
dad-10730	255	12	.	.	PUNCT
dad-10730	256	1	tim	tim	PROPN
dad-10730	256	2	paek	paek	PROPN
dad-10730	256	3	and	and	CCONJ
dad-10730	256	4	eric	eric	PROPN
dad-10730	256	5	horvitz	horvitz	PROPN
dad-10730	256	6	.	.	PUNCT
dad-10730	257	1	conversation	conversation	NOUN
dad-10730	257	2	as	as	ADP
dad-10730	257	3	action	action	NOUN
dad-10730	257	4	under	under	ADP
dad-10730	257	5	uncertainty	uncertainty	NOUN
dad-10730	257	6	.	.	PUNCT
dad-10730	258	1	in	in	ADP
dad-10730	258	2	uai	uai	PROPN
dad-10730	258	3	’	'	PUNCT
dad-10730	258	4	00	00	NUM
dad-10730	258	5	:	:	PUNCT
dad-10730	258	6	proceedings	proceeding	NOUN
dad-10730	258	7	of	of	ADP
dad-10730	258	8	the	the	DET
dad-10730	258	9	16th	16th	ADJ
dad-10730	258	10	conference	conference	NOUN
dad-10730	258	11	in	in	ADP
dad-10730	258	12	uncertainty	uncertainty	NOUN
dad-10730	258	13	in	in	ADP
dad-10730	258	14	artificial	artificial	ADJ
dad-10730	258	15	intelligence	intelligence	NOUN
dad-10730	258	16	,	,	PUNCT
dad-10730	258	17	stanford	stanford	PROPN
dad-10730	258	18	university	university	PROPN
dad-10730	258	19	,	,	PUNCT
dad-10730	258	20	stanford	stanford	PROPN
dad-10730	258	21	,	,	PUNCT
dad-10730	258	22	california	california	PROPN
dad-10730	258	23	,	,	PUNCT
dad-10730	258	24	usa	usa	PROPN
dad-10730	258	25	,	,	PUNCT
dad-10730	258	26	pages	page	VERB
dad-10730	258	27	455–464	455–464	NUM
dad-10730	258	28	.	.	PUNCT
dad-10730	259	1	morgan	morgan	PROPN
dad-10730	259	2	kaufmann	kaufmann	PROPN
dad-10730	259	3	,	,	PUNCT
dad-10730	259	4	2000	2000	NUM
dad-10730	259	5	.	.	PUNCT
dad-10730	260	1	antoine	antoine	PROPN
dad-10730	260	2	raux	raux	PROPN
dad-10730	260	3	and	and	CCONJ
dad-10730	260	4	yi	yi	PROPN
dad-10730	260	5	ma	ma	PROPN
dad-10730	260	6	.	.	PROPN
dad-10730	261	1	efficient	efficient	PROPN
dad-10730	261	2	probabilistic	probabilistic	ADJ
dad-10730	261	3	tracking	tracking	NOUN
dad-10730	261	4	of	of	ADP
dad-10730	261	5	user	user	NOUN
dad-10730	261	6	goal	goal	NOUN
dad-10730	261	7	and	and	CCONJ
dad-10730	261	8	dialog	dialog	NOUN
dad-10730	261	9	history	history	NOUN
dad-10730	261	10	for	for	ADP
dad-10730	261	11	spoken	spoken	ADJ
dad-10730	261	12	dialog	dialog	NOUN
dad-10730	261	13	systems	system	NOUN
dad-10730	261	14	.	.	PUNCT
dad-10730	262	1	in	in	ADP
dad-10730	262	2	interspeech	interspeech	NOUN
dad-10730	262	3	,	,	PUNCT
dad-10730	262	4	pages	page	VERB
dad-10730	262	5	801–804	801–804	NUM
dad-10730	262	6	.	.	PUNCT
dad-10730	263	1	isca	isca	PROPN
dad-10730	263	2	,	,	PUNCT
dad-10730	263	3	2011	2011	NUM
dad-10730	263	4	.	.	PUNCT
dad-10730	264	1	kai	kai	PROPN
dad-10730	264	2	sun	sun	PROPN
dad-10730	264	3	,	,	PUNCT
dad-10730	264	4	lu	lu	PROPN
dad-10730	264	5	chen	chen	PROPN
dad-10730	264	6	,	,	PUNCT
dad-10730	264	7	su	su	PROPN
dad-10730	264	8	zhu	zhu	PROPN
dad-10730	264	9	,	,	PUNCT
dad-10730	264	10	and	and	CCONJ
dad-10730	264	11	kai	kai	PROPN
dad-10730	264	12	yu	yu	PROPN
dad-10730	264	13	.	.	PUNCT
dad-10730	265	1	a	a	DET
dad-10730	265	2	generalized	generalize	VERB
dad-10730	265	3	rule	rule	NOUN
dad-10730	265	4	based	base	VERB
dad-10730	265	5	tracker	tracker	NOUN
dad-10730	265	6	for	for	ADP
dad-10730	265	7	dialogue	dialogue	NOUN
dad-10730	265	8	state	state	NOUN
dad-10730	265	9	tracking	tracking	NOUN
dad-10730	265	10	.	.	PUNCT
dad-10730	266	1	in	in	ADP
dad-10730	266	2	slt	slt	PROPN
dad-10730	266	3	,	,	PUNCT
dad-10730	266	4	pages	page	NOUN
dad-10730	266	5	330–335	330–335	NUM
dad-10730	266	6	.	.	PUNCT
dad-10730	266	7	ieee	ieee	PROPN
dad-10730	266	8	,	,	PUNCT
dad-10730	266	9	2014	2014	NUM
dad-10730	266	10	.	.	PUNCT
dad-10730	267	1	blaise	blaise	PROPN
dad-10730	267	2	thomson	thomson	PROPN
dad-10730	267	3	and	and	CCONJ
dad-10730	267	4	steve	steve	PROPN
dad-10730	267	5	young	young	PROPN
dad-10730	267	6	.	.	PUNCT
dad-10730	268	1	bayesian	bayesian	NOUN
dad-10730	268	2	update	update	NOUN
dad-10730	268	3	of	of	ADP
dad-10730	268	4	dialogue	dialogue	NOUN
dad-10730	268	5	state	state	NOUN
dad-10730	268	6	:	:	PUNCT
dad-10730	268	7	a	a	DET
dad-10730	268	8	pomdp	pomdp	NOUN
dad-10730	268	9	framework	framework	NOUN
dad-10730	268	10	for	for	ADP
dad-10730	268	11	spoken	spoken	ADJ
dad-10730	268	12	dialogue	dialogue	NOUN
dad-10730	268	13	systems	system	NOUN
dad-10730	268	14	.	.	PUNCT
dad-10730	269	1	computer	computer	NOUN
dad-10730	269	2	speech	speech	NOUN
dad-10730	269	3	&	&	CCONJ
dad-10730	269	4	language	language	NOUN
dad-10730	269	5	,	,	PUNCT
dad-10730	269	6	24(4):562–588	24(4):562–588	PROPN
dad-10730	269	7	,	,	PUNCT
dad-10730	269	8	2010	2010	NUM
dad-10730	269	9	.	.	PUNCT
dad-10730	270	1	i.	i.	PROPN
dad-10730	270	2	ulusoy	ulusoy	PROPN
dad-10730	270	3	and	and	CCONJ
dad-10730	270	4	c.	c.	PROPN
dad-10730	270	5	m.	m.	PROPN
dad-10730	270	6	bishop	bishop	PROPN
dad-10730	270	7	.	.	PUNCT
dad-10730	271	1	comparison	comparison	NOUN
dad-10730	271	2	of	of	ADP
dad-10730	271	3	generative	generative	ADJ
dad-10730	271	4	and	and	CCONJ
dad-10730	271	5	discriminative	discriminative	NOUN
dad-10730	271	6	techniques	technique	NOUN
dad-10730	271	7	for	for	ADP
dad-10730	271	8	object	object	NOUN
dad-10730	271	9	detection	detection	NOUN
dad-10730	271	10	and	and	CCONJ
dad-10730	271	11	classification	classification	NOUN
dad-10730	271	12	.	.	PUNCT
dad-10730	272	1	in	in	ADP
dad-10730	272	2	toward	toward	ADP
dad-10730	272	3	category	category	NOUN
dad-10730	272	4	-	-	PUNCT
dad-10730	272	5	level	level	NOUN
dad-10730	272	6	object	object	NOUN
dad-10730	272	7	recognition	recognition	NOUN
dad-10730	272	8	,	,	PUNCT
dad-10730	272	9	pages	page	NOUN
dad-10730	272	10	173–195	173–195	NUM
dad-10730	272	11	,	,	PUNCT
dad-10730	272	12	2006	2006	NUM
dad-10730	272	13	.	.	PUNCT
dad-10730	273	1	jason	jason	PROPN
dad-10730	273	2	williams	williams	PROPN
dad-10730	273	3	,	,	PUNCT
dad-10730	273	4	antoine	antoine	PROPN
dad-10730	273	5	raux	raux	PROPN
dad-10730	273	6	,	,	PUNCT
dad-10730	273	7	deepak	deepak	PROPN
dad-10730	273	8	ramachandran	ramachandran	PROPN
dad-10730	273	9	,	,	PUNCT
dad-10730	273	10	and	and	CCONJ
dad-10730	273	11	alan	alan	PROPN
dad-10730	273	12	black	black	PROPN
dad-10730	273	13	.	.	PUNCT
dad-10730	274	1	the	the	DET
dad-10730	274	2	dialog	dialog	NOUN
dad-10730	274	3	state	state	NOUN
dad-10730	274	4	tracking	tracking	NOUN
dad-10730	274	5	challenge	challenge	NOUN
dad-10730	274	6	.	.	PUNCT
dad-10730	275	1	in	in	ADP
dad-10730	275	2	proceedings	proceeding	NOUN
dad-10730	275	3	of	of	ADP
dad-10730	275	4	the	the	DET
dad-10730	275	5	sigdial	sigdial	ADJ
dad-10730	275	6	2013	2013	NUM
dad-10730	275	7	conference	conference	NOUN
dad-10730	275	8	,	,	PUNCT
dad-10730	275	9	pages	page	NOUN
dad-10730	275	10	404–413	404–413	NUM
dad-10730	275	11	,	,	PUNCT
dad-10730	275	12	metz	metz	PROPN
dad-10730	275	13	,	,	PUNCT
dad-10730	275	14	france	france	PROPN
dad-10730	275	15	,	,	PUNCT
dad-10730	275	16	august	august	PROPN
dad-10730	275	17	2013	2013	NUM
dad-10730	275	18	.	.	PUNCT
dad-10730	276	1	association	association	NOUN
dad-10730	276	2	for	for	ADP
dad-10730	276	3	computational	computational	ADJ
dad-10730	276	4	linguistics	linguistic	NOUN
dad-10730	276	5	.	.	PUNCT
dad-10730	277	1	jason	jason	PROPN
dad-10730	277	2	d.	d.	PROPN
dad-10730	277	3	williams	williams	PROPN
dad-10730	277	4	.	.	PUNCT
dad-10730	278	1	using	use	VERB
dad-10730	278	2	particle	particle	NOUN
dad-10730	278	3	filters	filter	NOUN
dad-10730	278	4	to	to	PART
dad-10730	278	5	track	track	VERB
dad-10730	278	6	dialogue	dialogue	NOUN
dad-10730	278	7	state	state	NOUN
dad-10730	278	8	.	.	PUNCT
dad-10730	279	1	in	in	ADP
dad-10730	279	2	ieee	ieee	NOUN
dad-10730	279	3	workshop	workshop	NOUN
dad-10730	279	4	on	on	ADP
dad-10730	279	5	automatic	automatic	ADJ
dad-10730	279	6	speech	speech	NOUN
dad-10730	279	7	recognition	recognition	NOUN
dad-10730	279	8	&	&	CCONJ
dad-10730	279	9	understanding	understanding	PROPN
dad-10730	279	10	,	,	PUNCT
dad-10730	279	11	asru	asru	NOUN
dad-10730	279	12	2007	2007	NUM
dad-10730	279	13	,	,	PUNCT
dad-10730	279	14	kyoto	kyoto	PROPN
dad-10730	279	15	,	,	PUNCT
dad-10730	279	16	japan	japan	PROPN
dad-10730	279	17	,	,	PUNCT
dad-10730	279	18	december	december	PROPN
dad-10730	279	19	9	9	NUM
dad-10730	279	20	-	-	SYM
dad-10730	279	21	13	13	NUM
dad-10730	279	22	,	,	PUNCT
dad-10730	279	23	2007	2007	NUM
dad-10730	279	24	,	,	PUNCT
dad-10730	279	25	pages	page	NOUN
dad-10730	279	26	502–507	502–507	NUM
dad-10730	279	27	,	,	PUNCT
dad-10730	279	28	2007	2007	NUM
dad-10730	279	29	.	.	PUNCT
dad-10730	280	1	jason	jason	PROPN
dad-10730	280	2	d.	d.	PROPN
dad-10730	280	3	williams	williams	PROPN
dad-10730	280	4	.	.	PUNCT
dad-10730	281	1	exploiting	exploit	VERB
dad-10730	281	2	the	the	DET
dad-10730	281	3	asr	asr	NOUN
dad-10730	281	4	n	n	CCONJ
dad-10730	281	5	-	-	PUNCT
dad-10730	281	6	best	good	ADJ
dad-10730	281	7	by	by	ADP
dad-10730	281	8	tracking	track	VERB
dad-10730	281	9	multiple	multiple	ADJ
dad-10730	281	10	dialog	dialog	NOUN
dad-10730	281	11	state	state	NOUN
dad-10730	281	12	hypotheses	hypothesis	NOUN
dad-10730	281	13	.	.	PUNCT
dad-10730	282	1	in	in	ADP
dad-10730	282	2	interspeech	interspeech	NOUN
dad-10730	282	3	,	,	PUNCT
dad-10730	282	4	pages	page	NOUN
dad-10730	282	5	191–194	191–194	NUM
dad-10730	282	6	.	.	PUNCT
dad-10730	283	1	isca	isca	PROPN
dad-10730	283	2	,	,	PUNCT
dad-10730	283	3	2008	2008	NUM
dad-10730	283	4	.	.	PUNCT
dad-10730	284	1	jason	jason	PROPN
dad-10730	284	2	d.	d.	PROPN
dad-10730	284	3	williams	williams	PROPN
dad-10730	284	4	.	.	PUNCT
dad-10730	285	1	incremental	incremental	ADJ
dad-10730	285	2	partition	partition	NOUN
dad-10730	285	3	recombination	recombination	NOUN
dad-10730	285	4	for	for	ADP
dad-10730	285	5	efficient	efficient	ADJ
dad-10730	285	6	tracking	tracking	NOUN
dad-10730	285	7	of	of	ADP
dad-10730	285	8	multiple	multiple	ADJ
dad-10730	285	9	dialog	dialog	NOUN
dad-10730	285	10	states	state	NOUN
dad-10730	285	11	.	.	PUNCT
dad-10730	286	1	in	in	ADP
dad-10730	286	2	icassp	icassp	NOUN
dad-10730	286	3	,	,	PUNCT
dad-10730	286	4	pages	page	NOUN
dad-10730	286	5	5382–5385	5382–5385	NUM
dad-10730	286	6	,	,	PUNCT
dad-10730	286	7	2010	2010	NUM
dad-10730	286	8	.	.	PUNCT
dad-10730	287	1	jason	jason	PROPN
dad-10730	287	2	d.	d.	PROPN
dad-10730	287	3	williams	williams	PROPN
dad-10730	287	4	.	.	PUNCT
dad-10730	288	1	challenges	challenge	NOUN
dad-10730	288	2	and	and	CCONJ
dad-10730	288	3	opportunities	opportunity	NOUN
dad-10730	288	4	for	for	ADP
dad-10730	288	5	state	state	NOUN
dad-10730	288	6	tracking	tracking	NOUN
dad-10730	288	7	in	in	ADP
dad-10730	288	8	statistical	statistical	ADJ
dad-10730	288	9	spoken	spoken	ADJ
dad-10730	288	10	dialog	dialog	NOUN
dad-10730	288	11	systems	system	NOUN
dad-10730	288	12	:	:	PUNCT
dad-10730	288	13	results	result	VERB
dad-10730	288	14	from	from	ADP
dad-10730	288	15	two	two	NUM
dad-10730	288	16	public	public	ADJ
dad-10730	288	17	deployments	deployment	NOUN
dad-10730	288	18	.	.	PUNCT
dad-10730	289	1	j.	j.	PROPN
dad-10730	289	2	sel	sel	PROPN
dad-10730	289	3	.	.	PUNCT
dad-10730	290	1	topics	topic	NOUN
dad-10730	290	2	signal	signal	VERB
dad-10730	290	3	processing	processing	NOUN
dad-10730	290	4	,	,	PUNCT
dad-10730	290	5	6(8):959–970	6(8):959–970	NUM
dad-10730	290	6	,	,	PUNCT
dad-10730	290	7	2012	2012	NUM
dad-10730	290	8	.	.	PUNCT
dad-10730	291	1	jason	jason	PROPN
dad-10730	291	2	d.	d.	PROPN
dad-10730	291	3	williams	williams	PROPN
dad-10730	291	4	.	.	PUNCT
dad-10730	292	1	web	web	NOUN
dad-10730	292	2	-	-	NOUN
dad-10730	292	3	style	style	NOUN
dad-10730	292	4	ranking	ranking	NOUN
dad-10730	292	5	and	and	CCONJ
dad-10730	292	6	slu	slu	NOUN
dad-10730	292	7	combination	combination	NOUN
dad-10730	292	8	for	for	ADP
dad-10730	292	9	dialog	dialog	NOUN
dad-10730	292	10	state	state	NOUN
dad-10730	292	11	tracking	tracking	NOUN
dad-10730	292	12	.	.	PUNCT
dad-10730	293	1	in	in	ADP
dad-10730	293	2	proceedings	proceeding	NOUN
dad-10730	293	3	of	of	ADP
dad-10730	293	4	sigdial	sigdial	ADJ
dad-10730	293	5	.	.	PUNCT
dad-10730	294	1	acl	acl	PROPN
dad-10730	294	2	association	association	PROPN
dad-10730	294	3	for	for	ADP
dad-10730	294	4	computational	computational	ADJ
dad-10730	294	5	linguistics	linguistic	NOUN
dad-10730	294	6	,	,	PUNCT
dad-10730	294	7	june	june	PROPN
dad-10730	294	8	2014	2014	NUM
dad-10730	294	9	.	.	PUNCT
dad-10730	295	1	jason	jason	PROPN
dad-10730	295	2	d.	d.	PROPN
dad-10730	295	3	williams	williams	PROPN
dad-10730	295	4	and	and	CCONJ
dad-10730	295	5	steve	steve	PROPN
dad-10730	295	6	young	young	PROPN
dad-10730	295	7	.	.	PUNCT
dad-10730	296	1	partially	partially	ADV
dad-10730	296	2	observable	observable	ADJ
dad-10730	296	3	markov	markov	NOUN
dad-10730	296	4	decision	decision	NOUN
dad-10730	296	5	processes	process	NOUN
dad-10730	296	6	for	for	ADP
dad-10730	296	7	spoken	spoken	ADJ
dad-10730	296	8	dialog	dialog	NOUN
dad-10730	296	9	systems	system	NOUN
dad-10730	296	10	.	.	PUNCT
dad-10730	297	1	computer	computer	NOUN
dad-10730	297	2	speech	speech	NOUN
dad-10730	297	3	&	&	CCONJ
dad-10730	297	4	language	language	NOUN
dad-10730	297	5	,	,	PUNCT
dad-10730	297	6	21(2):393–422	21(2):393–422	NUM
dad-10730	297	7	,	,	PUNCT
dad-10730	297	8	2007	2007	NUM
dad-10730	297	9	.	.	PUNCT
dad-10730	298	1	jason	jason	PROPN
dad-10730	298	2	d.	d.	PROPN
dad-10730	298	3	williams	williams	PROPN
dad-10730	298	4	,	,	PUNCT
dad-10730	298	5	pascal	pascal	ADJ
dad-10730	298	6	poupart	poupart	NOUN
dad-10730	298	7	,	,	PUNCT
dad-10730	298	8	and	and	CCONJ
dad-10730	298	9	steve	steve	PROPN
dad-10730	298	10	young	young	PROPN
dad-10730	298	11	.	.	PUNCT
dad-10730	299	1	factored	factor	VERB
dad-10730	299	2	partially	partially	ADV
dad-10730	299	3	observable	observable	ADJ
dad-10730	299	4	markov	markov	NOUN
dad-10730	299	5	decision	decision	NOUN
dad-10730	299	6	processes	process	NOUN
dad-10730	299	7	for	for	ADP
dad-10730	299	8	dialogue	dialogue	NOUN
dad-10730	299	9	management	management	NOUN
dad-10730	299	10	.	.	PUNCT
dad-10730	300	1	in	in	ADP
dad-10730	300	2	in	in	ADP
dad-10730	300	3	4th	4th	ADJ
dad-10730	300	4	workshop	workshop	NOUN
dad-10730	300	5	on	on	ADP
dad-10730	300	6	knowledge	knowledge	NOUN
dad-10730	300	7	and	and	CCONJ
dad-10730	300	8	reasoning	reasoning	NOUN
dad-10730	300	9	in	in	ADP
dad-10730	300	10	practical	practical	ADJ
dad-10730	300	11	dialog	dialog	NOUN
dad-10730	300	12	systems	system	NOUN
dad-10730	300	13	,	,	PUNCT
dad-10730	300	14	pages	page	NOUN
dad-10730	300	15	76–82	76–82	NUM
dad-10730	300	16	,	,	PUNCT
dad-10730	300	17	2005	2005	NUM
dad-10730	300	18	.	.	PUNCT
dad-10730	301	1	peter	peter	PROPN
dad-10730	301	2	z.	z.	PROPN
dad-10730	301	3	yeh	yeh	PROPN
dad-10730	301	4	,	,	PUNCT
dad-10730	301	5	benjamin	benjamin	PROPN
dad-10730	301	6	douglas	douglas	PROPN
dad-10730	301	7	,	,	PUNCT
dad-10730	301	8	william	william	PROPN
dad-10730	301	9	jarrold	jarrold	PROPN
dad-10730	301	10	,	,	PUNCT
dad-10730	301	11	adwait	adwait	PROPN
dad-10730	301	12	ratnaparkhi	ratnaparkhi	PROPN
dad-10730	301	13	,	,	PUNCT
dad-10730	301	14	deepak	deepak	PROPN
dad-10730	301	15	ramachandran	ramachandran	PROPN
dad-10730	301	16	,	,	PUNCT
dad-10730	301	17	peter	peter	PROPN
dad-10730	301	18	f.	f.	PROPN
dad-10730	301	19	patel	patel	PROPN
dad-10730	301	20	-	-	PUNCT
dad-10730	301	21	schneider	schneider	PROPN
dad-10730	301	22	,	,	PUNCT
dad-10730	301	23	stephen	stephen	PROPN
dad-10730	301	24	laverty	laverty	PROPN
dad-10730	301	25	,	,	PUNCT
dad-10730	301	26	nirvana	nirvana	PROPN
dad-10730	301	27	tikku	tikku	PROPN
dad-10730	301	28	,	,	PUNCT
dad-10730	301	29	sean	sean	PROPN
dad-10730	301	30	brown	brown	PROPN
dad-10730	301	31	,	,	PUNCT
dad-10730	301	32	and	and	CCONJ
dad-10730	301	33	jeremy	jeremy	PROPN
dad-10730	301	34	mendel	mendel	PROPN
dad-10730	301	35	.	.	PUNCT
dad-10730	302	1	a	a	DET
dad-10730	302	2	speech	speech	NOUN
dad-10730	302	3	-	-	PUNCT
dad-10730	302	4	driven	drive	VERB
dad-10730	302	5	second	second	ADJ
dad-10730	302	6	screen	screen	NOUN
dad-10730	302	7	application	application	NOUN
dad-10730	302	8	for	for	ADP
dad-10730	302	9	tv	tv	NOUN
dad-10730	302	10	program	program	NOUN
dad-10730	302	11	discovery	discovery	NOUN
dad-10730	302	12	.	.	PUNCT
dad-10730	303	1	in	in	ADP
dad-10730	303	2	carla	carla	PROPN
dad-10730	303	3	e.	e.	PROPN
dad-10730	303	4	brodley	brodley	PROPN
dad-10730	303	5	and	and	CCONJ
dad-10730	303	6	peter	peter	PROPN
dad-10730	303	7	stone	stone	PROPN
dad-10730	303	8	,	,	PUNCT
dad-10730	303	9	editors	editor	NOUN
dad-10730	303	10	,	,	PUNCT
dad-10730	303	11	proceedings	proceeding	NOUN
dad-10730	303	12	of	of	ADP
dad-10730	303	13	the	the	DET
dad-10730	303	14	twenty	twenty	NUM
dad-10730	303	15	-	-	PUNCT
dad-10730	303	16	eighth	eighth	ADJ
dad-10730	303	17	aaai	aaai	PROPN
dad-10730	303	18	conference	conference	NOUN
dad-10730	303	19	on	on	ADP
dad-10730	303	20	artificial	artificial	ADJ
dad-10730	303	21	intelligence	intelligence	NOUN
dad-10730	303	22	,	,	PUNCT
dad-10730	303	23	july	july	PROPN
dad-10730	303	24	27	27	NUM
dad-10730	303	25	-31	-31	NUM
dad-10730	303	26	,	,	PUNCT
dad-10730	303	27	2014	2014	NUM
dad-10730	303	28	,	,	PUNCT
dad-10730	303	29	québec	québec	NUM
dad-10730	303	30	city	city	NOUN
dad-10730	303	31	,	,	PUNCT
dad-10730	303	32	québec	québec	PROPN
dad-10730	303	33	,	,	PUNCT
dad-10730	303	34	canada	canada	PROPN
dad-10730	303	35	,	,	PUNCT
dad-10730	303	36	pages	page	VERB
dad-10730	303	37	3010–3016	3010–3016	NUM
dad-10730	303	38	.	.	PUNCT
dad-10730	304	1	aaai	aaai	PROPN
dad-10730	304	2	press	press	PROPN
dad-10730	304	3	,	,	PUNCT
dad-10730	304	4	2014	2014	NUM
dad-10730	304	5	.	.	PUNCT
dad-10730	305	1	isbn	isbn	ADJ
dad-10730	305	2	9781	9781	NUM
dad-10730	305	3	-	-	SYM
dad-10730	305	4	57735	57735	NUM
dad-10730	305	5	-	-	PUNCT
dad-10730	305	6	661	661	NUM
dad-10730	305	7	-	-	SYM
dad-10730	305	8	5	5	NUM
dad-10730	305	9	.	.	PUNCT
dad-10730	305	10	steve	steve	PROPN
dad-10730	305	11	young	young	PROPN
dad-10730	305	12	,	,	PUNCT
dad-10730	305	13	milica	milica	PROPN
dad-10730	305	14	gasic	gasic	PROPN
dad-10730	305	15	,	,	PUNCT
dad-10730	305	16	blaise	blaise	PROPN
dad-10730	305	17	thomson	thomson	PROPN
dad-10730	305	18	,	,	PUNCT
dad-10730	305	19	and	and	CCONJ
dad-10730	305	20	jason	jason	PROPN
dad-10730	305	21	d.	d.	PROPN
dad-10730	305	22	williams	williams	PROPN
dad-10730	305	23	.	.	PUNCT
dad-10730	306	1	pomdp	pomdp	NOUN
dad-10730	306	2	-	-	PUNCT
dad-10730	306	3	based	base	VERB
dad-10730	306	4	statistical	statistical	ADJ
dad-10730	306	5	spoken	spoken	ADJ
dad-10730	306	6	dialog	dialog	NOUN
dad-10730	306	7	systems	system	NOUN
dad-10730	306	8	:	:	PUNCT
dad-10730	306	9	a	a	DET
dad-10730	306	10	review	review	NOUN
dad-10730	306	11	.	.	PUNCT
dad-10730	307	1	proceedings	proceeding	NOUN
dad-10730	307	2	of	of	ADP
dad-10730	307	3	the	the	DET
dad-10730	307	4	ieee	ieee	NOUN
dad-10730	307	5	,	,	PUNCT
dad-10730	307	6	101(5):1160–1179	101(5):1160–1179	PROPN
dad-10730	307	7	,	,	PUNCT
dad-10730	307	8	2013	2013	NUM
dad-10730	307	9	.	.	PUNCT