id	sid	tid	token	lemma	pos
dad-10729	1	1	dialogue	dialogue	PROPN
dad-10729	1	2	&	&	CCONJ
dad-10729	1	3	discourse	discourse	PROPN
dad-10729	1	4	7(3	7(3	NUM
dad-10729	1	5	)	)	PUNCT
dad-10729	1	6	(	(	PUNCT
dad-10729	1	7	2016	2016	NUM
dad-10729	1	8	)	)	PUNCT
dad-10729	1	9	4–33	4–33	NOUN
dad-10729	1	10	doi	doi	NOUN
dad-10729	1	11	:	:	PUNCT
dad-10729	1	12	10.5087	10.5087	NUM
dad-10729	1	13	/	/	SYM
dad-10729	1	14	dad.2016.301	dad.2016.301	NOUN
dad-10729	1	15	the	the	DET
dad-10729	1	16	dialog	dialog	NOUN
dad-10729	1	17	state	state	NOUN
dad-10729	1	18	tracking	tracking	NOUN
dad-10729	1	19	challenge	challenge	NOUN
dad-10729	1	20	series	series	NOUN
dad-10729	1	21	:	:	PUNCT
dad-10729	1	22	a	a	DET
dad-10729	1	23	review	review	NOUN
dad-10729	1	24	jason	jason	PROPN
dad-10729	1	25	d.	d.	PROPN
dad-10729	1	26	williams	williams	PROPN
dad-10729	1	27	jason.williams@microsoft.com	jason.williams@microsoft.com	X
dad-10729	1	28	microsoft	microsoft	PROPN
dad-10729	1	29	research	research	PROPN
dad-10729	1	30	one	one	NUM
dad-10729	1	31	microsoft	microsoft	PROPN
dad-10729	1	32	way	way	PROPN
dad-10729	1	33	redmond	redmond	PROPN
dad-10729	1	34	,	,	PUNCT
dad-10729	1	35	wa	wa	NOUN
dad-10729	1	36	,	,	PUNCT
dad-10729	1	37	98052	98052	NUM
dad-10729	1	38	,	,	PUNCT
dad-10729	2	1	usa	usa	PROPN
dad-10729	2	2	antoine	antoine	PROPN
dad-10729	2	3	raux	raux	PROPN
dad-10729	2	4	araux@fb.com	araux@fb.com	X
dad-10729	2	5	facebook	facebook	PROPN
dad-10729	2	6	1	1	NUM
dad-10729	2	7	facebook	facebook	NOUN
dad-10729	2	8	way	way	NOUN
dad-10729	2	9	menlo	menlo	PROPN
dad-10729	2	10	park	park	PROPN
dad-10729	2	11	,	,	PUNCT
dad-10729	2	12	ca	ca	PROPN
dad-10729	2	13	94025	94025	NUM
dad-10729	2	14	,	,	PUNCT
dad-10729	2	15	usa	usa	PROPN
dad-10729	2	16	matthew	matthew	PROPN
dad-10729	2	17	henderson∗	henderson∗	PROPN
dad-10729	2	18	matthen@google.com	matthen@google.com	PROPN
dad-10729	2	19	department	department	PROPN
dad-10729	2	20	of	of	ADP
dad-10729	2	21	engineering	engineering	PROPN
dad-10729	2	22	university	university	PROPN
dad-10729	2	23	of	of	ADP
dad-10729	2	24	cambridge	cambridge	PROPN
dad-10729	2	25	cb2	cb2	PROPN
dad-10729	2	26	1pz	1pz	PROPN
dad-10729	2	27	,	,	PUNCT
dad-10729	2	28	uk	uk	PROPN
dad-10729	2	29	editor	editor	NOUN
dad-10729	2	30	:	:	PUNCT
dad-10729	2	31	david	david	PROPN
dad-10729	2	32	schlangen	schlangen	PROPN
dad-10729	2	33	submitted	submit	VERB
dad-10729	2	34	04/15	04/15	NUM
dad-10729	2	35	;	;	PUNCT
dad-10729	2	36	accepted	accept	VERB
dad-10729	2	37	02/16	02/16	NUM
dad-10729	2	38	;	;	PUNCT
dad-10729	2	39	published	publish	VERB
dad-10729	2	40	online	online	ADV
dad-10729	2	41	04/16	04/16	NUM
dad-10729	2	42	abstract	abstract	NOUN
dad-10729	2	43	in	in	ADP
dad-10729	2	44	a	a	DET
dad-10729	2	45	spoken	spoken	ADJ
dad-10729	2	46	dialog	dialog	NOUN
dad-10729	2	47	system	system	NOUN
dad-10729	2	48	,	,	PUNCT
dad-10729	2	49	dialog	dialog	NOUN
dad-10729	2	50	state	state	NOUN
dad-10729	2	51	tracking	tracking	NOUN
dad-10729	2	52	refers	refer	VERB
dad-10729	2	53	to	to	ADP
dad-10729	2	54	the	the	DET
dad-10729	2	55	task	task	NOUN
dad-10729	2	56	of	of	ADP
dad-10729	2	57	correctly	correctly	ADV
dad-10729	2	58	inferring	infer	VERB
dad-10729	2	59	the	the	DET
dad-10729	2	60	state	state	NOUN
dad-10729	2	61	of	of	ADP
dad-10729	2	62	the	the	DET
dad-10729	2	63	conversation	conversation	NOUN
dad-10729	2	64	–	–	PUNCT
dad-10729	2	65	such	such	ADJ
dad-10729	2	66	as	as	ADP
dad-10729	2	67	the	the	DET
dad-10729	2	68	user	user	NOUN
dad-10729	2	69	’s	’s	PART
dad-10729	2	70	goal	goal	NOUN
dad-10729	2	71	–	–	PUNCT
dad-10729	2	72	given	give	VERB
dad-10729	2	73	all	all	PRON
dad-10729	2	74	of	of	ADP
dad-10729	2	75	the	the	DET
dad-10729	2	76	dialog	dialog	NOUN
dad-10729	2	77	history	history	NOUN
dad-10729	2	78	up	up	ADP
dad-10729	2	79	to	to	ADP
dad-10729	2	80	that	that	DET
dad-10729	2	81	turn	turn	NOUN
dad-10729	2	82	.	.	PUNCT
dad-10729	3	1	dialog	dialog	NOUN
dad-10729	3	2	state	state	NOUN
dad-10729	3	3	tracking	tracking	NOUN
dad-10729	3	4	is	be	AUX
dad-10729	3	5	crucial	crucial	ADJ
dad-10729	3	6	to	to	ADP
dad-10729	3	7	the	the	DET
dad-10729	3	8	success	success	NOUN
dad-10729	3	9	of	of	ADP
dad-10729	3	10	a	a	DET
dad-10729	3	11	dialog	dialog	NOUN
dad-10729	3	12	system	system	NOUN
dad-10729	3	13	,	,	PUNCT
dad-10729	3	14	yet	yet	CCONJ
dad-10729	3	15	until	until	SCONJ
dad-10729	3	16	recently	recently	ADV
dad-10729	3	17	there	there	PRON
dad-10729	3	18	were	be	VERB
dad-10729	3	19	no	no	DET
dad-10729	3	20	common	common	ADJ
dad-10729	3	21	resources	resource	NOUN
dad-10729	3	22	,	,	PUNCT
dad-10729	3	23	hampering	hamper	VERB
dad-10729	3	24	progress	progress	NOUN
dad-10729	3	25	.	.	PUNCT
dad-10729	4	1	the	the	DET
dad-10729	4	2	dialog	dialog	NOUN
dad-10729	4	3	state	state	NOUN
dad-10729	4	4	tracking	tracking	NOUN
dad-10729	4	5	challenge	challenge	NOUN
dad-10729	4	6	series	series	NOUN
dad-10729	4	7	of	of	ADP
dad-10729	4	8	3	3	NUM
dad-10729	4	9	tasks	task	NOUN
dad-10729	4	10	introduced	introduce	VERB
dad-10729	4	11	the	the	DET
dad-10729	4	12	first	first	ADJ
dad-10729	4	13	shared	share	VERB
dad-10729	4	14	testbed	testbe	VERB
dad-10729	4	15	and	and	CCONJ
dad-10729	4	16	evaluation	evaluation	NOUN
dad-10729	4	17	metrics	metric	NOUN
dad-10729	4	18	for	for	ADP
dad-10729	4	19	dialog	dialog	NOUN
dad-10729	4	20	state	state	NOUN
dad-10729	4	21	tracking	tracking	NOUN
dad-10729	4	22	,	,	PUNCT
dad-10729	4	23	and	and	CCONJ
dad-10729	4	24	has	have	AUX
dad-10729	4	25	underpinned	underpin	VERB
dad-10729	4	26	three	three	NUM
dad-10729	4	27	key	key	ADJ
dad-10729	4	28	advances	advance	NOUN
dad-10729	4	29	in	in	ADP
dad-10729	4	30	dialog	dialog	NOUN
dad-10729	4	31	state	state	NOUN
dad-10729	4	32	tracking	tracking	NOUN
dad-10729	4	33	:	:	PUNCT
dad-10729	4	34	the	the	DET
dad-10729	4	35	move	move	NOUN
dad-10729	4	36	from	from	ADP
dad-10729	4	37	generative	generative	ADJ
dad-10729	4	38	to	to	ADP
dad-10729	4	39	discriminative	discriminative	NOUN
dad-10729	4	40	models	model	NOUN
dad-10729	4	41	;	;	PUNCT
dad-10729	4	42	the	the	DET
dad-10729	4	43	adoption	adoption	NOUN
dad-10729	4	44	of	of	ADP
dad-10729	4	45	discriminative	discriminative	NOUN
dad-10729	4	46	sequential	sequential	ADJ
dad-10729	4	47	techniques	technique	NOUN
dad-10729	4	48	;	;	PUNCT
dad-10729	4	49	and	and	CCONJ
dad-10729	4	50	the	the	DET
dad-10729	4	51	incorporation	incorporation	NOUN
dad-10729	4	52	of	of	ADP
dad-10729	4	53	the	the	DET
dad-10729	4	54	speech	speech	NOUN
dad-10729	4	55	recognition	recognition	NOUN
dad-10729	4	56	results	result	VERB
dad-10729	4	57	directly	directly	ADV
dad-10729	4	58	into	into	ADP
dad-10729	4	59	the	the	DET
dad-10729	4	60	dialog	dialog	NOUN
dad-10729	4	61	state	state	NOUN
dad-10729	4	62	tracker	tracker	PROPN
dad-10729	4	63	.	.	PUNCT
dad-10729	5	1	this	this	DET
dad-10729	5	2	paper	paper	NOUN
dad-10729	5	3	reviews	review	VERB
dad-10729	5	4	this	this	DET
dad-10729	5	5	research	research	NOUN
dad-10729	5	6	area	area	NOUN
dad-10729	5	7	,	,	PUNCT
dad-10729	5	8	covering	cover	VERB
dad-10729	5	9	both	both	CCONJ
dad-10729	5	10	the	the	DET
dad-10729	5	11	challenge	challenge	NOUN
dad-10729	5	12	tasks	task	VERB
dad-10729	5	13	themselves	themselves	PRON
dad-10729	5	14	and	and	CCONJ
dad-10729	5	15	summarizing	summarize	VERB
dad-10729	5	16	the	the	DET
dad-10729	5	17	work	work	NOUN
dad-10729	5	18	they	they	PRON
dad-10729	5	19	have	have	AUX
dad-10729	5	20	enabled	enable	VERB
dad-10729	5	21	.	.	PUNCT
dad-10729	6	1	keywords	keyword	NOUN
dad-10729	6	2	:	:	PUNCT
dad-10729	6	3	dialog	dialog	NOUN
dad-10729	6	4	state	state	NOUN
dad-10729	6	5	tracking	tracking	NOUN
dad-10729	6	6	,	,	PUNCT
dad-10729	6	7	spoken	spoken	ADJ
dad-10729	6	8	dialog	dialog	NOUN
dad-10729	6	9	systems	system	NOUN
dad-10729	6	10	,	,	PUNCT
dad-10729	6	11	dialog	dialog	NOUN
dad-10729	6	12	modeling	modeling	NOUN
dad-10729	6	13	,	,	PUNCT
dad-10729	6	14	conversational	conversational	ADJ
dad-10729	6	15	systems	system	NOUN
dad-10729	6	16	,	,	PUNCT
dad-10729	6	17	spoken	speak	VERB
dad-10729	6	18	language	language	NOUN
dad-10729	6	19	understanding	understanding	NOUN
dad-10729	6	20	1	1	NUM
dad-10729	6	21	.	.	PUNCT
dad-10729	7	1	introduction	introduction	NOUN
dad-10729	7	2	conversational	conversational	ADJ
dad-10729	7	3	systems	system	NOUN
dad-10729	7	4	are	be	AUX
dad-10729	7	5	increasingly	increasingly	ADV
dad-10729	7	6	becoming	become	VERB
dad-10729	7	7	a	a	DET
dad-10729	7	8	part	part	NOUN
dad-10729	7	9	of	of	ADP
dad-10729	7	10	daily	daily	ADJ
dad-10729	7	11	life	life	NOUN
dad-10729	7	12	,	,	PUNCT
dad-10729	7	13	with	with	ADP
dad-10729	7	14	examples	example	NOUN
dad-10729	7	15	including	include	VERB
dad-10729	7	16	apple	apple	NOUN
dad-10729	7	17	’s	’s	PART
dad-10729	7	18	siri	siri	NOUN
dad-10729	7	19	,	,	PUNCT
dad-10729	7	20	google	google	PROPN
dad-10729	7	21	now	now	ADV
dad-10729	7	22	,	,	PUNCT
dad-10729	7	23	nuance	nuance	NOUN
dad-10729	7	24	dragon	dragon	PROPN
dad-10729	7	25	go	go	VERB
dad-10729	7	26	,	,	PUNCT
dad-10729	7	27	xbox	xbox	PROPN
dad-10729	7	28	and	and	CCONJ
dad-10729	7	29	cortana	cortana	PROPN
dad-10729	7	30	from	from	ADP
dad-10729	7	31	microsoft	microsoft	PROPN
dad-10729	7	32	,	,	PUNCT
dad-10729	7	33	and	and	CCONJ
dad-10729	7	34	numerous	numerous	ADJ
dad-10729	7	35	start	start	NOUN
dad-10729	7	36	-	-	PUNCT
dad-10729	7	37	ups	up	NOUN
dad-10729	7	38	.	.	PUNCT
dad-10729	8	1	figure	figure	NOUN
dad-10729	8	2	1	1	NUM
dad-10729	8	3	shows	show	VERB
dad-10729	8	4	the	the	DET
dad-10729	8	5	principal	principal	ADJ
dad-10729	8	6	components	component	NOUN
dad-10729	8	7	of	of	ADP
dad-10729	8	8	a	a	DET
dad-10729	8	9	modern	modern	ADJ
dad-10729	8	10	spoken	spoken	ADJ
dad-10729	8	11	dialog	dialog	NOUN
dad-10729	8	12	system	system	NOUN
dad-10729	8	13	.	.	PUNCT
dad-10729	9	1	first	first	ADV
dad-10729	9	2	,	,	PUNCT
dad-10729	9	3	the	the	DET
dad-10729	9	4	user	user	NOUN
dad-10729	9	5	produces	produce	VERB
dad-10729	9	6	an	an	DET
dad-10729	9	7	utterance	utterance	NOUN
dad-10729	9	8	as	as	ADP
dad-10729	9	9	audio	audio	NOUN
dad-10729	9	10	.	.	PUNCT
dad-10729	10	1	then	then	ADV
dad-10729	10	2	automatic	automatic	ADJ
dad-10729	10	3	speech	speech	NOUN
dad-10729	10	4	recognition	recognition	NOUN
dad-10729	10	5	(	(	PUNCT
dad-10729	10	6	asr	asr	NOUN
dad-10729	10	7	)	)	PUNCT
dad-10729	10	8	converts	convert	VERB
dad-10729	10	9	this	this	DET
dad-10729	10	10	audio	audio	NOUN
dad-10729	10	11	into	into	ADP
dad-10729	10	12	words	word	NOUN
dad-10729	10	13	in	in	ADP
dad-10729	10	14	text	text	NOUN
dad-10729	10	15	form	form	NOUN
dad-10729	10	16	.	.	PUNCT
dad-10729	11	1	next	next	ADV
dad-10729	11	2	,	,	PUNCT
dad-10729	11	3	the	the	DET
dad-10729	11	4	words	word	NOUN
dad-10729	11	5	in	in	ADP
dad-10729	11	6	an	an	DET
dad-10729	11	7	utterance	utterance	NOUN
dad-10729	11	8	are	be	AUX
dad-10729	11	9	converted	convert	VERB
dad-10729	11	10	to	to	ADP
dad-10729	11	11	a	a	DET
dad-10729	11	12	meaning	meaning	NOUN
dad-10729	11	13	representation	representation	NOUN
dad-10729	11	14	using	use	VERB
dad-10729	11	15	spoken	speak	VERB
dad-10729	11	16	language	language	NOUN
dad-10729	11	17	understanding	understanding	NOUN
dad-10729	11	18	(	(	PUNCT
dad-10729	11	19	slu	slu	NOUN
dad-10729	11	20	)	)	PUNCT
dad-10729	11	21	.	.	PUNCT
dad-10729	12	1	this	this	DET
dad-10729	12	2	slu	slu	NOUN
dad-10729	12	3	result	result	NOUN
dad-10729	12	4	is	be	AUX
dad-10729	12	5	then	then	ADV
dad-10729	12	6	passed	pass	VERB
dad-10729	12	7	to	to	ADP
dad-10729	12	8	the	the	DET
dad-10729	12	9	dialog	dialog	NOUN
dad-10729	12	10	state	state	NOUN
dad-10729	12	11	tracker	tracker	PROPN
dad-10729	12	12	(	(	PUNCT
dad-10729	12	13	dst	dst	PROPN
dad-10729	12	14	)	)	PUNCT
dad-10729	12	15	which	which	PRON
dad-10729	12	16	updates	update	VERB
dad-10729	12	17	its	its	PRON
dad-10729	12	18	estimate	estimate	NOUN
dad-10729	12	19	of	of	ADP
dad-10729	12	20	the	the	DET
dad-10729	12	21	dialog	dialog	NOUN
dad-10729	12	22	state	state	NOUN
dad-10729	12	23	.	.	PUNCT
dad-10729	13	1	this	this	DET
dad-10729	13	2	new	new	ADJ
dad-10729	13	3	dialog	dialog	NOUN
dad-10729	13	4	state	state	NOUN
dad-10729	13	5	is	be	AUX
dad-10729	13	6	passed	pass	VERB
dad-10729	13	7	to	to	ADP
dad-10729	13	8	the	the	DET
dad-10729	13	9	dialog	dialog	NOUN
dad-10729	13	10	policy	policy	NOUN
dad-10729	13	11	that	that	PRON
dad-10729	13	12	decides	decide	VERB
dad-10729	13	13	which	which	DET
dad-10729	13	14	action	action	NOUN
dad-10729	13	15	to	to	PART
dad-10729	13	16	take	take	VERB
dad-10729	13	17	.	.	PUNCT
dad-10729	14	1	natural	natural	ADJ
dad-10729	14	2	language	language	NOUN
dad-10729	14	3	generation	generation	NOUN
dad-10729	14	4	(	(	PUNCT
dad-10729	14	5	nlg	nlg	PROPN
dad-10729	14	6	)	)	PUNCT
dad-10729	14	7	and	and	CCONJ
dad-10729	14	8	text	text	NOUN
dad-10729	14	9	-	-	PUNCT
dad-10729	14	10	tospeech	tospeech	NOUN
dad-10729	14	11	(	(	PUNCT
dad-10729	14	12	tts	tts	NOUN
dad-10729	14	13	)	)	PUNCT
dad-10729	14	14	convert	convert	VERB
dad-10729	14	15	this	this	DET
dad-10729	14	16	action	action	NOUN
dad-10729	14	17	into	into	ADP
dad-10729	14	18	words	word	NOUN
dad-10729	14	19	and	and	CCONJ
dad-10729	14	20	then	then	ADV
dad-10729	14	21	into	into	ADP
dad-10729	14	22	audio	audio	NOUN
dad-10729	14	23	.	.	PUNCT
dad-10729	15	1	the	the	DET
dad-10729	15	2	cycle	cycle	NOUN
dad-10729	15	3	then	then	ADV
dad-10729	15	4	repeats	repeat	VERB
dad-10729	15	5	.	.	PUNCT
dad-10729	15	6	.	.	PUNCT
dad-10729	16	1	∗	∗	PROPN
dad-10729	16	2	matthew	matthew	PROPN
dad-10729	16	3	henderson	henderson	PROPN
dad-10729	16	4	is	be	AUX
dad-10729	16	5	now	now	ADV
dad-10729	16	6	at	at	ADP
dad-10729	16	7	google	google	PROPN
dad-10729	16	8	.	.	PUNCT
dad-10729	17	1	c	c	X
dad-10729	17	2	©	©	PROPN
dad-10729	17	3	2016	2016	NUM
dad-10729	17	4	jason	jason	PROPN
dad-10729	17	5	d.	d.	PROPN
dad-10729	17	6	williams	williams	PROPN
dad-10729	17	7	,	,	PUNCT
dad-10729	17	8	antoine	antoine	PROPN
dad-10729	17	9	raux	raux	PROPN
dad-10729	17	10	,	,	PUNCT
dad-10729	17	11	and	and	CCONJ
dad-10729	17	12	matthew	matthew	PROPN
dad-10729	17	13	henderson	henderson	PROPN
dad-10729	17	14	this	this	PRON
dad-10729	17	15	is	be	AUX
dad-10729	17	16	an	an	DET
dad-10729	17	17	open	open	ADJ
dad-10729	17	18	-	-	PUNCT
dad-10729	17	19	access	access	NOUN
dad-10729	17	20	article	article	NOUN
dad-10729	17	21	distributed	distribute	VERB
dad-10729	17	22	under	under	ADP
dad-10729	17	23	the	the	DET
dad-10729	17	24	terms	term	NOUN
dad-10729	17	25	of	of	ADP
dad-10729	17	26	a	a	DET
dad-10729	17	27	creative	creative	ADJ
dad-10729	17	28	commons	common	NOUN
dad-10729	17	29	attribution	attribution	NOUN
dad-10729	17	30	license	license	NOUN
dad-10729	17	31	(	(	PUNCT
dad-10729	17	32	http	http	NOUN
dad-10729	17	33	:	:	PUNCT
dad-10729	17	34	//creativecommons.org	//creativecommons.org	SYM
dad-10729	17	35	/	/	SYM
dad-10729	17	36	licenses	license	NOUN
dad-10729	17	37	/	/	SYM
dad-10729	17	38	by/3.0/	by/3.0/	NOUN
dad-10729	17	39	)	)	PUNCT
dad-10729	17	40	.	.	PUNCT
dad-10729	18	1	dialog	dialog	NOUN
dad-10729	18	2	state	state	NOUN
dad-10729	18	3	tracking	tracking	NOUN
dad-10729	18	4	overview	overview	NOUN
dad-10729	18	5	leaving	leave	VERB
dad-10729	18	6	from	from	ADP
dad-10729	18	7	downtown	downtown	NOUN
dad-10729	18	8	leaving	leaving	NOUN
dad-10729	18	9	at	at	ADP
dad-10729	18	10	one	one	NUM
dad-10729	18	11	p	p	AUX
dad-10729	18	12	m	m	AUX
dad-10729	18	13	arriving	arrive	VERB
dad-10729	18	14	at	at	ADP
dad-10729	18	15	one	one	NUM
dad-10729	18	16	p	p	NOUN
dad-10729	18	17	m	m	PROPN
dad-10729	18	18	0.6	0.6	NUM
dad-10729	18	19	0.2	0.2	NUM
dad-10729	18	20	0.1	0.1	NUM
dad-10729	18	21	{	{	PUNCT
dad-10729	18	22	from	from	ADP
dad-10729	18	23	:	:	PUNCT
dad-10729	18	24	downtown	downtown	NOUN
dad-10729	18	25	}	}	PUNCT
dad-10729	18	26	{	{	PUNCT
dad-10729	18	27	depart	depart	NOUN
dad-10729	18	28	-	-	PUNCT
dad-10729	18	29	time	time	NOUN
dad-10729	18	30	:	:	PUNCT
dad-10729	18	31	1300	1300	NUM
dad-10729	18	32	}	}	PUNCT
dad-10729	18	33	{	{	PUNCT
dad-10729	18	34	arrive	arrive	ADJ
dad-10729	18	35	-	-	PUNCT
dad-10729	18	36	time	time	NOUN
dad-10729	18	37	:	:	PUNCT
dad-10729	18	38	1300	1300	NUM
dad-10729	18	39	}	}	PUNCT
dad-10729	18	40	0.5	0.5	NUM
dad-10729	18	41	0.3	0.3	NUM
dad-10729	18	42	0.1	0.1	NUM
dad-10729	18	43	from	from	ADP
dad-10729	18	44	:	:	PUNCT
dad-10729	18	45	cmu	cmu	INTJ
dad-10729	18	46	to	to	ADP
dad-10729	18	47	:	:	PUNCT
dad-10729	18	48	airport	airport	NOUN
dad-10729	18	49	depart	depart	NOUN
dad-10729	18	50	-	-	PUNCT
dad-10729	18	51	time	time	NOUN
dad-10729	18	52	:	:	PUNCT
dad-10729	18	53	1300	1300	NUM
dad-10729	18	54	confirmed	confirm	VERB
dad-10729	18	55	:	:	PUNCT
dad-10729	18	56	no	no	DET
dad-10729	18	57	score	score	NOUN
dad-10729	18	58	:	:	PUNCT
dad-10729	18	59	0.10	0.10	NUM
dad-10729	18	60	from	from	ADP
dad-10729	18	61	:	:	PUNCT
dad-10729	18	62	cmu	cmu	INTJ
dad-10729	18	63	to	to	ADP
dad-10729	18	64	:	:	PUNCT
dad-10729	18	65	airport	airport	NOUN
dad-10729	18	66	depart	depart	NOUN
dad-10729	18	67	-	-	PUNCT
dad-10729	18	68	time	time	NOUN
dad-10729	18	69	:	:	PUNCT
dad-10729	18	70	1300	1300	NUM
dad-10729	18	71	confirmed	confirm	VERB
dad-10729	18	72	:	:	PUNCT
dad-10729	18	73	no	no	DET
dad-10729	18	74	score	score	NOUN
dad-10729	18	75	:	:	PUNCT
dad-10729	18	76	0.15	0.15	NUM
dad-10729	18	77	from	from	ADP
dad-10729	18	78	:	:	PUNCT
dad-10729	18	79	downtown	downtown	NOUN
dad-10729	18	80	to	to	ADP
dad-10729	18	81	:	:	PUNCT
dad-10729	18	82	airport	airport	NOUN
dad-10729	18	83	depart	depart	NOUN
dad-10729	18	84	-	-	PUNCT
dad-10729	18	85	time	time	NOUN
dad-10729	18	86	:	:	PUNCT
dad-10729	19	1	-confirmed	-confirmed	ADJ
dad-10729	19	2	:	:	PUNCT
dad-10729	19	3	no	no	DET
dad-10729	19	4	score	score	NOUN
dad-10729	19	5	:	:	PUNCT
dad-10729	19	6	0.65	0.65	NUM
dad-10729	19	7	automatic	automatic	ADJ
dad-10729	19	8	speech	speech	NOUN
dad-10729	19	9	recognition	recognition	NOUN
dad-10729	19	10	(	(	PUNCT
dad-10729	19	11	asr	asr	NOUN
dad-10729	19	12	)	)	PUNCT
dad-10729	19	13	spoken	speak	VERB
dad-10729	19	14	language	language	NOUN
dad-10729	19	15	understanding	understanding	NOUN
dad-10729	19	16	(	(	PUNCT
dad-10729	19	17	slu	slu	NOUN
dad-10729	19	18	)	)	PUNCT
dad-10729	19	19	dialog	dialog	NOUN
dad-10729	19	20	state	state	NOUN
dad-10729	19	21	tracker	tracker	PROPN
dad-10729	19	22	(	(	PUNCT
dad-10729	19	23	dst	dst	PROPN
dad-10729	19	24	)	)	PUNCT
dad-10729	19	25	dialog	dialog	NOUN
dad-10729	19	26	policy	policy	NOUN
dad-10729	19	27	act	act	NOUN
dad-10729	19	28	:	:	PUNCT
dad-10729	19	29	confirm	confirm	VERB
dad-10729	19	30	from	from	ADP
dad-10729	19	31	:	:	PUNCT
dad-10729	19	32	downtown	downtown	NOUN
dad-10729	19	33	from	from	ADP
dad-10729	19	34	downtown	downtown	NOUN
dad-10729	19	35	,	,	PUNCT
dad-10729	19	36	is	be	AUX
dad-10729	19	37	that	that	PRON
dad-10729	19	38	right	right	ADJ
dad-10729	19	39	?	?	PUNCT
dad-10729	20	1	natural	natural	ADJ
dad-10729	20	2	language	language	NOUN
dad-10729	20	3	generation	generation	NOUN
dad-10729	20	4	(	(	PUNCT
dad-10729	20	5	nlg	nlg	NOUN
dad-10729	20	6	)	)	PUNCT
dad-10729	20	7	text	text	NOUN
dad-10729	20	8	to	to	ADP
dad-10729	20	9	speech	speech	NOUN
dad-10729	20	10	(	(	PUNCT
dad-10729	20	11	tts	tts	PROPN
dad-10729	20	12	)	)	PUNCT
dad-10729	20	13	figure	figure	NOUN
dad-10729	20	14	1	1	NUM
dad-10729	20	15	:	:	PUNCT
dad-10729	20	16	principal	principal	ADJ
dad-10729	20	17	components	component	NOUN
dad-10729	20	18	of	of	ADP
dad-10729	20	19	a	a	DET
dad-10729	20	20	spoken	spoken	ADJ
dad-10729	20	21	dialog	dialog	NOUN
dad-10729	20	22	system	system	NOUN
dad-10729	20	23	.	.	PUNCT
dad-10729	21	1	the	the	DET
dad-10729	21	2	topic	topic	NOUN
dad-10729	21	3	of	of	ADP
dad-10729	21	4	this	this	DET
dad-10729	21	5	paper	paper	NOUN
dad-10729	21	6	is	be	AUX
dad-10729	21	7	the	the	DET
dad-10729	21	8	dialog	dialog	NOUN
dad-10729	21	9	state	state	NOUN
dad-10729	21	10	tracker	tracker	PROPN
dad-10729	21	11	(	(	PUNCT
dad-10729	21	12	dst	dst	PROPN
dad-10729	21	13	)	)	PUNCT
dad-10729	21	14	.	.	PUNCT
dad-10729	22	1	the	the	DET
dad-10729	22	2	dst	dst	NOUN
dad-10729	22	3	takes	take	VERB
dad-10729	22	4	as	as	ADP
dad-10729	22	5	input	input	NOUN
dad-10729	22	6	all	all	PRON
dad-10729	22	7	of	of	ADP
dad-10729	22	8	the	the	DET
dad-10729	22	9	dialog	dialog	NOUN
dad-10729	22	10	history	history	NOUN
dad-10729	22	11	so	so	ADV
dad-10729	22	12	far	far	ADV
dad-10729	22	13	,	,	PUNCT
dad-10729	22	14	and	and	CCONJ
dad-10729	22	15	outputs	output	VERB
dad-10729	22	16	its	its	PRON
dad-10729	22	17	estimate	estimate	NOUN
dad-10729	22	18	of	of	ADP
dad-10729	22	19	the	the	DET
dad-10729	22	20	current	current	ADJ
dad-10729	22	21	dialog	dialog	NOUN
dad-10729	22	22	state	state	NOUN
dad-10729	22	23	–	–	PUNCT
dad-10729	22	24	for	for	ADP
dad-10729	22	25	example	example	NOUN
dad-10729	22	26	,	,	PUNCT
dad-10729	22	27	in	in	ADP
dad-10729	22	28	a	a	DET
dad-10729	22	29	restaurant	restaurant	NOUN
dad-10729	22	30	information	information	NOUN
dad-10729	22	31	system	system	NOUN
dad-10729	22	32	,	,	PUNCT
dad-10729	22	33	the	the	DET
dad-10729	22	34	dialog	dialog	NOUN
dad-10729	22	35	state	state	NOUN
dad-10729	22	36	might	might	AUX
dad-10729	22	37	indicate	indicate	VERB
dad-10729	22	38	the	the	DET
dad-10729	22	39	user	user	NOUN
dad-10729	22	40	’s	’s	PART
dad-10729	22	41	preferred	preferred	ADJ
dad-10729	22	42	price	price	NOUN
dad-10729	22	43	range	range	NOUN
dad-10729	22	44	and	and	CCONJ
dad-10729	22	45	cuisine	cuisine	NOUN
dad-10729	22	46	,	,	PUNCT
dad-10729	22	47	what	what	DET
dad-10729	22	48	information	information	NOUN
dad-10729	22	49	they	they	PRON
dad-10729	22	50	are	be	AUX
dad-10729	22	51	seeking	seek	VERB
dad-10729	22	52	such	such	ADJ
dad-10729	22	53	as	as	ADP
dad-10729	22	54	the	the	DET
dad-10729	22	55	phone	phone	NOUN
dad-10729	22	56	number	number	NOUN
dad-10729	22	57	of	of	ADP
dad-10729	22	58	a	a	DET
dad-10729	22	59	restaurant	restaurant	NOUN
dad-10729	22	60	,	,	PUNCT
dad-10729	22	61	and	and	CCONJ
dad-10729	22	62	which	which	DET
dad-10729	22	63	concepts	concept	NOUN
dad-10729	22	64	have	have	AUX
dad-10729	22	65	been	be	AUX
dad-10729	22	66	stated	state	VERB
dad-10729	22	67	vs.	vs.	ADP
dad-10729	22	68	confirmed	confirm	VERB
dad-10729	22	69	.	.	PUNCT
dad-10729	23	1	dialog	dialog	NOUN
dad-10729	23	2	state	state	NOUN
dad-10729	23	3	tracking	tracking	NOUN
dad-10729	23	4	is	be	AUX
dad-10729	23	5	difficult	difficult	ADJ
dad-10729	23	6	because	because	SCONJ
dad-10729	23	7	asr	asr	NOUN
dad-10729	23	8	and	and	CCONJ
dad-10729	23	9	slu	slu	NOUN
dad-10729	23	10	errors	error	NOUN
dad-10729	23	11	are	be	AUX
dad-10729	23	12	common	common	ADJ
dad-10729	23	13	,	,	PUNCT
dad-10729	23	14	and	and	CCONJ
dad-10729	23	15	can	can	AUX
dad-10729	23	16	cause	cause	VERB
dad-10729	23	17	the	the	DET
dad-10729	23	18	system	system	NOUN
dad-10729	23	19	to	to	PART
dad-10729	23	20	misunderstand	misunderstand	VERB
dad-10729	23	21	the	the	DET
dad-10729	23	22	user	user	NOUN
dad-10729	23	23	.	.	PUNCT
dad-10729	24	1	at	at	ADP
dad-10729	24	2	the	the	DET
dad-10729	24	3	same	same	ADJ
dad-10729	24	4	time	time	NOUN
dad-10729	24	5	,	,	PUNCT
dad-10729	24	6	state	state	NOUN
dad-10729	24	7	tracking	tracking	NOUN
dad-10729	24	8	is	be	AUX
dad-10729	24	9	crucial	crucial	ADJ
dad-10729	24	10	because	because	SCONJ
dad-10729	24	11	the	the	DET
dad-10729	24	12	dialog	dialog	NOUN
dad-10729	24	13	policy	policy	NOUN
dad-10729	24	14	relies	rely	VERB
dad-10729	24	15	on	on	ADP
dad-10729	24	16	the	the	DET
dad-10729	24	17	estimated	estimate	VERB
dad-10729	24	18	dialog	dialog	NOUN
dad-10729	24	19	state	state	NOUN
dad-10729	24	20	to	to	PART
dad-10729	24	21	choose	choose	VERB
dad-10729	24	22	actions	action	NOUN
dad-10729	24	23	–	–	PUNCT
dad-10729	24	24	for	for	ADP
dad-10729	24	25	example	example	NOUN
dad-10729	24	26	,	,	PUNCT
dad-10729	24	27	which	which	PRON
dad-10729	24	28	restaurants	restaurant	VERB
dad-10729	24	29	to	to	PART
dad-10729	24	30	suggest	suggest	VERB
dad-10729	24	31	.	.	PUNCT
dad-10729	25	1	in	in	ADP
dad-10729	25	2	the	the	DET
dad-10729	25	3	literature	literature	NOUN
dad-10729	25	4	,	,	PUNCT
dad-10729	25	5	numerous	numerous	ADJ
dad-10729	25	6	methods	method	NOUN
dad-10729	25	7	for	for	ADP
dad-10729	25	8	dialog	dialog	NOUN
dad-10729	25	9	state	state	NOUN
dad-10729	25	10	tracking	tracking	NOUN
dad-10729	25	11	have	have	AUX
dad-10729	25	12	been	be	AUX
dad-10729	25	13	proposed	propose	VERB
dad-10729	25	14	.	.	PUNCT
dad-10729	26	1	these	these	PRON
dad-10729	26	2	are	be	AUX
dad-10729	26	3	covered	cover	VERB
dad-10729	26	4	in	in	ADP
dad-10729	26	5	detail	detail	NOUN
dad-10729	26	6	in	in	ADP
dad-10729	26	7	section	section	NOUN
dad-10729	26	8	3	3	NUM
dad-10729	26	9	;	;	PUNCT
dad-10729	26	10	illustrative	illustrative	ADJ
dad-10729	26	11	examples	example	NOUN
dad-10729	26	12	include	include	VERB
dad-10729	26	13	hand	hand	NOUN
dad-10729	26	14	-	-	PUNCT
dad-10729	26	15	crafted	craft	VERB
dad-10729	26	16	rules	rule	NOUN
dad-10729	26	17	(	(	PUNCT
dad-10729	26	18	larsson	larsson	PROPN
dad-10729	26	19	and	and	CCONJ
dad-10729	26	20	traum	traum	PROPN
dad-10729	26	21	,	,	PUNCT
dad-10729	26	22	2000	2000	NUM
dad-10729	26	23	;	;	PUNCT
dad-10729	26	24	bohus	bohus	NOUN
dad-10729	26	25	and	and	CCONJ
dad-10729	26	26	rudnicky	rudnicky	NOUN
dad-10729	26	27	,	,	PUNCT
dad-10729	26	28	2003	2003	NUM
dad-10729	26	29	)	)	PUNCT
dad-10729	26	30	,	,	PUNCT
dad-10729	26	31	heuristic	heuristic	ADJ
dad-10729	26	32	scores	score	NOUN
dad-10729	26	33	(	(	PUNCT
dad-10729	26	34	higashinaka	higashinaka	NOUN
dad-10729	26	35	et	et	PROPN
dad-10729	26	36	al	al	PROPN
dad-10729	26	37	.	.	PROPN
dad-10729	26	38	,	,	PUNCT
dad-10729	26	39	2003	2003	NUM
dad-10729	26	40	)	)	PUNCT
dad-10729	26	41	,	,	PUNCT
dad-10729	26	42	bayesian	bayesian	NOUN
dad-10729	26	43	networks	network	NOUN
dad-10729	26	44	(	(	PUNCT
dad-10729	26	45	paek	paek	NOUN
dad-10729	26	46	and	and	CCONJ
dad-10729	26	47	horvitz	horvitz	NOUN
dad-10729	26	48	,	,	PUNCT
dad-10729	26	49	2000	2000	NUM
dad-10729	26	50	;	;	PUNCT
dad-10729	26	51	williams	williams	PROPN
dad-10729	26	52	and	and	CCONJ
dad-10729	26	53	young	young	ADJ
dad-10729	26	54	,	,	PUNCT
dad-10729	26	55	2007	2007	NUM
dad-10729	26	56	)	)	PUNCT
dad-10729	26	57	,	,	PUNCT
dad-10729	26	58	and	and	CCONJ
dad-10729	26	59	discriminative	discriminative	NOUN
dad-10729	26	60	models	model	NOUN
dad-10729	26	61	(	(	PUNCT
dad-10729	26	62	bohus	bohus	NOUN
dad-10729	26	63	and	and	CCONJ
dad-10729	26	64	rudnicky	rudnicky	NOUN
dad-10729	26	65	,	,	PUNCT
dad-10729	26	66	2006	2006	NUM
dad-10729	26	67	)	)	PUNCT
dad-10729	26	68	.	.	PUNCT
dad-10729	27	1	techniques	technique	NOUN
dad-10729	27	2	have	have	AUX
dad-10729	27	3	been	be	AUX
dad-10729	27	4	fielded	field	VERB
dad-10729	27	5	which	which	DET
dad-10729	27	6	scale	scale	NOUN
dad-10729	27	7	to	to	PART
dad-10729	27	8	realistically	realistically	ADV
dad-10729	27	9	sized	sized	ADJ
dad-10729	27	10	dialog	dialog	NOUN
dad-10729	27	11	problems	problem	NOUN
dad-10729	27	12	and	and	CCONJ
dad-10729	27	13	operate	operate	VERB
dad-10729	27	14	in	in	ADP
dad-10729	27	15	real	real	ADJ
dad-10729	27	16	time	time	NOUN
dad-10729	27	17	(	(	PUNCT
dad-10729	27	18	young	young	ADJ
dad-10729	27	19	et	et	PROPN
dad-10729	27	20	al	al	PROPN
dad-10729	27	21	.	.	PROPN
dad-10729	27	22	,	,	PUNCT
dad-10729	27	23	2010	2010	NUM
dad-10729	27	24	;	;	PUNCT
dad-10729	27	25	thomson	thomson	NOUN
dad-10729	27	26	and	and	CCONJ
dad-10729	27	27	young	young	ADJ
dad-10729	27	28	,	,	PUNCT
dad-10729	27	29	2010	2010	NUM
dad-10729	27	30	;	;	PUNCT
dad-10729	27	31	williams	williams	PROPN
dad-10729	27	32	,	,	PUNCT
dad-10729	27	33	2010	2010	NUM
dad-10729	27	34	;	;	PUNCT
dad-10729	27	35	mehta	mehta	PROPN
dad-10729	27	36	et	et	PROPN
dad-10729	27	37	al	al	PROPN
dad-10729	27	38	.	.	PROPN
dad-10729	27	39	,	,	PUNCT
dad-10729	27	40	2010	2010	NUM
dad-10729	27	41	)	)	PUNCT
dad-10729	27	42	.	.	PUNCT
dad-10729	28	1	in	in	ADP
dad-10729	28	2	end	end	NOUN
dad-10729	28	3	-	-	PUNCT
dad-10729	28	4	to	to	ADP
dad-10729	28	5	-	-	PUNCT
dad-10729	28	6	end	end	NOUN
dad-10729	28	7	dialog	dialog	NOUN
dad-10729	28	8	systems	system	NOUN
dad-10729	28	9	,	,	PUNCT
dad-10729	28	10	dialog	dialog	NOUN
dad-10729	28	11	state	state	NOUN
dad-10729	28	12	tracking	tracking	NOUN
dad-10729	28	13	has	have	AUX
dad-10729	28	14	been	be	AUX
dad-10729	28	15	shown	show	VERB
dad-10729	28	16	to	to	PART
dad-10729	28	17	improve	improve	VERB
dad-10729	28	18	overall	overall	ADJ
dad-10729	28	19	system	system	NOUN
dad-10729	28	20	performance	performance	NOUN
dad-10729	28	21	(	(	PUNCT
dad-10729	28	22	young	young	ADJ
dad-10729	28	23	et	et	PROPN
dad-10729	28	24	al	al	PROPN
dad-10729	28	25	.	.	PROPN
dad-10729	28	26	,	,	PUNCT
dad-10729	28	27	2010	2010	NUM
dad-10729	28	28	;	;	PUNCT
dad-10729	28	29	thomson	thomson	NOUN
dad-10729	28	30	and	and	CCONJ
dad-10729	28	31	young	young	ADJ
dad-10729	28	32	,	,	PUNCT
dad-10729	28	33	2010	2010	NUM
dad-10729	28	34	)	)	PUNCT
dad-10729	28	35	.	.	PUNCT
dad-10729	29	1	despite	despite	SCONJ
dad-10729	29	2	this	this	DET
dad-10729	29	3	progress	progress	NOUN
dad-10729	29	4	,	,	PUNCT
dad-10729	29	5	direct	direct	ADJ
dad-10729	29	6	comparisons	comparison	NOUN
dad-10729	29	7	between	between	ADP
dad-10729	29	8	methods	method	NOUN
dad-10729	29	9	have	have	AUX
dad-10729	29	10	not	not	PART
dad-10729	29	11	been	be	AUX
dad-10729	29	12	possible	possible	ADJ
dad-10729	29	13	because	because	SCONJ
dad-10729	29	14	past	past	ADJ
dad-10729	29	15	studies	study	NOUN
dad-10729	29	16	use	use	VERB
dad-10729	29	17	different	different	ADJ
dad-10729	29	18	domains	domain	NOUN
dad-10729	29	19	and	and	CCONJ
dad-10729	29	20	different	different	ADJ
dad-10729	29	21	system	system	NOUN
dad-10729	29	22	components	component	NOUN
dad-10729	29	23	for	for	ADP
dad-10729	29	24	asr	asr	PROPN
dad-10729	29	25	,	,	PUNCT
dad-10729	29	26	slu	slu	NOUN
dad-10729	29	27	,	,	PUNCT
dad-10729	29	28	dialog	dialog	NOUN
dad-10729	29	29	policy	policy	NOUN
dad-10729	29	30	,	,	PUNCT
dad-10729	29	31	etc	etc	X
dad-10729	29	32	.	.	X
dad-10729	30	1	moreover	moreover	ADV
dad-10729	30	2	,	,	PUNCT
dad-10729	30	3	there	there	PRON
dad-10729	30	4	has	have	AUX
dad-10729	30	5	not	not	PART
dad-10729	30	6	been	be	AUX
dad-10729	30	7	a	a	DET
dad-10729	30	8	standard	standard	ADJ
dad-10729	30	9	task	task	NOUN
dad-10729	30	10	or	or	CCONJ
dad-10729	30	11	methodology	methodology	NOUN
dad-10729	30	12	for	for	ADP
dad-10729	30	13	evaluating	evaluate	VERB
dad-10729	30	14	dialog	dialog	NOUN
dad-10729	30	15	state	state	NOUN
dad-10729	30	16	tracking	tracking	NOUN
dad-10729	30	17	.	.	PUNCT
dad-10729	31	1	together	together	ADV
dad-10729	31	2	these	these	DET
dad-10729	31	3	issues	issue	NOUN
dad-10729	31	4	have	have	VERB
dad-10729	31	5	limited	limit	VERB
dad-10729	31	6	progress	progress	NOUN
dad-10729	31	7	in	in	ADP
dad-10729	31	8	this	this	DET
dad-10729	31	9	research	research	NOUN
dad-10729	31	10	area	area	NOUN
dad-10729	31	11	.	.	PUNCT
dad-10729	32	1	the	the	DET
dad-10729	32	2	dialog	dialog	NOUN
dad-10729	32	3	state	state	NOUN
dad-10729	32	4	tracking	tracking	NOUN
dad-10729	32	5	challenge	challenge	NOUN
dad-10729	32	6	(	(	PUNCT
dad-10729	32	7	dstc	dstc	NOUN
dad-10729	32	8	)	)	PUNCT
dad-10729	32	9	series	series	NOUN
dad-10729	32	10	has	have	AUX
dad-10729	32	11	provided	provide	VERB
dad-10729	32	12	a	a	DET
dad-10729	32	13	first	first	ADJ
dad-10729	32	14	common	common	ADJ
dad-10729	32	15	testbed	testbe	VERB
dad-10729	32	16	and	and	CCONJ
dad-10729	32	17	evaluation	evaluation	NOUN
dad-10729	32	18	suite	suite	NOUN
dad-10729	32	19	for	for	ADP
dad-10729	32	20	dialog	dialog	NOUN
dad-10729	32	21	state	state	NOUN
dad-10729	32	22	tracking	tracking	NOUN
dad-10729	32	23	.	.	PUNCT
dad-10729	33	1	three	three	NUM
dad-10729	33	2	instances	instance	NOUN
dad-10729	33	3	of	of	ADP
dad-10729	33	4	the	the	DET
dad-10729	33	5	dstc	dstc	NOUN
dad-10729	33	6	have	have	AUX
dad-10729	33	7	been	be	AUX
dad-10729	33	8	run	run	VERB
dad-10729	33	9	over	over	ADP
dad-10729	33	10	a	a	DET
dad-10729	33	11	three	three	NUM
dad-10729	33	12	5	5	NUM
dad-10729	33	13	williams	william	NOUN
dad-10729	33	14	,	,	PUNCT
dad-10729	33	15	raux	raux	PROPN
dad-10729	33	16	,	,	PUNCT
dad-10729	33	17	and	and	CCONJ
dad-10729	33	18	henderson	henderson	PROPN
dad-10729	33	19	year	year	NOUN
dad-10729	33	20	period	period	NOUN
dad-10729	33	21	.	.	PUNCT
dad-10729	34	1	each	each	DET
dad-10729	34	2	instance	instance	NOUN
dad-10729	34	3	has	have	AUX
dad-10729	34	4	released	release	VERB
dad-10729	34	5	a	a	DET
dad-10729	34	6	public	public	ADJ
dad-10729	34	7	corpus	corpus	NOUN
dad-10729	34	8	of	of	ADP
dad-10729	34	9	transcribed	transcribe	VERB
dad-10729	34	10	and	and	CCONJ
dad-10729	34	11	labeled	label	VERB
dad-10729	34	12	human	human	ADJ
dad-10729	34	13	-	-	PUNCT
dad-10729	34	14	computer	computer	NOUN
dad-10729	34	15	dialogs	dialog	NOUN
dad-10729	34	16	along	along	ADP
dad-10729	34	17	with	with	ADP
dad-10729	34	18	baseline	baseline	NOUN
dad-10729	34	19	trackers	tracker	NOUN
dad-10729	34	20	and	and	CCONJ
dad-10729	34	21	evaluation	evaluation	NOUN
dad-10729	34	22	tools	tool	NOUN
dad-10729	34	23	,	,	PUNCT
dad-10729	34	24	and	and	CCONJ
dad-10729	34	25	each	each	DET
dad-10729	34	26	instance	instance	NOUN
dad-10729	34	27	has	have	AUX
dad-10729	34	28	explored	explore	VERB
dad-10729	34	29	a	a	DET
dad-10729	34	30	new	new	ADJ
dad-10729	34	31	aspect	aspect	NOUN
dad-10729	34	32	of	of	ADP
dad-10729	34	33	dialog	dialog	NOUN
dad-10729	34	34	state	state	NOUN
dad-10729	34	35	tracking	tracking	NOUN
dad-10729	34	36	.	.	PUNCT
dad-10729	35	1	between	between	ADP
dad-10729	35	2	seven	seven	NUM
dad-10729	35	3	and	and	CCONJ
dad-10729	35	4	nine	nine	NUM
dad-10729	35	5	teams	team	NOUN
dad-10729	35	6	have	have	AUX
dad-10729	35	7	entered	enter	VERB
dad-10729	35	8	each	each	DET
dad-10729	35	9	challenge	challenge	NOUN
dad-10729	35	10	.	.	PUNCT
dad-10729	36	1	this	this	DET
dad-10729	36	2	challenge	challenge	NOUN
dad-10729	36	3	task	task	PROPN
dad-10729	36	4	series	series	NOUN
dad-10729	36	5	has	have	AUX
dad-10729	36	6	spurred	spur	VERB
dad-10729	36	7	significant	significant	ADJ
dad-10729	36	8	work	work	NOUN
dad-10729	36	9	on	on	ADP
dad-10729	36	10	dialog	dialog	NOUN
dad-10729	36	11	state	state	NOUN
dad-10729	36	12	tracking	tracking	NOUN
dad-10729	36	13	,	,	PUNCT
dad-10729	36	14	yielding	yield	VERB
dad-10729	36	15	both	both	CCONJ
dad-10729	36	16	numerous	numerous	ADJ
dad-10729	36	17	new	new	ADJ
dad-10729	36	18	techniques	technique	NOUN
dad-10729	36	19	as	as	ADV
dad-10729	36	20	well	well	ADV
dad-10729	36	21	as	as	ADP
dad-10729	36	22	a	a	DET
dad-10729	36	23	standard	standard	ADJ
dad-10729	36	24	set	set	NOUN
dad-10729	36	25	of	of	ADP
dad-10729	36	26	evaluation	evaluation	NOUN
dad-10729	36	27	metrics	metric	NOUN
dad-10729	36	28	.	.	PUNCT
dad-10729	37	1	this	this	DET
dad-10729	37	2	paper	paper	NOUN
dad-10729	37	3	is	be	AUX
dad-10729	37	4	organized	organize	VERB
dad-10729	37	5	as	as	SCONJ
dad-10729	37	6	follows	follow	VERB
dad-10729	37	7	.	.	PUNCT
dad-10729	38	1	first	first	ADV
dad-10729	38	2	,	,	PUNCT
dad-10729	38	3	section	section	NOUN
dad-10729	38	4	2	2	NUM
dad-10729	38	5	formalizes	formalize	VERB
dad-10729	38	6	the	the	DET
dad-10729	38	7	dialog	dialog	NOUN
dad-10729	38	8	state	state	NOUN
dad-10729	38	9	tracking	tracking	NOUN
dad-10729	38	10	problem	problem	NOUN
dad-10729	38	11	,	,	PUNCT
dad-10729	38	12	and	and	CCONJ
dad-10729	38	13	section	section	NOUN
dad-10729	38	14	3	3	NUM
dad-10729	38	15	reviews	review	NOUN
dad-10729	38	16	solution	solution	NOUN
dad-10729	38	17	methods	method	NOUN
dad-10729	38	18	from	from	ADP
dad-10729	38	19	the	the	DET
dad-10729	38	20	literature	literature	NOUN
dad-10729	38	21	.	.	PUNCT
dad-10729	39	1	section	section	NOUN
dad-10729	39	2	4	4	NUM
dad-10729	39	3	then	then	ADV
dad-10729	39	4	covers	cover	VERB
dad-10729	39	5	the	the	DET
dad-10729	39	6	first	first	ADJ
dad-10729	39	7	three	three	NUM
dad-10729	39	8	instances	instance	NOUN
dad-10729	39	9	of	of	ADP
dad-10729	39	10	the	the	DET
dad-10729	39	11	dialog	dialog	NOUN
dad-10729	39	12	state	state	NOUN
dad-10729	39	13	tracking	tracking	NOUN
dad-10729	39	14	challenge	challenge	NOUN
dad-10729	39	15	–	–	PUNCT
dad-10729	39	16	dstc1	dstc1	ADV
dad-10729	39	17	,	,	PUNCT
dad-10729	39	18	dstc2	dstc2	NOUN
dad-10729	39	19	,	,	PUNCT
dad-10729	39	20	and	and	CCONJ
dad-10729	39	21	dstc3	dstc3	NOUN
dad-10729	39	22	–	–	PUNCT
dad-10729	39	23	including	include	VERB
dad-10729	39	24	the	the	DET
dad-10729	39	25	task	task	NOUN
dad-10729	39	26	design	design	NOUN
dad-10729	39	27	,	,	PUNCT
dad-10729	39	28	data	datum	NOUN
dad-10729	39	29	,	,	PUNCT
dad-10729	39	30	evaluation	evaluation	NOUN
dad-10729	39	31	methodology	methodology	NOUN
dad-10729	39	32	,	,	PUNCT
dad-10729	39	33	and	and	CCONJ
dad-10729	39	34	baselines	baseline	NOUN
dad-10729	39	35	.	.	PUNCT
dad-10729	40	1	section	section	NOUN
dad-10729	40	2	5	5	NUM
dad-10729	40	3	then	then	ADV
dad-10729	40	4	covers	cover	VERB
dad-10729	40	5	results	result	NOUN
dad-10729	40	6	from	from	ADP
dad-10729	40	7	the	the	DET
dad-10729	40	8	challenge	challenge	NOUN
dad-10729	40	9	tasks	task	NOUN
dad-10729	40	10	.	.	PUNCT
dad-10729	41	1	finally	finally	ADV
dad-10729	41	2	,	,	PUNCT
dad-10729	41	3	section	section	NOUN
dad-10729	41	4	7	7	NUM
dad-10729	41	5	concludes	conclude	VERB
dad-10729	41	6	.	.	PUNCT
dad-10729	42	1	2	2	X
dad-10729	42	2	.	.	NOUN
dad-10729	42	3	dialog	dialog	NOUN
dad-10729	42	4	state	state	NOUN
dad-10729	42	5	tracking	tracking	NOUN
dad-10729	42	6	:	:	PUNCT
dad-10729	42	7	problem	problem	NOUN
dad-10729	42	8	definition	definition	NOUN
dad-10729	42	9	first	first	ADV
dad-10729	42	10	,	,	PUNCT
dad-10729	42	11	we	we	PRON
dad-10729	42	12	define	define	VERB
dad-10729	42	13	the	the	DET
dad-10729	42	14	concept	concept	NOUN
dad-10729	42	15	of	of	ADP
dad-10729	42	16	dialog	dialog	NOUN
dad-10729	42	17	state	state	NOUN
dad-10729	42	18	.	.	PUNCT
dad-10729	43	1	a	a	DET
dad-10729	43	2	dialog	dialog	NOUN
dad-10729	43	3	state	state	PROPN
dad-10729	43	4	st	st	PROPN
dad-10729	43	5	is	be	AUX
dad-10729	43	6	a	a	DET
dad-10729	43	7	data	data	NOUN
dad-10729	43	8	structure	structure	NOUN
dad-10729	43	9	drawn	draw	VERB
dad-10729	43	10	from	from	ADP
dad-10729	43	11	a	a	DET
dad-10729	43	12	set	set	NOUN
dad-10729	43	13	s	s	NOUN
dad-10729	43	14	that	that	PRON
dad-10729	43	15	summarizes	summarize	VERB
dad-10729	43	16	the	the	DET
dad-10729	43	17	dialog	dialog	NOUN
dad-10729	43	18	history	history	NOUN
dad-10729	43	19	up	up	ADP
dad-10729	43	20	to	to	ADP
dad-10729	43	21	time	time	NOUN
dad-10729	43	22	t	t	PROPN
dad-10729	43	23	to	to	ADP
dad-10729	43	24	a	a	DET
dad-10729	43	25	level	level	NOUN
dad-10729	43	26	of	of	ADP
dad-10729	43	27	detail	detail	NOUN
dad-10729	43	28	that	that	PRON
dad-10729	43	29	provides	provide	VERB
dad-10729	43	30	sufficient	sufficient	ADJ
dad-10729	43	31	information	information	NOUN
dad-10729	43	32	for	for	ADP
dad-10729	43	33	choosing	choose	VERB
dad-10729	43	34	the	the	DET
dad-10729	43	35	next	next	ADJ
dad-10729	43	36	system	system	NOUN
dad-10729	43	37	action	action	NOUN
dad-10729	43	38	.	.	PUNCT
dad-10729	44	1	in	in	ADP
dad-10729	44	2	practice	practice	NOUN
dad-10729	44	3	,	,	PUNCT
dad-10729	44	4	the	the	DET
dad-10729	44	5	dialog	dialog	NOUN
dad-10729	44	6	state	state	NOUN
dad-10729	44	7	typically	typically	ADV
dad-10729	44	8	encodes	encode	VERB
dad-10729	44	9	the	the	DET
dad-10729	44	10	user	user	NOUN
dad-10729	44	11	’s	’s	PART
dad-10729	44	12	goal	goal	NOUN
dad-10729	44	13	in	in	ADP
dad-10729	44	14	the	the	DET
dad-10729	44	15	conversation	conversation	NOUN
dad-10729	44	16	along	along	ADP
dad-10729	44	17	with	with	ADP
dad-10729	44	18	relevant	relevant	ADJ
dad-10729	44	19	history	history	NOUN
dad-10729	44	20	–	–	PUNCT
dad-10729	44	21	for	for	ADP
dad-10729	44	22	example	example	NOUN
dad-10729	44	23	,	,	PUNCT
dad-10729	44	24	in	in	ADP
dad-10729	44	25	the	the	DET
dad-10729	44	26	bus	bus	NOUN
dad-10729	44	27	timetable	timetable	NOUN
dad-10729	44	28	domain	domain	NOUN
dad-10729	44	29	,	,	PUNCT
dad-10729	44	30	s	s	VERB
dad-10729	44	31	may	may	AUX
dad-10729	44	32	encode	encode	VERB
dad-10729	44	33	which	which	DET
dad-10729	44	34	bus	bus	NOUN
dad-10729	44	35	stop	stop	VERB
dad-10729	44	36	the	the	DET
dad-10729	44	37	user	user	NOUN
dad-10729	44	38	wants	want	VERB
dad-10729	44	39	to	to	PART
dad-10729	44	40	leave	leave	VERB
dad-10729	44	41	from	from	ADP
dad-10729	44	42	,	,	PUNCT
dad-10729	44	43	where	where	SCONJ
dad-10729	44	44	they	they	PRON
dad-10729	44	45	are	be	AUX
dad-10729	44	46	going	go	VERB
dad-10729	44	47	to	to	PART
dad-10729	44	48	,	,	PUNCT
dad-10729	44	49	and	and	CCONJ
dad-10729	44	50	whether	whether	SCONJ
dad-10729	44	51	the	the	DET
dad-10729	44	52	system	system	NOUN
dad-10729	44	53	has	have	AUX
dad-10729	44	54	already	already	ADV
dad-10729	44	55	offered	offer	VERB
dad-10729	44	56	a	a	DET
dad-10729	44	57	bus	bus	NOUN
dad-10729	44	58	on	on	ADP
dad-10729	44	59	that	that	DET
dad-10729	44	60	route	route	NOUN
dad-10729	44	61	.	.	PUNCT
dad-10729	45	1	a	a	DET
dad-10729	45	2	dialog	dialog	NOUN
dad-10729	45	3	state	state	NOUN
dad-10729	45	4	tracker	tracker	NOUN
dad-10729	45	5	takes	take	VERB
dad-10729	45	6	as	as	ADP
dad-10729	45	7	input	input	NOUN
dad-10729	45	8	all	all	PRON
dad-10729	45	9	of	of	ADP
dad-10729	45	10	the	the	DET
dad-10729	45	11	observable	observable	ADJ
dad-10729	45	12	elements	element	NOUN
dad-10729	45	13	up	up	ADP
dad-10729	45	14	to	to	ADP
dad-10729	45	15	time	time	NOUN
dad-10729	45	16	t	t	NOUN
dad-10729	45	17	in	in	ADP
dad-10729	45	18	a	a	DET
dad-10729	45	19	dialog	dialog	NOUN
dad-10729	45	20	,	,	PUNCT
dad-10729	45	21	including	include	VERB
dad-10729	45	22	all	all	PRON
dad-10729	45	23	of	of	ADP
dad-10729	45	24	the	the	DET
dad-10729	45	25	results	result	NOUN
dad-10729	45	26	from	from	ADP
dad-10729	45	27	the	the	DET
dad-10729	45	28	asr	asr	NOUN
dad-10729	45	29	and	and	CCONJ
dad-10729	45	30	slu	slu	NOUN
dad-10729	45	31	components	component	NOUN
dad-10729	45	32	,	,	PUNCT
dad-10729	45	33	all	all	DET
dad-10729	45	34	system	system	NOUN
dad-10729	45	35	actions	action	NOUN
dad-10729	45	36	taken	take	VERB
dad-10729	45	37	so	so	ADV
dad-10729	45	38	far	far	ADV
dad-10729	45	39	,	,	PUNCT
dad-10729	45	40	and	and	CCONJ
dad-10729	45	41	external	external	ADJ
dad-10729	45	42	knowledge	knowledge	NOUN
dad-10729	45	43	sources	source	NOUN
dad-10729	45	44	such	such	ADJ
dad-10729	45	45	as	as	ADP
dad-10729	45	46	bus	bus	NOUN
dad-10729	45	47	timetable	timetable	NOUN
dad-10729	45	48	databases	database	NOUN
dad-10729	45	49	and	and	CCONJ
dad-10729	45	50	models	model	NOUN
dad-10729	45	51	of	of	ADP
dad-10729	45	52	past	past	ADJ
dad-10729	45	53	dialogs	dialog	NOUN
dad-10729	45	54	.	.	PUNCT
dad-10729	46	1	because	because	SCONJ
dad-10729	46	2	the	the	DET
dad-10729	46	3	asr	asr	NOUN
dad-10729	46	4	and	and	CCONJ
dad-10729	46	5	slu	slu	NOUN
dad-10729	46	6	are	be	AUX
dad-10729	46	7	imperfect	imperfect	ADJ
dad-10729	46	8	and	and	CCONJ
dad-10729	46	9	prone	prone	ADJ
dad-10729	46	10	to	to	ADP
dad-10729	46	11	errors	error	NOUN
dad-10729	46	12	,	,	PUNCT
dad-10729	46	13	they	they	PRON
dad-10729	46	14	may	may	AUX
dad-10729	46	15	output	output	VERB
dad-10729	46	16	several	several	ADJ
dad-10729	46	17	conflicting	conflicting	ADJ
dad-10729	46	18	interpretations	interpretation	NOUN
dad-10729	46	19	.	.	PUNCT
dad-10729	47	1	specifically	specifically	ADV
dad-10729	47	2	,	,	PUNCT
dad-10729	47	3	the	the	DET
dad-10729	47	4	asr	asr	NOUN
dad-10729	47	5	may	may	AUX
dad-10729	47	6	output	output	VERB
dad-10729	47	7	an	an	DET
dad-10729	47	8	n	n	ADV
dad-10729	47	9	-	-	PUNCT
dad-10729	47	10	best	good	ADJ
dad-10729	47	11	list	list	NOUN
dad-10729	47	12	of	of	ADP
dad-10729	47	13	sentences	sentence	NOUN
dad-10729	47	14	,	,	PUNCT
dad-10729	47	15	a	a	DET
dad-10729	47	16	word	word	NOUN
dad-10729	47	17	confusion	confusion	NOUN
dad-10729	47	18	network	network	NOUN
dad-10729	47	19	(	(	PUNCT
dad-10729	47	20	mangu	mangu	PROPN
dad-10729	47	21	et	et	PROPN
dad-10729	47	22	al	al	PROPN
dad-10729	47	23	.	.	PROPN
dad-10729	47	24	,	,	PUNCT
dad-10729	47	25	2000	2000	NUM
dad-10729	47	26	)	)	PUNCT
dad-10729	47	27	,	,	PUNCT
dad-10729	47	28	or	or	CCONJ
dad-10729	47	29	a	a	DET
dad-10729	47	30	lattice	lattice	NOUN
dad-10729	47	31	;	;	PUNCT
dad-10729	47	32	the	the	DET
dad-10729	47	33	slu	slu	NOUN
dad-10729	47	34	may	may	AUX
dad-10729	47	35	output	output	VERB
dad-10729	47	36	an	an	DET
dad-10729	47	37	n	n	ADV
dad-10729	47	38	-	-	PUNCT
dad-10729	47	39	best	good	ADJ
dad-10729	47	40	list	list	NOUN
dad-10729	47	41	of	of	ADP
dad-10729	47	42	interpretations	interpretation	NOUN
dad-10729	47	43	.	.	PUNCT
dad-10729	48	1	figure	figure	NOUN
dad-10729	48	2	1	1	NUM
dad-10729	48	3	shows	show	VERB
dad-10729	48	4	example	example	NOUN
dad-10729	48	5	asr	asr	NOUN
dad-10729	48	6	and	and	CCONJ
dad-10729	48	7	slu	slu	NOUN
dad-10729	48	8	n	n	CCONJ
dad-10729	48	9	-	-	PUNCT
dad-10729	48	10	best	good	ADJ
dad-10729	48	11	lists	list	NOUN
dad-10729	48	12	.	.	PUNCT
dad-10729	49	1	given	give	VERB
dad-10729	49	2	these	these	DET
dad-10729	49	3	inputs	input	NOUN
dad-10729	49	4	,	,	PUNCT
dad-10729	49	5	the	the	DET
dad-10729	49	6	tracker	tracker	NOUN
dad-10729	49	7	then	then	ADV
dad-10729	49	8	outputs	output	VERB
dad-10729	49	9	its	its	PRON
dad-10729	49	10	estimate	estimate	NOUN
dad-10729	49	11	of	of	ADP
dad-10729	49	12	the	the	DET
dad-10729	49	13	current	current	ADJ
dad-10729	49	14	state	state	NOUN
dad-10729	49	15	of	of	ADP
dad-10729	49	16	the	the	DET
dad-10729	49	17	dialog	dialog	NOUN
dad-10729	49	18	s.	s.	PROPN
dad-10729	49	19	the	the	DET
dad-10729	49	20	goal	goal	NOUN
dad-10729	49	21	is	be	AUX
dad-10729	49	22	to	to	PART
dad-10729	49	23	correctly	correctly	ADV
dad-10729	49	24	identify	identify	VERB
dad-10729	49	25	the	the	DET
dad-10729	49	26	true	true	ADJ
dad-10729	49	27	current	current	ADJ
dad-10729	49	28	state	state	NOUN
dad-10729	49	29	s∗	s∗	NOUN
dad-10729	49	30	of	of	ADP
dad-10729	49	31	the	the	DET
dad-10729	49	32	dialog	dialog	NOUN
dad-10729	49	33	–	–	PUNCT
dad-10729	49	34	for	for	ADP
dad-10729	49	35	example	example	NOUN
dad-10729	49	36	,	,	PUNCT
dad-10729	49	37	the	the	DET
dad-10729	49	38	bus	bus	NOUN
dad-10729	49	39	stops	stop	VERB
dad-10729	49	40	the	the	DET
dad-10729	49	41	user	user	NOUN
dad-10729	49	42	has	have	AUX
dad-10729	49	43	actually	actually	ADV
dad-10729	49	44	said	say	VERB
dad-10729	49	45	they	they	PRON
dad-10729	49	46	want	want	VERB
dad-10729	49	47	or	or	CCONJ
dad-10729	49	48	whether	whether	SCONJ
dad-10729	49	49	the	the	DET
dad-10729	49	50	user	user	NOUN
dad-10729	49	51	wants	want	VERB
dad-10729	49	52	the	the	DET
dad-10729	49	53	address	address	NOUN
dad-10729	49	54	,	,	PUNCT
dad-10729	49	55	opening	opening	NOUN
dad-10729	49	56	hours	hour	NOUN
dad-10729	49	57	,	,	PUNCT
dad-10729	49	58	or	or	CCONJ
dad-10729	49	59	price	price	NOUN
dad-10729	49	60	range	range	NOUN
dad-10729	49	61	of	of	ADP
dad-10729	49	62	a	a	DET
dad-10729	49	63	particular	particular	ADJ
dad-10729	49	64	restaurant	restaurant	NOUN
dad-10729	49	65	.	.	PUNCT
dad-10729	50	1	however	however	ADV
dad-10729	50	2	,	,	PUNCT
dad-10729	50	3	the	the	DET
dad-10729	50	4	true	true	ADJ
dad-10729	50	5	state	state	NOUN
dad-10729	50	6	is	be	AUX
dad-10729	50	7	typically	typically	ADV
dad-10729	50	8	not	not	PART
dad-10729	50	9	directly	directly	ADV
dad-10729	50	10	observable	observable	ADJ
dad-10729	50	11	from	from	ADP
dad-10729	50	12	the	the	DET
dad-10729	50	13	inputs	input	NOUN
dad-10729	50	14	,	,	PUNCT
dad-10729	50	15	for	for	ADP
dad-10729	50	16	a	a	DET
dad-10729	50	17	variety	variety	NOUN
dad-10729	50	18	of	of	ADP
dad-10729	50	19	reasons	reason	NOUN
dad-10729	50	20	:	:	PUNCT
dad-10729	50	21	errors	error	NOUN
dad-10729	50	22	in	in	ADP
dad-10729	50	23	speech	speech	NOUN
dad-10729	50	24	recognition	recognition	NOUN
dad-10729	50	25	and	and	CCONJ
dad-10729	50	26	language	language	NOUN
dad-10729	50	27	understanding	understanding	NOUN
dad-10729	50	28	,	,	PUNCT
dad-10729	50	29	ambiguous	ambiguous	ADJ
dad-10729	50	30	or	or	CCONJ
dad-10729	50	31	underspecified	underspecified	ADJ
dad-10729	50	32	utterances	utterance	NOUN
dad-10729	50	33	,	,	PUNCT
dad-10729	50	34	unsignaled	unsignaled	ADJ
dad-10729	50	35	changes	change	NOUN
dad-10729	50	36	in	in	ADP
dad-10729	50	37	the	the	DET
dad-10729	50	38	user	user	NOUN
dad-10729	50	39	’s	’s	PART
dad-10729	50	40	goal	goal	NOUN
dad-10729	50	41	,	,	PUNCT
dad-10729	50	42	etc	etc	X
dad-10729	50	43	.	.	X
dad-10729	50	44	therefore	therefore	ADV
dad-10729	50	45	,	,	PUNCT
dad-10729	50	46	robust	robust	ADJ
dad-10729	50	47	dialog	dialog	NOUN
dad-10729	50	48	state	state	NOUN
dad-10729	50	49	trackers	tracker	NOUN
dad-10729	50	50	typically	typically	ADV
dad-10729	50	51	output	output	VERB
dad-10729	50	52	a	a	DET
dad-10729	50	53	distribution	distribution	NOUN
dad-10729	50	54	over	over	ADP
dad-10729	50	55	multiple	multiple	ADJ
dad-10729	50	56	possible	possible	ADJ
dad-10729	50	57	dialog	dialog	NOUN
dad-10729	50	58	states	state	NOUN
dad-10729	50	59	b(s	b(	NOUN
dad-10729	50	60	)	)	PUNCT
dad-10729	50	61	.	.	PUNCT
dad-10729	51	1	a	a	DET
dad-10729	51	2	distribution	distribution	NOUN
dad-10729	51	3	is	be	AUX
dad-10729	51	4	useful	useful	ADJ
dad-10729	51	5	because	because	SCONJ
dad-10729	51	6	it	it	PRON
dad-10729	51	7	provides	provide	VERB
dad-10729	51	8	a	a	DET
dad-10729	51	9	principled	principled	ADJ
dad-10729	51	10	representation	representation	NOUN
dad-10729	51	11	of	of	ADP
dad-10729	51	12	the	the	DET
dad-10729	51	13	uncertainty	uncertainty	NOUN
dad-10729	51	14	in	in	ADP
dad-10729	51	15	the	the	DET
dad-10729	51	16	dialog	dialog	NOUN
dad-10729	51	17	state	state	NOUN
dad-10729	51	18	.	.	PUNCT
dad-10729	52	1	it	it	PRON
dad-10729	52	2	also	also	ADV
dad-10729	52	3	gives	give	VERB
dad-10729	52	4	a	a	DET
dad-10729	52	5	clear	clear	ADJ
dad-10729	52	6	basis	basis	NOUN
dad-10729	52	7	for	for	ADP
dad-10729	52	8	taking	take	VERB
dad-10729	52	9	clarification	clarification	NOUN
dad-10729	52	10	actions	action	NOUN
dad-10729	52	11	:	:	PUNCT
dad-10729	52	12	for	for	ADP
dad-10729	52	13	example	example	NOUN
dad-10729	52	14	,	,	PUNCT
dad-10729	52	15	if	if	SCONJ
dad-10729	52	16	the	the	DET
dad-10729	52	17	distribution	distribution	NOUN
dad-10729	52	18	’s	’s	PART
dad-10729	52	19	probability	probability	NOUN
dad-10729	52	20	mass	mass	NOUN
dad-10729	52	21	is	be	AUX
dad-10729	52	22	concentrated	concentrate	VERB
dad-10729	52	23	on	on	ADP
dad-10729	52	24	two	two	NUM
dad-10729	52	25	states	state	NOUN
dad-10729	52	26	that	that	PRON
dad-10729	52	27	differ	differ	VERB
dad-10729	52	28	only	only	ADV
dad-10729	52	29	in	in	ADP
dad-10729	52	30	which	which	DET
dad-10729	52	31	type	type	NOUN
dad-10729	52	32	of	of	ADP
dad-10729	52	33	food	food	NOUN
dad-10729	52	34	the	the	DET
dad-10729	52	35	user	user	NOUN
dad-10729	52	36	is	be	AUX
dad-10729	52	37	asking	ask	VERB
dad-10729	52	38	for	for	ADP
dad-10729	52	39	(	(	PUNCT
dad-10729	52	40	say	say	INTJ
dad-10729	52	41	,	,	PUNCT
dad-10729	52	42	“	"	PUNCT
dad-10729	52	43	indian	indian	ADJ
dad-10729	52	44	”	"	PUNCT
dad-10729	52	45	and	and	CCONJ
dad-10729	52	46	“	"	PUNCT
dad-10729	52	47	italian	italian	ADJ
dad-10729	52	48	”	"	PUNCT
dad-10729	52	49	)	)	PUNCT
dad-10729	52	50	,	,	PUNCT
dad-10729	52	51	this	this	PRON
dad-10729	52	52	allows	allow	VERB
dad-10729	52	53	the	the	DET
dad-10729	52	54	system	system	NOUN
dad-10729	52	55	to	to	PART
dad-10729	52	56	ask	ask	VERB
dad-10729	52	57	“	"	PUNCT
dad-10729	52	58	did	do	AUX
dad-10729	52	59	you	you	PRON
dad-10729	52	60	want	want	VERB
dad-10729	52	61	indian	indian	ADJ
dad-10729	52	62	or	or	CCONJ
dad-10729	52	63	italian	italian	ADJ
dad-10729	52	64	food	food	NOUN
dad-10729	52	65	?	?	PUNCT
dad-10729	52	66	”	"	PUNCT
dad-10729	52	67	.	.	PUNCT
dad-10729	53	1	figure	figure	NOUN
dad-10729	53	2	2	2	NUM
dad-10729	53	3	shows	show	VERB
dad-10729	53	4	an	an	DET
dad-10729	53	5	example	example	NOUN
dad-10729	53	6	of	of	ADP
dad-10729	53	7	the	the	DET
dad-10729	53	8	dialog	dialog	NOUN
dad-10729	53	9	state	state	NOUN
dad-10729	53	10	tracking	tracking	NOUN
dad-10729	53	11	process	process	NOUN
dad-10729	53	12	,	,	PUNCT
dad-10729	53	13	and	and	CCONJ
dad-10729	53	14	illustrates	illustrate	VERB
dad-10729	53	15	how	how	SCONJ
dad-10729	53	16	effective	effective	ADJ
dad-10729	53	17	dialog	dialog	NOUN
dad-10729	53	18	state	state	NOUN
dad-10729	53	19	tracking	tracking	NOUN
dad-10729	53	20	can	can	AUX
dad-10729	53	21	overcome	overcome	VERB
dad-10729	53	22	some	some	PRON
dad-10729	53	23	of	of	ADP
dad-10729	53	24	the	the	DET
dad-10729	53	25	errors	error	NOUN
dad-10729	53	26	received	receive	VERB
dad-10729	53	27	from	from	ADP
dad-10729	53	28	the	the	DET
dad-10729	53	29	asr	asr	NOUN
dad-10729	53	30	and	and	CCONJ
dad-10729	53	31	slu	slu	NOUN
dad-10729	53	32	.	.	PUNCT
dad-10729	54	1	in	in	ADP
dad-10729	54	2	this	this	DET
dad-10729	54	3	paper	paper	NOUN
dad-10729	54	4	–	–	PUNCT
dad-10729	54	5	and	and	CCONJ
dad-10729	54	6	in	in	ADP
dad-10729	54	7	the	the	DET
dad-10729	54	8	dstc	dstc	NOUN
dad-10729	54	9	challenge	challenge	NOUN
dad-10729	54	10	series	series	NOUN
dad-10729	54	11	–	–	PUNCT
dad-10729	54	12	we	we	PRON
dad-10729	54	13	have	have	AUX
dad-10729	54	14	taken	take	VERB
dad-10729	54	15	the	the	DET
dad-10729	54	16	view	view	NOUN
dad-10729	54	17	that	that	SCONJ
dad-10729	54	18	a	a	DET
dad-10729	54	19	dialog	dialog	NOUN
dad-10729	54	20	state	state	NOUN
dad-10729	54	21	consists	consist	VERB
dad-10729	54	22	of	of	ADP
dad-10729	54	23	elements	element	NOUN
dad-10729	54	24	with	with	ADP
dad-10729	54	25	human	human	ADJ
dad-10729	54	26	-	-	PUNCT
dad-10729	54	27	interpretable	interpretable	ADJ
dad-10729	54	28	meanings	meaning	NOUN
dad-10729	54	29	,	,	PUNCT
dad-10729	54	30	such	such	ADJ
dad-10729	54	31	as	as	ADP
dad-10729	54	32	values	value	NOUN
dad-10729	54	33	of	of	ADP
dad-10729	54	34	bus	bus	NOUN
dad-10729	54	35	stops	stop	NOUN
dad-10729	54	36	,	,	PUNCT
dad-10729	54	37	dates	date	NOUN
dad-10729	54	38	,	,	PUNCT
dad-10729	54	39	times	time	NOUN
dad-10729	54	40	,	,	PUNCT
dad-10729	54	41	whether	whether	SCONJ
dad-10729	54	42	conditions	condition	NOUN
dad-10729	54	43	have	have	AUX
dad-10729	54	44	been	be	AUX
dad-10729	54	45	met	meet	VERB
dad-10729	54	46	,	,	PUNCT
dad-10729	54	47	etc	etc	X
dad-10729	54	48	.	.	X
dad-10729	55	1	we	we	PRON
dad-10729	55	2	have	have	AUX
dad-10729	55	3	further	far	ADV
dad-10729	55	4	assumed	assume	VERB
dad-10729	55	5	that	that	SCONJ
dad-10729	55	6	a	a	DET
dad-10729	55	7	dialog	dialog	NOUN
dad-10729	55	8	state	state	NOUN
dad-10729	55	9	tracker	tracker	NOUN
dad-10729	55	10	produces	produce	VERB
dad-10729	55	11	the	the	DET
dad-10729	55	12	key	key	ADJ
dad-10729	55	13	input	input	NOUN
dad-10729	55	14	to	to	ADP
dad-10729	55	15	an	an	DET
dad-10729	55	16	action	action	NOUN
dad-10729	55	17	selector	selector	NOUN
dad-10729	55	18	–	–	PUNCT
dad-10729	55	19	sometimes	sometimes	ADV
dad-10729	55	20	also	also	ADV
dad-10729	55	21	called	call	VERB
dad-10729	55	22	a	a	DET
dad-10729	55	23	“	"	PUNCT
dad-10729	55	24	dialog	dialog	NOUN
dad-10729	55	25	policy	policy	NOUN
dad-10729	55	26	”	"	PUNCT
dad-10729	55	27	–	–	PUNCT
dad-10729	55	28	that	that	PRON
dad-10729	55	29	chooses	choose	VERB
dad-10729	55	30	an	an	DET
dad-10729	55	31	action	action	NOUN
dad-10729	55	32	or	or	CCONJ
dad-10729	55	33	response	response	NOUN
dad-10729	55	34	based	base	VERB
dad-10729	55	35	primarily	primarily	ADV
dad-10729	55	36	on	on	ADP
dad-10729	55	37	the	the	DET
dad-10729	55	38	current	current	ADJ
dad-10729	55	39	dialog	dialog	NOUN
dad-10729	55	40	state	state	NOUN
dad-10729	55	41	.	.	PUNCT
dad-10729	56	1	this	this	DET
dad-10729	56	2	view	view	NOUN
dad-10729	56	3	is	be	AUX
dad-10729	56	4	in	in	ADP
dad-10729	56	5	line	line	NOUN
dad-10729	56	6	with	with	ADP
dad-10729	56	7	widely	widely	ADV
dad-10729	56	8	accepted	accept	VERB
dad-10729	56	9	theoretical	theoretical	ADJ
dad-10729	56	10	models	model	NOUN
dad-10729	56	11	of	of	ADP
dad-10729	56	12	conversation	conversation	NOUN
dad-10729	56	13	,	,	PUNCT
dad-10729	56	14	such	such	ADJ
dad-10729	56	15	as	as	ADP
dad-10729	56	16	clark	clark	NOUN
dad-10729	56	17	’s	’s	PART
dad-10729	56	18	common	common	ADJ
dad-10729	56	19	ground	ground	NOUN
dad-10729	56	20	(	(	PUNCT
dad-10729	56	21	clark	clark	NOUN
dad-10729	56	22	,	,	PUNCT
dad-10729	56	23	1996	1996	NUM
dad-10729	56	24	)	)	PUNCT
dad-10729	56	25	and	and	CCONJ
dad-10729	56	26	various	various	ADJ
dad-10729	56	27	6	6	NUM
dad-10729	56	28	dialog	dialog	NOUN
dad-10729	56	29	state	state	NOUN
dad-10729	56	30	tracking	tracking	NOUN
dad-10729	56	31	overview	overview	VERB
dad-10729	56	32	cheap	cheap	ADJ
dad-10729	56	33	restaurant	restaurant	NOUN
dad-10729	56	34	restaurant	restaurant	NOUN
dad-10729	56	35	italian	italian	NOUN
dad-10729	57	1	0.6	0.6	NUM
dad-10729	57	2	0.2	0.2	NUM
dad-10729	57	3	0.1	0.1	NUM
dad-10729	57	4	inform(price	inform(price	NOUN
dad-10729	57	5	=	=	SYM
dad-10729	57	6	cheap	cheap	ADJ
dad-10729	57	7	)	)	PUNCT
dad-10729	57	8	inform(food	inform(food	NOUN
dad-10729	57	9	=	=	SYM
dad-10729	57	10	italian	italian	NOUN
dad-10729	57	11	)	)	PUNCT
dad-10729	57	12	0.5	0.5	NUM
dad-10729	57	13	0.3	0.3	NUM
dad-10729	57	14	east	east	NOUN
dad-10729	57	15	area	area	NOUN
dad-10729	57	16	italian	italian	NOUN
dad-10729	58	1	yeah	yeah	INTJ
dad-10729	58	2	0.5	0.5	NUM
dad-10729	58	3	0.3	0.3	NUM
dad-10729	58	4	0.1	0.1	NUM
dad-10729	58	5	inform(area	inform(area	PROPN
dad-10729	58	6	=	=	PROPN
dad-10729	58	7	east	east	ADJ
dad-10729	58	8	)	)	PUNCT
dad-10729	58	9	inform(food	inform(food	NOUN
dad-10729	58	10	=	=	SYM
dad-10729	58	11	italian	italian	ADJ
dad-10729	58	12	)	)	PUNCT
dad-10729	58	13	affirm	affirm	NOUN
dad-10729	58	14	(	(	PUNCT
dad-10729	58	15	)	)	PUNCT
dad-10729	58	16	0.6	0.6	NUM
dad-10729	58	17	0.3	0.3	NUM
dad-10729	58	18	0.2	0.2	NUM
dad-10729	58	19	price	price	NOUN
dad-10729	58	20	=	=	NOUN
dad-10729	58	21	cheap	cheap	ADJ
dad-10729	58	22	food	food	NOUN
dad-10729	58	23	=	=	NOUN
dad-10729	58	24	italian	italian	ADJ
dad-10729	58	25	food	food	NOUN
dad-10729	58	26	=	=	SYM
dad-10729	58	27	italian	italian	ADJ
dad-10729	58	28	,	,	PUNCT
dad-10729	58	29	price	price	NOUN
dad-10729	58	30	=	=	SYM
dad-10729	58	31	cheap	cheap	ADJ
dad-10729	58	32	price	price	NOUN
dad-10729	58	33	=	=	SYM
dad-10729	58	34	cheap	cheap	ADJ
dad-10729	58	35	food	food	NOUN
dad-10729	58	36	=	=	NOUN
dad-10729	58	37	italian	italian	ADJ
dad-10729	58	38	food	food	NOUN
dad-10729	58	39	=	=	SYM
dad-10729	58	40	italian	italian	ADJ
dad-10729	58	41	,	,	PUNCT
dad-10729	58	42	price	price	NOUN
dad-10729	58	43	=	=	SYM
dad-10729	58	44	cheap	cheap	ADJ
dad-10729	58	45	area	area	NOUN
dad-10729	58	46	=	=	PROPN
dad-10729	58	47	east	east	NOUN
dad-10729	58	48	food	food	NOUN
dad-10729	58	49	=	=	SYM
dad-10729	58	50	italian	italian	ADJ
dad-10729	58	51	,	,	PUNCT
dad-10729	58	52	area	area	NOUN
dad-10729	58	53	=	=	PROPN
dad-10729	58	54	east	east	NOUN
dad-10729	58	55	price	price	NOUN
dad-10729	58	56	=	=	SYM
dad-10729	58	57	cheap	cheap	ADJ
dad-10729	58	58	,	,	PUNCT
dad-10729	58	59	area	area	NOUN
dad-10729	58	60	=	=	PROPN
dad-10729	58	61	east	east	NOUN
dad-10729	58	62	food	food	NOUN
dad-10729	58	63	=	=	SYM
dad-10729	58	64	italian	italian	ADJ
dad-10729	58	65	,	,	PUNCT
dad-10729	58	66	price	price	NOUN
dad-10729	58	67	=	=	SYM
dad-10729	58	68	cheap	cheap	ADJ
dad-10729	58	69	,	,	PUNCT
dad-10729	58	70	area	area	NOUN
dad-10729	58	71	=	=	NOUN
dad-10729	58	72	east	east	NOUN
dad-10729	59	1	[	[	X
dad-10729	59	2	none	none	NOUN
dad-10729	59	3	]	]	PUNCT
dad-10729	60	1	[	[	X
dad-10729	60	2	none	none	NOUN
dad-10729	60	3	]	]	PUNCT
dad-10729	60	4	how	how	SCONJ
dad-10729	60	5	can	can	AUX
dad-10729	60	6	i	i	PRON
dad-10729	60	7	help	help	VERB
dad-10729	60	8	you	you	PRON
dad-10729	60	9	?	?	PUNCT
dad-10729	61	1	welcome	welcome	INTJ
dad-10729	61	2	(	(	PUNCT
dad-10729	61	3	)	)	PUNCT
dad-10729	61	4	an	an	DET
dad-10729	61	5	italian	italian	ADJ
dad-10729	61	6	restaurant	restaurant	NOUN
dad-10729	61	7	sorry	sorry	ADJ
dad-10729	61	8	,	,	PUNCT
dad-10729	61	9	what	what	DET
dad-10729	61	10	price	price	NOUN
dad-10729	61	11	did	do	AUX
dad-10729	61	12	you	you	PRON
dad-10729	61	13	want	want	VERB
dad-10729	61	14	?	?	PUNCT
dad-10729	62	1	request(price	request(price	PROPN
dad-10729	62	2	)	)	PUNCT
dad-10729	63	1	uh	uh	INTJ
dad-10729	63	2	,	,	PUNCT
dad-10729	63	3	italian	italian	ADJ
dad-10729	63	4	system	system	NOUN
dad-10729	63	5	action	action	NOUN
dad-10729	63	6	/	/	SYM
dad-10729	63	7	user	user	NOUN
dad-10729	63	8	response	response	NOUN
dad-10729	63	9	asr	asr	PROPN
dad-10729	63	10	output	output	PROPN
dad-10729	63	11	slu	slu	PROPN
dad-10729	63	12	output	output	PROPN
dad-10729	63	13	state	state	PROPN
dad-10729	63	14	score	score	PROPN
dad-10729	63	15	dialog	dialog	PROPN
dad-10729	63	16	state	state	PROPN
dad-10729	63	17	tracker	tracker	PROPN
dad-10729	63	18	outputsdialog	outputsdialog	PROPN
dad-10729	63	19	state	state	PROPN
dad-10729	63	20	tracker	tracker	PROPN
dad-10729	63	21	inputs	input	NOUN
dad-10729	63	22	figure	figure	NOUN
dad-10729	63	23	2	2	NUM
dad-10729	63	24	:	:	PUNCT
dad-10729	63	25	overview	overview	NOUN
dad-10729	63	26	of	of	ADP
dad-10729	63	27	dialog	dialog	NOUN
dad-10729	63	28	state	state	NOUN
dad-10729	63	29	tracking	tracking	NOUN
dad-10729	63	30	.	.	PUNCT
dad-10729	64	1	in	in	ADP
dad-10729	64	2	this	this	DET
dad-10729	64	3	example	example	NOUN
dad-10729	64	4	,	,	PUNCT
dad-10729	64	5	the	the	DET
dad-10729	64	6	dialog	dialog	NOUN
dad-10729	64	7	state	state	NOUN
dad-10729	64	8	contains	contain	VERB
dad-10729	64	9	the	the	DET
dad-10729	64	10	user	user	NOUN
dad-10729	64	11	’s	’s	PART
dad-10729	64	12	desired	desire	VERB
dad-10729	64	13	restaurant	restaurant	NOUN
dad-10729	64	14	search	search	NOUN
dad-10729	64	15	criteria	criterion	NOUN
dad-10729	64	16	.	.	PUNCT
dad-10729	65	1	at	at	ADP
dad-10729	65	2	each	each	DET
dad-10729	65	3	turn	turn	NOUN
dad-10729	65	4	,	,	PUNCT
dad-10729	65	5	the	the	DET
dad-10729	65	6	system	system	NOUN
dad-10729	65	7	produces	produce	VERB
dad-10729	65	8	a	a	DET
dad-10729	65	9	spoken	spoken	ADJ
dad-10729	65	10	output	output	NOUN
dad-10729	65	11	.	.	PUNCT
dad-10729	66	1	the	the	DET
dad-10729	66	2	user	user	NOUN
dad-10729	66	3	’s	’s	PART
dad-10729	66	4	spoken	spoken	ADJ
dad-10729	66	5	response	response	NOUN
dad-10729	66	6	is	be	AUX
dad-10729	66	7	converted	convert	VERB
dad-10729	66	8	into	into	ADP
dad-10729	66	9	an	an	DET
dad-10729	66	10	n	n	ADV
dad-10729	66	11	-	-	PUNCT
dad-10729	66	12	best	good	ADJ
dad-10729	66	13	list	list	NOUN
dad-10729	66	14	of	of	ADP
dad-10729	66	15	word	word	NOUN
dad-10729	66	16	hypotheses	hypothesis	NOUN
dad-10729	66	17	by	by	ADP
dad-10729	66	18	the	the	DET
dad-10729	66	19	asr	asr	NOUN
dad-10729	66	20	,	,	PUNCT
dad-10729	66	21	and	and	CCONJ
dad-10729	66	22	then	then	ADV
dad-10729	66	23	into	into	ADP
dad-10729	66	24	another	another	DET
dad-10729	66	25	n	n	ADV
dad-10729	66	26	-	-	PUNCT
dad-10729	66	27	best	good	ADJ
dad-10729	66	28	list	list	NOUN
dad-10729	66	29	of	of	ADP
dad-10729	66	30	meaning	mean	VERB
dad-10729	66	31	hypotheses	hypothesis	NOUN
dad-10729	66	32	by	by	ADP
dad-10729	66	33	the	the	DET
dad-10729	66	34	slu	slu	NOUN
dad-10729	66	35	.	.	PUNCT
dad-10729	67	1	both	both	DET
dad-10729	67	2	lists	list	NOUN
dad-10729	67	3	have	have	VERB
dad-10729	67	4	confidence	confidence	NOUN
dad-10729	67	5	scores	score	NOUN
dad-10729	67	6	attached	attach	VERB
dad-10729	67	7	.	.	PUNCT
dad-10729	68	1	a	a	DET
dad-10729	68	2	set	set	NOUN
dad-10729	68	3	of	of	ADP
dad-10729	68	4	dialog	dialog	NOUN
dad-10729	68	5	state	state	NOUN
dad-10729	68	6	hypotheses	hypothesis	NOUN
dad-10729	68	7	is	be	AUX
dad-10729	68	8	enumerated	enumerate	VERB
dad-10729	68	9	,	,	PUNCT
dad-10729	68	10	here	here	ADV
dad-10729	68	11	by	by	ADP
dad-10729	68	12	simply	simply	ADV
dad-10729	68	13	considering	consider	VERB
dad-10729	68	14	all	all	DET
dad-10729	68	15	slu	slu	NOUN
dad-10729	68	16	results	result	NOUN
dad-10729	68	17	observed	observe	VERB
dad-10729	68	18	so	so	ADV
dad-10729	68	19	far	far	ADV
dad-10729	68	20	,	,	PUNCT
dad-10729	68	21	including	include	VERB
dad-10729	68	22	the	the	DET
dad-10729	68	23	current	current	ADJ
dad-10729	68	24	turn	turn	NOUN
dad-10729	68	25	and	and	CCONJ
dad-10729	68	26	all	all	DET
dad-10729	68	27	previous	previous	ADJ
dad-10729	68	28	turns	turn	NOUN
dad-10729	68	29	.	.	PUNCT
dad-10729	69	1	then	then	ADV
dad-10729	69	2	the	the	DET
dad-10729	69	3	dialog	dialog	NOUN
dad-10729	69	4	states	state	NOUN
dad-10729	69	5	are	be	AUX
dad-10729	69	6	scored	score	VERB
dad-10729	69	7	.	.	PUNCT
dad-10729	70	1	note	note	VERB
dad-10729	70	2	how	how	SCONJ
dad-10729	70	3	observing	observe	VERB
dad-10729	70	4	“	"	PUNCT
dad-10729	70	5	italian	italian	ADJ
dad-10729	70	6	”	"	PUNCT
dad-10729	70	7	a	a	DET
dad-10729	70	8	second	second	ADJ
dad-10729	70	9	time	time	NOUN
dad-10729	70	10	in	in	ADP
dad-10729	70	11	the	the	DET
dad-10729	70	12	asr	asr	PROPN
dad-10729	70	13	/	/	SYM
dad-10729	70	14	slu	slu	NOUN
dad-10729	70	15	causes	cause	VERB
dad-10729	70	16	the	the	DET
dad-10729	70	17	dialog	dialog	NOUN
dad-10729	70	18	state	state	NOUN
dad-10729	70	19	for	for	ADP
dad-10729	70	20	“	"	PUNCT
dad-10729	70	21	food	food	NOUN
dad-10729	70	22	=	=	SYM
dad-10729	70	23	italian	italian	NOUN
dad-10729	70	24	”	"	PUNCT
dad-10729	70	25	to	to	PART
dad-10729	70	26	accumulate	accumulate	VERB
dad-10729	70	27	considerable	considerable	ADJ
dad-10729	70	28	probability	probability	NOUN
dad-10729	70	29	mass	mass	NOUN
dad-10729	70	30	in	in	ADP
dad-10729	70	31	the	the	DET
dad-10729	70	32	second	second	ADJ
dad-10729	70	33	turn	turn	NOUN
dad-10729	70	34	,	,	PUNCT
dad-10729	70	35	even	even	ADV
dad-10729	70	36	through	through	ADP
dad-10729	70	37	“	"	PUNCT
dad-10729	70	38	italian	italian	ADJ
dad-10729	70	39	”	"	PUNCT
dad-10729	70	40	was	be	AUX
dad-10729	70	41	never	never	ADV
dad-10729	70	42	the	the	DET
dad-10729	70	43	top	top	ADJ
dad-10729	70	44	hypothesis	hypothesis	NOUN
dad-10729	70	45	from	from	ADP
dad-10729	70	46	the	the	DET
dad-10729	70	47	asr	asr	NOUN
dad-10729	70	48	or	or	CCONJ
dad-10729	70	49	slu	slu	NOUN
dad-10729	70	50	.	.	PUNCT
dad-10729	71	1	this	this	PRON
dad-10729	71	2	illustrates	illustrate	VERB
dad-10729	71	3	one	one	NUM
dad-10729	71	4	way	way	NOUN
dad-10729	71	5	that	that	PRON
dad-10729	71	6	dialog	dialog	NOUN
dad-10729	71	7	state	state	NOUN
dad-10729	71	8	tracking	tracking	NOUN
dad-10729	71	9	can	can	AUX
dad-10729	71	10	overcome	overcome	VERB
dad-10729	71	11	local	local	ADJ
dad-10729	71	12	asr	asr	NOUN
dad-10729	71	13	/	/	SYM
dad-10729	71	14	slu	slu	NOUN
dad-10729	71	15	errors	error	NOUN
dad-10729	71	16	.	.	PUNCT
dad-10729	72	1	models	model	NOUN
dad-10729	72	2	of	of	ADP
dad-10729	72	3	dialog	dialog	NOUN
dad-10729	72	4	as	as	ADP
dad-10729	72	5	joint	joint	ADJ
dad-10729	72	6	action	action	NOUN
dad-10729	72	7	(	(	PUNCT
dad-10729	72	8	cohen	cohen	NOUN
dad-10729	72	9	and	and	CCONJ
dad-10729	72	10	levesque	levesque	PROPN
dad-10729	72	11	,	,	PUNCT
dad-10729	72	12	1990	1990	NUM
dad-10729	72	13	)	)	PUNCT
dad-10729	72	14	,	,	PUNCT
dad-10729	72	15	which	which	PRON
dad-10729	72	16	assume	assume	VERB
dad-10729	72	17	that	that	SCONJ
dad-10729	72	18	dialog	dialog	NOUN
dad-10729	72	19	relies	rely	VERB
dad-10729	72	20	on	on	ADP
dad-10729	72	21	some	some	DET
dad-10729	72	22	(	(	PUNCT
dad-10729	72	23	usually	usually	ADV
dad-10729	72	24	shared	share	VERB
dad-10729	72	25	)	)	PUNCT
dad-10729	72	26	representation	representation	NOUN
dad-10729	72	27	of	of	ADP
dad-10729	72	28	the	the	DET
dad-10729	72	29	participants	participant	NOUN
dad-10729	72	30	’	'	PUNCT
dad-10729	72	31	joint	joint	ADJ
dad-10729	72	32	intentions	intention	NOUN
dad-10729	72	33	and	and	CCONJ
dad-10729	72	34	beliefs	belief	NOUN
dad-10729	72	35	.	.	PUNCT
dad-10729	73	1	while	while	SCONJ
dad-10729	73	2	this	this	PRON
dad-10729	73	3	is	be	AUX
dad-10729	73	4	the	the	DET
dad-10729	73	5	dominant	dominant	ADJ
dad-10729	73	6	approach	approach	NOUN
dad-10729	73	7	,	,	PUNCT
dad-10729	73	8	it	it	PRON
dad-10729	73	9	is	be	AUX
dad-10729	73	10	worth	worth	ADJ
dad-10729	73	11	mentioning	mention	VERB
dad-10729	73	12	alternatives	alternative	NOUN
dad-10729	73	13	.	.	PUNCT
dad-10729	74	1	first	first	ADV
dad-10729	74	2	,	,	PUNCT
dad-10729	74	3	dialog	dialog	NOUN
dad-10729	74	4	state	state	NOUN
dad-10729	74	5	can	can	AUX
dad-10729	74	6	instead	instead	ADV
dad-10729	74	7	be	be	AUX
dad-10729	74	8	a	a	DET
dad-10729	74	9	latent	latent	NOUN
dad-10729	74	10	representation	representation	NOUN
dad-10729	74	11	,	,	PUNCT
dad-10729	74	12	with	with	ADP
dad-10729	74	13	responses	response	NOUN
dad-10729	74	14	selected	select	VERB
dad-10729	74	15	–	–	PUNCT
dad-10729	74	16	or	or	CCONJ
dad-10729	74	17	in	in	ADP
dad-10729	74	18	principle	principle	NOUN
dad-10729	74	19	generated	generate	VERB
dad-10729	74	20	–	–	PUNCT
dad-10729	74	21	using	use	VERB
dad-10729	74	22	continuous	continuous	ADJ
dad-10729	74	23	-	-	PUNCT
dad-10729	74	24	space	space	NOUN
dad-10729	74	25	representations	representation	NOUN
dad-10729	74	26	(	(	PUNCT
dad-10729	74	27	lowe	lowe	PROPN
dad-10729	74	28	et	et	PROPN
dad-10729	74	29	al	al	PROPN
dad-10729	74	30	.	.	PROPN
dad-10729	74	31	,	,	PUNCT
dad-10729	74	32	2015	2015	NUM
dad-10729	74	33	)	)	PUNCT
dad-10729	74	34	.	.	PUNCT
dad-10729	75	1	further	far	ADV
dad-10729	75	2	,	,	PUNCT
dad-10729	75	3	it	it	PRON
dad-10729	75	4	is	be	AUX
dad-10729	75	5	possible	possible	ADJ
dad-10729	75	6	to	to	PART
dad-10729	75	7	dispense	dispense	VERB
dad-10729	75	8	with	with	ADP
dad-10729	75	9	state	state	NOUN
dad-10729	75	10	tracking	tracking	NOUN
dad-10729	75	11	altogether	altogether	ADV
dad-10729	75	12	,	,	PUNCT
dad-10729	75	13	and	and	CCONJ
dad-10729	75	14	instead	instead	ADV
dad-10729	75	15	produce	produce	VERB
dad-10729	75	16	responses	response	NOUN
dad-10729	75	17	based	base	VERB
dad-10729	75	18	only	only	ADV
dad-10729	75	19	on	on	ADP
dad-10729	75	20	the	the	DET
dad-10729	75	21	most	most	ADV
dad-10729	75	22	recent	recent	ADJ
dad-10729	75	23	user	user	NOUN
dad-10729	75	24	turn	turn	NOUN
dad-10729	75	25	(	(	PUNCT
dad-10729	75	26	ritter	ritter	PROPN
dad-10729	75	27	et	et	PROPN
dad-10729	75	28	al	al	PROPN
dad-10729	75	29	.	.	PROPN
dad-10729	75	30	,	,	PUNCT
dad-10729	75	31	2011	2011	NUM
dad-10729	75	32	)	)	PUNCT
dad-10729	75	33	–	–	PUNCT
dad-10729	75	34	or	or	CCONJ
dad-10729	75	35	in	in	ADP
dad-10729	75	36	principle	principle	NOUN
dad-10729	75	37	directly	directly	ADV
dad-10729	75	38	from	from	ADP
dad-10729	75	39	features	feature	NOUN
dad-10729	75	40	of	of	ADP
dad-10729	75	41	the	the	DET
dad-10729	75	42	dialog	dialog	NOUN
dad-10729	75	43	history	history	NOUN
dad-10729	75	44	.	.	PUNCT
dad-10729	76	1	a	a	DET
dad-10729	76	2	comparison	comparison	NOUN
dad-10729	76	3	with	with	ADP
dad-10729	76	4	these	these	DET
dad-10729	76	5	methods	method	NOUN
dad-10729	76	6	would	would	AUX
dad-10729	76	7	require	require	VERB
dad-10729	76	8	end	end	NOUN
dad-10729	76	9	-	-	PUNCT
dad-10729	76	10	to	to	ADP
dad-10729	76	11	-	-	PUNCT
dad-10729	76	12	end	end	NOUN
dad-10729	76	13	evaluations	evaluation	NOUN
dad-10729	76	14	of	of	ADP
dad-10729	76	15	spoken	spoken	ADJ
dad-10729	76	16	dialog	dialog	NOUN
dad-10729	76	17	systems	system	NOUN
dad-10729	76	18	,	,	PUNCT
dad-10729	76	19	which	which	PRON
dad-10729	76	20	is	be	AUX
dad-10729	76	21	outside	outside	ADP
dad-10729	76	22	the	the	DET
dad-10729	76	23	scope	scope	NOUN
dad-10729	76	24	of	of	ADP
dad-10729	76	25	the	the	DET
dad-10729	76	26	dstc	dstc	PROPN
dad-10729	76	27	series	series	NOUN
dad-10729	76	28	,	,	PUNCT
dad-10729	76	29	and	and	CCONJ
dad-10729	76	30	this	this	DET
dad-10729	76	31	paper.1	paper.1	NOUN
dad-10729	76	32	in	in	ADP
dad-10729	76	33	the	the	DET
dad-10729	76	34	next	next	ADJ
dad-10729	76	35	section	section	NOUN
dad-10729	76	36	we	we	PRON
dad-10729	76	37	review	review	VERB
dad-10729	76	38	methods	method	NOUN
dad-10729	76	39	for	for	ADP
dad-10729	76	40	dialog	dialog	NOUN
dad-10729	76	41	state	state	NOUN
dad-10729	76	42	tracking	tracking	NOUN
dad-10729	76	43	.	.	PUNCT
dad-10729	77	1	3	3	X
dad-10729	77	2	.	.	X
dad-10729	77	3	methods	method	NOUN
dad-10729	77	4	for	for	ADP
dad-10729	77	5	dialog	dialog	NOUN
dad-10729	77	6	state	state	NOUN
dad-10729	77	7	tracking	tracking	NOUN
dad-10729	77	8	broadly	broadly	ADV
dad-10729	77	9	speaking	speak	VERB
dad-10729	77	10	there	there	ADV
dad-10729	77	11	are	be	VERB
dad-10729	77	12	three	three	NUM
dad-10729	77	13	families	family	NOUN
dad-10729	77	14	of	of	ADP
dad-10729	77	15	dialog	dialog	NOUN
dad-10729	77	16	state	state	NOUN
dad-10729	77	17	tracking	tracking	NOUN
dad-10729	77	18	algorithms	algorithm	NOUN
dad-10729	77	19	:	:	PUNCT
dad-10729	77	20	hand	hand	NOUN
dad-10729	77	21	-	-	PUNCT
dad-10729	77	22	crafted	craft	VERB
dad-10729	77	23	rules	rule	NOUN
dad-10729	77	24	,	,	PUNCT
dad-10729	77	25	generative	generative	ADJ
dad-10729	77	26	models	model	NOUN
dad-10729	77	27	,	,	PUNCT
dad-10729	77	28	and	and	CCONJ
dad-10729	77	29	discriminative	discriminative	NOUN
dad-10729	77	30	models	model	NOUN
dad-10729	77	31	.	.	PUNCT
dad-10729	78	1	1	1	X
dad-10729	78	2	.	.	X
dad-10729	78	3	dialog	dialog	NOUN
dad-10729	78	4	state	state	NOUN
dad-10729	78	5	tracking	tracking	NOUN
dad-10729	78	6	in	in	ADP
dad-10729	78	7	situated	situated	ADJ
dad-10729	78	8	environments	environment	NOUN
dad-10729	78	9	–	–	PUNCT
dad-10729	78	10	for	for	ADP
dad-10729	78	11	example	example	NOUN
dad-10729	78	12	,	,	PUNCT
dad-10729	78	13	robots	robot	NOUN
dad-10729	78	14	or	or	CCONJ
dad-10729	78	15	embodied	embody	VERB
dad-10729	78	16	agents	agent	NOUN
dad-10729	78	17	–	–	PUNCT
dad-10729	78	18	is	be	AUX
dad-10729	78	19	also	also	ADV
dad-10729	78	20	out	out	ADP
dad-10729	78	21	of	of	ADP
dad-10729	78	22	scope	scope	NOUN
dad-10729	78	23	for	for	ADP
dad-10729	78	24	this	this	DET
dad-10729	78	25	review	review	NOUN
dad-10729	78	26	,	,	PUNCT
dad-10729	78	27	but	but	CCONJ
dad-10729	78	28	it	it	PRON
dad-10729	78	29	is	be	AUX
dad-10729	78	30	noted	note	VERB
dad-10729	78	31	that	that	SCONJ
dad-10729	78	32	dialog	dialog	NOUN
dad-10729	78	33	state	state	NOUN
dad-10729	78	34	tracking	tracking	NOUN
dad-10729	78	35	is	be	AUX
dad-10729	78	36	also	also	ADV
dad-10729	78	37	used	use	VERB
dad-10729	78	38	in	in	ADP
dad-10729	78	39	this	this	DET
dad-10729	78	40	setting	setting	NOUN
dad-10729	78	41	(	(	PUNCT
dad-10729	78	42	bohus	bohus	NOUN
dad-10729	78	43	and	and	CCONJ
dad-10729	78	44	horvitz	horvitz	NOUN
dad-10729	78	45	,	,	PUNCT
dad-10729	78	46	2009	2009	NUM
dad-10729	78	47	;	;	PUNCT
dad-10729	79	1	ma	ma	PROPN
dad-10729	79	2	et	et	PROPN
dad-10729	79	3	al	al	PROPN
dad-10729	79	4	.	.	PROPN
dad-10729	79	5	,	,	PUNCT
dad-10729	79	6	2012	2012	NUM
dad-10729	79	7	)	)	PUNCT
dad-10729	79	8	.	.	PUNCT
dad-10729	80	1	7	7	NUM
dad-10729	80	2	williams	williams	PROPN
dad-10729	80	3	,	,	PUNCT
dad-10729	80	4	raux	raux	PROPN
dad-10729	80	5	,	,	PUNCT
dad-10729	80	6	and	and	CCONJ
dad-10729	80	7	henderson	henderson	PROPN
dad-10729	80	8	3.1	3.1	NUM
dad-10729	80	9	hand	hand	NOUN
dad-10729	80	10	-	-	PUNCT
dad-10729	80	11	crafted	craft	VERB
dad-10729	80	12	rules	rule	NOUN
dad-10729	80	13	for	for	ADP
dad-10729	80	14	dialog	dialog	NOUN
dad-10729	80	15	state	state	NOUN
dad-10729	80	16	tracking	track	VERB
dad-10729	80	17	early	early	ADV
dad-10729	80	18	spoken	spoken	ADJ
dad-10729	80	19	dialog	dialog	NOUN
dad-10729	80	20	systems	system	NOUN
dad-10729	80	21	used	use	VERB
dad-10729	80	22	hand	hand	NOUN
dad-10729	80	23	-	-	PUNCT
dad-10729	80	24	crafted	craft	VERB
dad-10729	80	25	rules	rule	NOUN
dad-10729	80	26	for	for	ADP
dad-10729	80	27	dialog	dialog	NOUN
dad-10729	80	28	state	state	NOUN
dad-10729	80	29	tracking	tracking	NOUN
dad-10729	80	30	.	.	PUNCT
dad-10729	81	1	in	in	ADP
dad-10729	81	2	their	their	PRON
dad-10729	81	3	earliest	early	ADJ
dad-10729	81	4	form	form	NOUN
dad-10729	81	5	,	,	PUNCT
dad-10729	81	6	these	these	DET
dad-10729	81	7	approaches	approach	NOUN
dad-10729	81	8	generally	generally	ADV
dad-10729	81	9	considered	consider	VERB
dad-10729	81	10	only	only	ADV
dad-10729	81	11	a	a	DET
dad-10729	81	12	single	single	ADJ
dad-10729	81	13	slu	slu	NOUN
dad-10729	81	14	result	result	NOUN
dad-10729	81	15	,	,	PUNCT
dad-10729	81	16	and	and	CCONJ
dad-10729	81	17	tracked	track	VERB
dad-10729	81	18	a	a	DET
dad-10729	81	19	single	single	ADJ
dad-10729	81	20	hypothesis	hypothesis	NOUN
dad-10729	81	21	for	for	ADP
dad-10729	81	22	the	the	DET
dad-10729	81	23	dialog	dialog	NOUN
dad-10729	81	24	state	state	NOUN
dad-10729	81	25	.	.	PUNCT
dad-10729	82	1	this	this	DET
dad-10729	82	2	design	design	NOUN
dad-10729	82	3	reduces	reduce	VERB
dad-10729	82	4	the	the	DET
dad-10729	82	5	dialog	dialog	NOUN
dad-10729	82	6	state	state	NOUN
dad-10729	82	7	tracking	tracking	NOUN
dad-10729	82	8	problem	problem	NOUN
dad-10729	82	9	to	to	ADP
dad-10729	82	10	an	an	DET
dad-10729	82	11	update	update	NOUN
dad-10729	82	12	rule	rule	NOUN
dad-10729	82	13	f	f	PROPN
dad-10729	82	14	(	(	PUNCT
dad-10729	82	15	s	s	PROPN
dad-10729	82	16	,	,	PUNCT
dad-10729	82	17	ũ′	ũ′	NOUN
dad-10729	82	18	)	)	PUNCT
dad-10729	82	19	=	=	PUNCT
dad-10729	82	20	s′	s′	NOUN
dad-10729	82	21	that	that	PRON
dad-10729	82	22	maps	map	VERB
dad-10729	82	23	from	from	ADP
dad-10729	82	24	an	an	DET
dad-10729	82	25	existing	exist	VERB
dad-10729	82	26	state	state	NOUN
dad-10729	82	27	s	s	NOUN
dad-10729	82	28	and	and	CCONJ
dad-10729	82	29	the	the	DET
dad-10729	82	30	1	1	NUM
dad-10729	82	31	-	-	PUNCT
dad-10729	82	32	best	good	ADJ
dad-10729	82	33	slu	slu	NOUN
dad-10729	82	34	result	result	NOUN
dad-10729	82	35	ũ′	ũ′	PROPN
dad-10729	82	36	to	to	ADP
dad-10729	82	37	a	a	DET
dad-10729	82	38	new	new	ADJ
dad-10729	82	39	state	state	NOUN
dad-10729	82	40	s′.	s′.	PROPN
dad-10729	82	41	for	for	ADP
dad-10729	82	42	example	example	NOUN
dad-10729	82	43	,	,	PUNCT
dad-10729	82	44	the	the	DET
dad-10729	82	45	mit	mit	PROPN
dad-10729	82	46	jupiter	jupiter	PROPN
dad-10729	82	47	weather	weather	PROPN
dad-10729	82	48	information	information	NOUN
dad-10729	82	49	system	system	NOUN
dad-10729	82	50	maintained	maintain	VERB
dad-10729	82	51	a	a	DET
dad-10729	82	52	set	set	NOUN
dad-10729	82	53	of	of	ADP
dad-10729	82	54	state	state	NOUN
dad-10729	82	55	variables	variable	NOUN
dad-10729	82	56	which	which	PRON
dad-10729	82	57	were	be	AUX
dad-10729	82	58	updated	update	VERB
dad-10729	82	59	using	use	VERB
dad-10729	82	60	hand	hand	NOUN
dad-10729	82	61	-	-	PUNCT
dad-10729	82	62	written	write	VERB
dad-10729	82	63	rules	rule	NOUN
dad-10729	82	64	in	in	ADP
dad-10729	82	65	a	a	DET
dad-10729	82	66	dialog	dialog	NOUN
dad-10729	82	67	control	control	NOUN
dad-10729	82	68	table	table	NOUN
dad-10729	82	69	(	(	PUNCT
dad-10729	82	70	zue	zue	PROPN
dad-10729	82	71	et	et	PROPN
dad-10729	82	72	al	al	PROPN
dad-10729	82	73	.	.	PROPN
dad-10729	82	74	,	,	PUNCT
dad-10729	82	75	2000	2000	NUM
dad-10729	82	76	)	)	PUNCT
dad-10729	82	77	.	.	PUNCT
dad-10729	83	1	similarly	similarly	ADV
dad-10729	83	2	,	,	PUNCT
dad-10729	83	3	the	the	DET
dad-10729	83	4	information	information	NOUN
dad-10729	83	5	state	state	NOUN
dad-10729	83	6	update	update	NOUN
dad-10729	83	7	approach	approach	NOUN
dad-10729	83	8	used	use	VERB
dad-10729	83	9	hand	hand	NOUN
dad-10729	83	10	-	-	PUNCT
dad-10729	83	11	written	write	VERB
dad-10729	83	12	update	update	NOUN
dad-10729	83	13	rules	rule	NOUN
dad-10729	83	14	to	to	PART
dad-10729	83	15	track	track	VERB
dad-10729	83	16	a	a	DET
dad-10729	83	17	rich	rich	ADJ
dad-10729	83	18	data	data	NOUN
dad-10729	83	19	structure	structure	NOUN
dad-10729	83	20	called	call	VERB
dad-10729	83	21	an	an	DET
dad-10729	83	22	“	"	PUNCT
dad-10729	83	23	information	information	NOUN
dad-10729	83	24	state	state	NOUN
dad-10729	83	25	”	"	PUNCT
dad-10729	83	26	(	(	PUNCT
dad-10729	83	27	larsson	larsson	PROPN
dad-10729	83	28	and	and	CCONJ
dad-10729	83	29	traum	traum	PROPN
dad-10729	83	30	,	,	PUNCT
dad-10729	83	31	2000	2000	NUM
dad-10729	83	32	)	)	PUNCT
dad-10729	83	33	.	.	PUNCT
dad-10729	84	1	hand	hand	NOUN
dad-10729	84	2	-	-	PUNCT
dad-10729	84	3	crafted	craft	VERB
dad-10729	84	4	rules	rule	NOUN
dad-10729	84	5	have	have	VERB
dad-10729	84	6	the	the	DET
dad-10729	84	7	benefit	benefit	NOUN
dad-10729	84	8	that	that	PRON
dad-10729	84	9	they	they	PRON
dad-10729	84	10	do	do	AUX
dad-10729	84	11	not	not	PART
dad-10729	84	12	require	require	VERB
dad-10729	84	13	any	any	DET
dad-10729	84	14	data	datum	NOUN
dad-10729	84	15	to	to	PART
dad-10729	84	16	implement	implement	VERB
dad-10729	84	17	,	,	PUNCT
dad-10729	84	18	which	which	PRON
dad-10729	84	19	is	be	AUX
dad-10729	84	20	a	a	DET
dad-10729	84	21	benefit	benefit	NOUN
dad-10729	84	22	for	for	ADP
dad-10729	84	23	bootstrapping	bootstrappe	VERB
dad-10729	84	24	.	.	PUNCT
dad-10729	85	1	rules	rule	NOUN
dad-10729	85	2	also	also	ADV
dad-10729	85	3	provide	provide	VERB
dad-10729	85	4	an	an	DET
dad-10729	85	5	accessible	accessible	ADJ
dad-10729	85	6	way	way	NOUN
dad-10729	85	7	for	for	SCONJ
dad-10729	85	8	developers	developer	NOUN
dad-10729	85	9	to	to	PART
dad-10729	85	10	incorporate	incorporate	VERB
dad-10729	85	11	domain	domain	NOUN
dad-10729	85	12	knowledge	knowledge	NOUN
dad-10729	85	13	.	.	PUNCT
dad-10729	86	1	however	however	ADV
dad-10729	86	2	,	,	PUNCT
dad-10729	86	3	one	one	NUM
dad-10729	86	4	short	short	ADV
dad-10729	86	5	-	-	PUNCT
dad-10729	86	6	coming	coming	NOUN
dad-10729	86	7	of	of	ADP
dad-10729	86	8	tracking	track	VERB
dad-10729	86	9	a	a	DET
dad-10729	86	10	single	single	ADJ
dad-10729	86	11	dialog	dialog	NOUN
dad-10729	86	12	state	state	NOUN
dad-10729	86	13	is	be	AUX
dad-10729	86	14	an	an	DET
dad-10729	86	15	inability	inability	NOUN
dad-10729	86	16	to	to	PART
dad-10729	86	17	make	make	VERB
dad-10729	86	18	use	use	NOUN
dad-10729	86	19	of	of	ADP
dad-10729	86	20	the	the	DET
dad-10729	86	21	entire	entire	ADJ
dad-10729	86	22	asr	asr	NOUN
dad-10729	86	23	or	or	CCONJ
dad-10729	86	24	slu	slu	NOUN
dad-10729	86	25	n	n	CCONJ
dad-10729	86	26	-	-	PUNCT
dad-10729	86	27	best	good	ADJ
dad-10729	86	28	list	list	NOUN
dad-10729	86	29	,	,	PUNCT
dad-10729	86	30	and	and	CCONJ
dad-10729	86	31	the	the	DET
dad-10729	86	32	benefit	benefit	NOUN
dad-10729	86	33	of	of	ADP
dad-10729	86	34	tracking	track	VERB
dad-10729	86	35	multiple	multiple	ADJ
dad-10729	86	36	dialog	dialog	NOUN
dad-10729	86	37	states	state	NOUN
dad-10729	86	38	was	be	AUX
dad-10729	86	39	suggested	suggest	VERB
dad-10729	86	40	nearly	nearly	ADV
dad-10729	86	41	two	two	NUM
dad-10729	86	42	decades	decade	NOUN
dad-10729	86	43	ago	ago	ADV
dad-10729	86	44	by	by	ADP
dad-10729	86	45	pulman	pulman	NOUN
dad-10729	86	46	(	(	PUNCT
dad-10729	86	47	1996	1996	NUM
dad-10729	86	48	)	)	PUNCT
dad-10729	86	49	.	.	PUNCT
dad-10729	87	1	thus	thus	ADV
dad-10729	87	2	,	,	PUNCT
dad-10729	87	3	more	more	ADV
dad-10729	87	4	recent	recent	ADJ
dad-10729	87	5	dialog	dialog	NOUN
dad-10729	87	6	state	state	NOUN
dad-10729	87	7	trackers	tracker	NOUN
dad-10729	87	8	based	base	VERB
dad-10729	87	9	on	on	ADP
dad-10729	87	10	hand	hand	NOUN
dad-10729	87	11	-	-	PUNCT
dad-10729	87	12	crafted	craft	VERB
dad-10729	87	13	rules	rule	NOUN
dad-10729	87	14	compute	compute	VERB
dad-10729	87	15	scores	score	NOUN
dad-10729	87	16	for	for	ADP
dad-10729	87	17	all	all	DET
dad-10729	87	18	dialog	dialog	NOUN
dad-10729	87	19	states	state	NOUN
dad-10729	87	20	suggested	suggest	VERB
dad-10729	87	21	by	by	ADP
dad-10729	87	22	the	the	DET
dad-10729	87	23	whole	whole	ADJ
dad-10729	87	24	asr	asr	PROPN
dad-10729	87	25	/	/	SYM
dad-10729	87	26	slu	slu	NOUN
dad-10729	87	27	n	n	CCONJ
dad-10729	87	28	-	-	PUNCT
dad-10729	87	29	best	good	ADJ
dad-10729	87	30	list	list	NOUN
dad-10729	87	31	(	(	PUNCT
dad-10729	87	32	wang	wang	PROPN
dad-10729	87	33	and	and	CCONJ
dad-10729	87	34	lemon	lemon	PROPN
dad-10729	87	35	,	,	PUNCT
dad-10729	87	36	2013	2013	NUM
dad-10729	87	37	;	;	PUNCT
dad-10729	87	38	sun	sun	PROPN
dad-10729	87	39	et	et	PROPN
dad-10729	87	40	al	al	PROPN
dad-10729	87	41	.	.	PROPN
dad-10729	87	42	,	,	PUNCT
dad-10729	87	43	2014a	2014a	NUM
dad-10729	87	44	)	)	PUNCT
dad-10729	87	45	.	.	PUNCT
dad-10729	88	1	these	these	DET
dad-10729	88	2	methods	method	NOUN
dad-10729	88	3	use	use	VERB
dad-10729	88	4	hand	hand	NOUN
dad-10729	88	5	-	-	PUNCT
dad-10729	88	6	designed	design	VERB
dad-10729	88	7	formulas	formula	NOUN
dad-10729	88	8	to	to	PART
dad-10729	88	9	compute	compute	VERB
dad-10729	88	10	a	a	DET
dad-10729	88	11	posterior	posterior	ADJ
dad-10729	88	12	b(s	b(	NOUN
dad-10729	88	13	)	)	PUNCT
dad-10729	88	14	of	of	ADP
dad-10729	88	15	a	a	DET
dad-10729	88	16	dialog	dialog	NOUN
dad-10729	88	17	state	state	NOUN
dad-10729	88	18	s	s	PROPN
dad-10729	88	19	given	give	VERB
dad-10729	88	20	asr	asr	NOUN
dad-10729	88	21	/	/	SYM
dad-10729	88	22	slu	slu	NOUN
dad-10729	88	23	confidence	confidence	NOUN
dad-10729	88	24	scores	score	NOUN
dad-10729	88	25	and	and	CCONJ
dad-10729	88	26	previous	previous	ADJ
dad-10729	88	27	estimates	estimate	NOUN
dad-10729	88	28	of	of	ADP
dad-10729	88	29	b(s	b(	NOUN
dad-10729	88	30	)	)	PUNCT
dad-10729	88	31	,	,	PUNCT
dad-10729	88	32	and	and	CCONJ
dad-10729	88	33	thus	thus	ADV
dad-10729	88	34	can	can	AUX
dad-10729	88	35	overcome	overcome	VERB
dad-10729	88	36	some	some	DET
dad-10729	88	37	slu	slu	NOUN
dad-10729	88	38	errors	error	NOUN
dad-10729	88	39	(	(	PUNCT
dad-10729	88	40	figure	figure	NOUN
dad-10729	88	41	2	2	NUM
dad-10729	88	42	)	)	PUNCT
dad-10729	88	43	.	.	PUNCT
dad-10729	89	1	using	use	VERB
dad-10729	89	2	hand	hand	NOUN
dad-10729	89	3	-	-	PUNCT
dad-10729	89	4	designed	design	VERB
dad-10729	89	5	formulas	formula	NOUN
dad-10729	89	6	for	for	ADP
dad-10729	89	7	computing	compute	VERB
dad-10729	89	8	b(s	b(	NOUN
dad-10729	89	9	)	)	PUNCT
dad-10729	89	10	suffers	suffer	VERB
dad-10729	89	11	from	from	ADP
dad-10729	89	12	a	a	DET
dad-10729	89	13	crucial	crucial	ADJ
dad-10729	89	14	limitation	limitation	NOUN
dad-10729	89	15	:	:	PUNCT
dad-10729	89	16	formula	formula	NOUN
dad-10729	89	17	parameters	parameter	NOUN
dad-10729	89	18	are	be	AUX
dad-10729	89	19	not	not	PART
dad-10729	89	20	derived	derive	VERB
dad-10729	89	21	directly	directly	ADV
dad-10729	89	22	from	from	ADP
dad-10729	89	23	real	real	ADJ
dad-10729	89	24	dialog	dialog	NOUN
dad-10729	89	25	data	datum	NOUN
dad-10729	89	26	,	,	PUNCT
dad-10729	89	27	so	so	SCONJ
dad-10729	89	28	they	they	PRON
dad-10729	89	29	require	require	VERB
dad-10729	89	30	careful	careful	ADJ
dad-10729	89	31	tuning	tuning	NOUN
dad-10729	89	32	and	and	CCONJ
dad-10729	89	33	do	do	AUX
dad-10729	89	34	not	not	PART
dad-10729	89	35	benefit	benefit	VERB
dad-10729	89	36	or	or	CCONJ
dad-10729	89	37	learn	learn	VERB
dad-10729	89	38	from	from	ADP
dad-10729	89	39	dialog	dialog	NOUN
dad-10729	89	40	data	datum	NOUN
dad-10729	89	41	.	.	PUNCT
dad-10729	90	1	this	this	DET
dad-10729	90	2	limitation	limitation	NOUN
dad-10729	90	3	motivates	motivate	VERB
dad-10729	90	4	the	the	DET
dad-10729	90	5	use	use	NOUN
dad-10729	90	6	of	of	ADP
dad-10729	90	7	data	data	NOUN
dad-10729	90	8	-	-	PUNCT
dad-10729	90	9	driven	drive	VERB
dad-10729	90	10	techniques	technique	NOUN
dad-10729	90	11	,	,	PUNCT
dad-10729	90	12	which	which	PRON
dad-10729	90	13	can	can	AUX
dad-10729	90	14	automatically	automatically	ADV
dad-10729	90	15	set	set	VERB
dad-10729	90	16	parameters	parameter	NOUN
dad-10729	90	17	in	in	ADP
dad-10729	90	18	order	order	NOUN
dad-10729	90	19	to	to	PART
dad-10729	90	20	maximize	maximize	VERB
dad-10729	90	21	accuracy	accuracy	NOUN
dad-10729	90	22	.	.	PUNCT
dad-10729	91	1	chief	chief	NOUN
dad-10729	91	2	among	among	ADP
dad-10729	91	3	the	the	DET
dad-10729	91	4	data	data	NOUN
dad-10729	91	5	-	-	PUNCT
dad-10729	91	6	driven	drive	VERB
dad-10729	91	7	techniques	technique	NOUN
dad-10729	91	8	are	be	AUX
dad-10729	91	9	generative	generative	ADJ
dad-10729	91	10	and	and	CCONJ
dad-10729	91	11	discriminative	discriminative	NOUN
dad-10729	91	12	models	model	NOUN
dad-10729	91	13	,	,	PUNCT
dad-10729	91	14	described	describe	VERB
dad-10729	91	15	next	next	ADV
dad-10729	91	16	.	.	PUNCT
dad-10729	92	1	3.2	3.2	NUM
dad-10729	92	2	generative	generative	ADJ
dad-10729	92	3	models	model	NOUN
dad-10729	92	4	for	for	ADP
dad-10729	92	5	dialog	dialog	NOUN
dad-10729	92	6	state	state	NOUN
dad-10729	92	7	tracking	tracking	NOUN
dad-10729	92	8	generative	generative	ADJ
dad-10729	92	9	approaches	approach	NOUN
dad-10729	92	10	posit	posit	VERB
dad-10729	92	11	that	that	SCONJ
dad-10729	92	12	dialog	dialog	NOUN
dad-10729	92	13	can	can	AUX
dad-10729	92	14	be	be	AUX
dad-10729	92	15	modeled	model	VERB
dad-10729	92	16	as	as	ADP
dad-10729	92	17	a	a	DET
dad-10729	92	18	bayesian	bayesian	NOUN
dad-10729	92	19	network	network	NOUN
dad-10729	92	20	that	that	PRON
dad-10729	92	21	relates	relate	VERB
dad-10729	92	22	the	the	DET
dad-10729	92	23	dialog	dialog	NOUN
dad-10729	92	24	state	state	NOUN
dad-10729	92	25	s	s	NOUN
dad-10729	92	26	to	to	ADP
dad-10729	92	27	the	the	DET
dad-10729	92	28	system	system	NOUN
dad-10729	92	29	action	action	NOUN
dad-10729	92	30	a	a	PRON
dad-10729	92	31	,	,	PUNCT
dad-10729	92	32	the	the	DET
dad-10729	92	33	(	(	PUNCT
dad-10729	92	34	true	true	ADJ
dad-10729	92	35	,	,	PUNCT
dad-10729	92	36	unobserved	unobserved	ADJ
dad-10729	92	37	)	)	PUNCT
dad-10729	92	38	user	user	NOUN
dad-10729	92	39	action	action	NOUN
dad-10729	92	40	u	u	PROPN
dad-10729	92	41	,	,	PUNCT
dad-10729	92	42	and	and	CCONJ
dad-10729	92	43	asr	asr	NOUN
dad-10729	92	44	or	or	CCONJ
dad-10729	92	45	slu	slu	NOUN
dad-10729	92	46	result	result	NOUN
dad-10729	92	47	ũ.	ũ.	PROPN
dad-10729	92	48	when	when	SCONJ
dad-10729	92	49	the	the	DET
dad-10729	92	50	system	system	NOUN
dad-10729	92	51	action	action	NOUN
dad-10729	92	52	and	and	CCONJ
dad-10729	92	53	asr	asr	NOUN
dad-10729	92	54	/	/	SYM
dad-10729	92	55	slu	slu	NOUN
dad-10729	92	56	result	result	NOUN
dad-10729	92	57	are	be	AUX
dad-10729	92	58	observed	observe	VERB
dad-10729	92	59	,	,	PUNCT
dad-10729	92	60	a	a	DET
dad-10729	92	61	distribution	distribution	NOUN
dad-10729	92	62	over	over	ADP
dad-10729	92	63	possible	possible	ADJ
dad-10729	92	64	dialog	dialog	NOUN
dad-10729	92	65	states	state	NOUN
dad-10729	92	66	can	can	AUX
dad-10729	92	67	be	be	AUX
dad-10729	92	68	computed	compute	VERB
dad-10729	92	69	by	by	ADP
dad-10729	92	70	applying	apply	VERB
dad-10729	92	71	bayesian	bayesian	NOUN
dad-10729	92	72	inference	inference	NOUN
dad-10729	92	73	.	.	PUNCT
dad-10729	93	1	a	a	DET
dad-10729	93	2	number	number	NOUN
dad-10729	93	3	of	of	ADP
dad-10729	93	4	probabilistic	probabilistic	ADJ
dad-10729	93	5	formulations	formulation	NOUN
dad-10729	93	6	have	have	AUX
dad-10729	93	7	been	be	AUX
dad-10729	93	8	explored	explore	VERB
dad-10729	93	9	for	for	ADP
dad-10729	93	10	how	how	SCONJ
dad-10729	93	11	to	to	PART
dad-10729	93	12	relate	relate	VERB
dad-10729	93	13	these	these	DET
dad-10729	93	14	quantities	quantity	NOUN
dad-10729	93	15	;	;	PUNCT
dad-10729	93	16	one	one	NUM
dad-10729	93	17	illustrative	illustrative	ADJ
dad-10729	93	18	example	example	NOUN
dad-10729	93	19	is	be	AUX
dad-10729	93	20	:	:	PUNCT
dad-10729	93	21	b′(s′	b′(s′	NOUN
dad-10729	93	22	)	)	PUNCT
dad-10729	94	1	=	=	PUNCT
dad-10729	94	2	η	η	PROPN
dad-10729	94	3	∑	∑	PUNCT
dad-10729	94	4	u′	u′	PROPN
dad-10729	94	5	p	p	X
dad-10729	94	6	(	(	PUNCT
dad-10729	94	7	ũ′|u′)p	ũ′|u′)p	PROPN
dad-10729	94	8	(	(	PUNCT
dad-10729	94	9	u′|s′	u′|s′	PROPN
dad-10729	94	10	,	,	PUNCT
dad-10729	94	11	a	a	PRON
dad-10729	94	12	)	)	PUNCT
dad-10729	94	13	∑	∑	PROPN
dad-10729	94	14	s	s	PART
dad-10729	94	15	p	p	X
dad-10729	94	16	(	(	PUNCT
dad-10729	94	17	s′|s	s′|s	NOUN
dad-10729	94	18	,	,	PUNCT
dad-10729	94	19	a)b(s	a)b(	NOUN
dad-10729	94	20	)	)	PUNCT
dad-10729	94	21	(	(	PUNCT
dad-10729	94	22	1	1	X
dad-10729	94	23	)	)	PUNCT
dad-10729	94	24	where	where	SCONJ
dad-10729	94	25	b(s	b(	NOUN
dad-10729	94	26	)	)	PUNCT
dad-10729	94	27	is	be	AUX
dad-10729	94	28	the	the	DET
dad-10729	94	29	previous	previous	ADJ
dad-10729	94	30	distribution	distribution	NOUN
dad-10729	94	31	over	over	ADP
dad-10729	94	32	dialog	dialog	NOUN
dad-10729	94	33	states	state	NOUN
dad-10729	94	34	,	,	PUNCT
dad-10729	94	35	b′(s′	b′(s′	PROPN
dad-10729	94	36	)	)	PUNCT
dad-10729	94	37	is	be	AUX
dad-10729	94	38	the	the	DET
dad-10729	94	39	(	(	PUNCT
dad-10729	94	40	updated	update	VERB
dad-10729	94	41	)	)	PUNCT
dad-10729	94	42	distribution	distribution	NOUN
dad-10729	94	43	over	over	ADP
dad-10729	94	44	dialog	dialog	NOUN
dad-10729	94	45	states	state	NOUN
dad-10729	94	46	being	be	AUX
dad-10729	94	47	estimated	estimate	VERB
dad-10729	94	48	,	,	PUNCT
dad-10729	94	49	p	p	X
dad-10729	94	50	(	(	PUNCT
dad-10729	94	51	ũ′|u′	ũ′|u′	PROPN
dad-10729	94	52	)	)	PUNCT
dad-10729	94	53	is	be	AUX
dad-10729	94	54	the	the	DET
dad-10729	94	55	probability	probability	NOUN
dad-10729	94	56	of	of	ADP
dad-10729	94	57	the	the	DET
dad-10729	94	58	asr	asr	PROPN
dad-10729	94	59	/	/	SYM
dad-10729	94	60	slu	slu	NOUN
dad-10729	94	61	producing	produce	VERB
dad-10729	94	62	the	the	DET
dad-10729	94	63	observed	observe	VERB
dad-10729	94	64	output	output	NOUN
dad-10729	94	65	ũ′	ũ′	NOUN
dad-10729	94	66	given	give	VERB
dad-10729	94	67	the	the	DET
dad-10729	94	68	(	(	PUNCT
dad-10729	94	69	true	true	ADJ
dad-10729	94	70	,	,	PUNCT
dad-10729	94	71	unobserved	unobserved	ADJ
dad-10729	94	72	)	)	PUNCT
dad-10729	94	73	user	user	NOUN
dad-10729	94	74	action	action	NOUN
dad-10729	94	75	u′	u′	PROPN
dad-10729	94	76	,	,	PUNCT
dad-10729	94	77	p	p	X
dad-10729	94	78	(	(	PUNCT
dad-10729	94	79	u′|s′	u′|s′	PROPN
dad-10729	94	80	,	,	PUNCT
dad-10729	94	81	a	a	PRON
dad-10729	94	82	)	)	PUNCT
dad-10729	94	83	is	be	AUX
dad-10729	94	84	the	the	DET
dad-10729	94	85	probability	probability	NOUN
dad-10729	94	86	of	of	ADP
dad-10729	94	87	the	the	DET
dad-10729	94	88	user	user	NOUN
dad-10729	94	89	taking	take	VERB
dad-10729	94	90	action	action	NOUN
dad-10729	94	91	u′	u′	PROPN
dad-10729	94	92	given	give	VERB
dad-10729	94	93	the	the	DET
dad-10729	94	94	true	true	ADJ
dad-10729	94	95	dialog	dialog	NOUN
dad-10729	94	96	state	state	NOUN
dad-10729	94	97	s′	s′	ADJ
dad-10729	94	98	and	and	CCONJ
dad-10729	94	99	system	system	NOUN
dad-10729	94	100	action	action	NOUN
dad-10729	94	101	a	a	PRON
dad-10729	94	102	,	,	PUNCT
dad-10729	94	103	p	p	X
dad-10729	94	104	(	(	PUNCT
dad-10729	94	105	s′|s	s′|s	NOUN
dad-10729	94	106	,	,	PUNCT
dad-10729	94	107	a	a	PRON
dad-10729	94	108	)	)	PUNCT
dad-10729	94	109	is	be	AUX
dad-10729	94	110	probability	probability	NOUN
dad-10729	94	111	of	of	ADP
dad-10729	94	112	the	the	DET
dad-10729	94	113	dialog	dialog	NOUN
dad-10729	94	114	state	state	NOUN
dad-10729	94	115	changing	change	VERB
dad-10729	94	116	to	to	ADP
dad-10729	94	117	s′	s′	PROPN
dad-10729	94	118	given	give	VERB
dad-10729	94	119	it	it	PRON
dad-10729	94	120	is	be	AUX
dad-10729	94	121	currently	currently	ADV
dad-10729	94	122	s	s	PRON
dad-10729	94	123	and	and	CCONJ
dad-10729	94	124	the	the	DET
dad-10729	94	125	system	system	NOUN
dad-10729	94	126	takes	take	VERB
dad-10729	94	127	action	action	NOUN
dad-10729	94	128	a	a	PRON
dad-10729	94	129	,	,	PUNCT
dad-10729	94	130	and	and	CCONJ
dad-10729	94	131	η	η	PROPN
dad-10729	94	132	is	be	AUX
dad-10729	94	133	a	a	DET
dad-10729	94	134	normalizing	normalizing	ADJ
dad-10729	94	135	constant	constant	ADJ
dad-10729	94	136	.	.	PUNCT
dad-10729	95	1	variants	variant	NOUN
dad-10729	95	2	of	of	ADP
dad-10729	95	3	eq	eq	PROPN
dad-10729	95	4	.	.	PROPN
dad-10729	95	5	1	1	NUM
dad-10729	95	6	account	account	NOUN
dad-10729	95	7	for	for	ADP
dad-10729	95	8	different	different	ADJ
dad-10729	95	9	factorizations	factorization	NOUN
dad-10729	95	10	of	of	ADP
dad-10729	95	11	the	the	DET
dad-10729	95	12	hidden	hidden	ADJ
dad-10729	95	13	state	state	NOUN
dad-10729	95	14	.	.	PUNCT
dad-10729	96	1	for	for	ADP
dad-10729	96	2	example	example	NOUN
dad-10729	96	3	,	,	PUNCT
dad-10729	96	4	williams	williams	PROPN
dad-10729	96	5	and	and	CCONJ
dad-10729	96	6	young	young	ADJ
dad-10729	96	7	(	(	PUNCT
dad-10729	96	8	2007	2007	NUM
dad-10729	96	9	)	)	PUNCT
dad-10729	96	10	includes	include	VERB
dad-10729	96	11	a	a	DET
dad-10729	96	12	term	term	NOUN
dad-10729	96	13	that	that	PRON
dad-10729	96	14	accumulates	accumulate	VERB
dad-10729	96	15	dialog	dialog	NOUN
dad-10729	96	16	history	history	NOUN
dad-10729	96	17	,	,	PUNCT
dad-10729	96	18	such	such	ADJ
dad-10729	96	19	as	as	ADP
dad-10729	96	20	whether	whether	SCONJ
dad-10729	96	21	the	the	DET
dad-10729	96	22	contents	content	NOUN
dad-10729	96	23	of	of	ADP
dad-10729	96	24	s	s	PRON
dad-10729	96	25	has	have	AUX
dad-10729	96	26	been	be	AUX
dad-10729	96	27	confirmed	confirm	VERB
dad-10729	96	28	or	or	CCONJ
dad-10729	96	29	not	not	PART
dad-10729	96	30	.	.	PUNCT
dad-10729	97	1	devault	devault	VERB
dad-10729	97	2	and	and	CCONJ
dad-10729	97	3	stone	stone	NOUN
dad-10729	97	4	develop	develop	VERB
dad-10729	97	5	a	a	DET
dad-10729	97	6	bayesian	bayesian	NOUN
dad-10729	97	7	network	network	NOUN
dad-10729	97	8	that	that	PRON
dad-10729	97	9	includes	include	VERB
dad-10729	97	10	separate	separate	ADJ
dad-10729	97	11	random	random	ADJ
dad-10729	97	12	variables	variable	NOUN
dad-10729	97	13	for	for	ADP
dad-10729	97	14	an	an	DET
dad-10729	97	15	observed	observed	ADJ
dad-10729	97	16	dialog	dialog	NOUN
dad-10729	97	17	action	action	NOUN
dad-10729	97	18	and	and	CCONJ
dad-10729	97	19	an	an	DET
dad-10729	97	20	underlying	underlying	ADJ
dad-10729	97	21	intention	intention	NOUN
dad-10729	97	22	,	,	PUNCT
dad-10729	97	23	and	and	CCONJ
dad-10729	97	24	includes	include	VERB
dad-10729	97	25	conditional	conditional	ADJ
dad-10729	97	26	probability	probability	NOUN
dad-10729	97	27	terms	term	NOUN
dad-10729	97	28	that	that	PRON
dad-10729	97	29	express	express	VERB
dad-10729	97	30	common	common	ADJ
dad-10729	97	31	-	-	PUNCT
dad-10729	97	32	sense	sense	NOUN
dad-10729	97	33	relationships	relationship	NOUN
dad-10729	97	34	between	between	ADP
dad-10729	97	35	actions	action	NOUN
dad-10729	97	36	,	,	PUNCT
dad-10729	97	37	intentions	intention	NOUN
dad-10729	97	38	,	,	PUNCT
dad-10729	97	39	and	and	CCONJ
dad-10729	97	40	8	8	NUM
dad-10729	97	41	dialog	dialog	NOUN
dad-10729	97	42	state	state	NOUN
dad-10729	97	43	tracking	tracking	NOUN
dad-10729	97	44	overview	overview	NOUN
dad-10729	97	45	plausible	plausible	ADJ
dad-10729	97	46	states	state	NOUN
dad-10729	97	47	termed	term	VERB
dad-10729	97	48	“	"	PUNCT
dad-10729	97	49	contexts	context	NOUN
dad-10729	97	50	”	"	PUNCT
dad-10729	97	51	(	(	PUNCT
dad-10729	97	52	devault	devault	NOUN
dad-10729	97	53	and	and	CCONJ
dad-10729	97	54	stone	stone	NOUN
dad-10729	97	55	,	,	PUNCT
dad-10729	97	56	2007	2007	NUM
dad-10729	97	57	;	;	PUNCT
dad-10729	97	58	devault	devault	PROPN
dad-10729	97	59	,	,	PUNCT
dad-10729	97	60	2008	2008	NUM
dad-10729	97	61	)	)	PUNCT
dad-10729	97	62	.	.	PUNCT
dad-10729	98	1	other	other	ADJ
dad-10729	98	2	factorizations	factorization	NOUN
dad-10729	98	3	have	have	AUX
dad-10729	98	4	also	also	ADV
dad-10729	98	5	been	be	AUX
dad-10729	98	6	presented	present	VERB
dad-10729	98	7	for	for	ADP
dad-10729	98	8	modeling	model	VERB
dad-10729	98	9	dialog	dialog	NOUN
dad-10729	98	10	in	in	ADP
dad-10729	98	11	specific	specific	ADJ
dad-10729	98	12	settings	setting	NOUN
dad-10729	98	13	,	,	PUNCT
dad-10729	98	14	such	such	ADJ
dad-10729	98	15	as	as	ADP
dad-10729	98	16	troubleshooting	troubleshoot	VERB
dad-10729	98	17	an	an	DET
dad-10729	98	18	internet	internet	NOUN
dad-10729	98	19	router	router	NOUN
dad-10729	98	20	(	(	PUNCT
dad-10729	98	21	williams	williams	PROPN
dad-10729	98	22	,	,	PUNCT
dad-10729	98	23	2007	2007	NUM
dad-10729	98	24	)	)	PUNCT
dad-10729	98	25	.	.	PUNCT
dad-10729	99	1	eq	eq	X
dad-10729	99	2	.	.	PROPN
dad-10729	99	3	1	1	NUM
dad-10729	99	4	most	most	ADV
dad-10729	99	5	closely	closely	ADV
dad-10729	99	6	follows	follow	VERB
dad-10729	99	7	williams	williams	PROPN
dad-10729	99	8	(	(	PUNCT
dad-10729	99	9	2008	2008	NUM
dad-10729	99	10	)	)	PUNCT
dad-10729	99	11	;	;	PUNCT
dad-10729	99	12	the	the	DET
dad-10729	99	13	appendix	appendix	NOUN
dad-10729	99	14	of	of	ADP
dad-10729	99	15	williams	williams	PROPN
dad-10729	99	16	(	(	PUNCT
dad-10729	99	17	2012a	2012a	NUM
dad-10729	99	18	)	)	PUNCT
dad-10729	99	19	provides	provide	VERB
dad-10729	99	20	a	a	DET
dad-10729	99	21	derivation	derivation	NOUN
dad-10729	99	22	.	.	PUNCT
dad-10729	100	1	in	in	ADP
dad-10729	100	2	all	all	PRON
dad-10729	100	3	of	of	ADP
dad-10729	100	4	these	these	DET
dad-10729	100	5	examples	example	NOUN
dad-10729	100	6	,	,	PUNCT
dad-10729	100	7	the	the	DET
dad-10729	100	8	key	key	ADJ
dad-10729	100	9	assumption	assumption	NOUN
dad-10729	100	10	is	be	AUX
dad-10729	100	11	that	that	SCONJ
dad-10729	100	12	a	a	DET
dad-10729	100	13	distribution	distribution	NOUN
dad-10729	100	14	over	over	ADP
dad-10729	100	15	possible	possible	ADJ
dad-10729	100	16	(	(	PUNCT
dad-10729	100	17	hidden	hidden	ADJ
dad-10729	100	18	)	)	PUNCT
dad-10729	100	19	dialog	dialog	NOUN
dad-10729	100	20	states	state	NOUN
dad-10729	100	21	can	can	AUX
dad-10729	100	22	be	be	AUX
dad-10729	100	23	inferred	infer	VERB
dad-10729	100	24	using	use	VERB
dad-10729	100	25	a	a	DET
dad-10729	100	26	bayesian	bayesian	NOUN
dad-10729	100	27	network	network	NOUN
dad-10729	100	28	that	that	PRON
dad-10729	100	29	encodes	encode	VERB
dad-10729	100	30	a	a	DET
dad-10729	100	31	designer	designer	NOUN
dad-10729	100	32	’s	’s	PART
dad-10729	100	33	knowledge	knowledge	NOUN
dad-10729	100	34	about	about	ADP
dad-10729	100	35	conversation	conversation	NOUN
dad-10729	100	36	.	.	PUNCT
dad-10729	101	1	the	the	DET
dad-10729	101	2	parameters	parameter	NOUN
dad-10729	101	3	of	of	ADP
dad-10729	101	4	the	the	DET
dad-10729	101	5	models	model	NOUN
dad-10729	101	6	must	must	AUX
dad-10729	101	7	be	be	AUX
dad-10729	101	8	estimated	estimate	VERB
dad-10729	101	9	of	of	ADP
dad-10729	101	10	course	course	NOUN
dad-10729	101	11	;	;	PUNCT
dad-10729	101	12	this	this	PRON
dad-10729	101	13	can	can	AUX
dad-10729	101	14	be	be	AUX
dad-10729	101	15	done	do	VERB
dad-10729	101	16	either	either	CCONJ
dad-10729	101	17	from	from	ADP
dad-10729	101	18	labeled	label	VERB
dad-10729	101	19	dialogs	dialog	NOUN
dad-10729	101	20	,	,	PUNCT
dad-10729	101	21	or	or	CCONJ
dad-10729	101	22	inferred	infer	VERB
dad-10729	101	23	from	from	ADP
dad-10729	101	24	unlabeled	unlabele	VERB
dad-10729	101	25	dialogs	dialog	NOUN
dad-10729	101	26	using	use	VERB
dad-10729	101	27	methods	method	NOUN
dad-10729	101	28	such	such	ADJ
dad-10729	101	29	as	as	ADP
dad-10729	101	30	expectation	expectation	NOUN
dad-10729	101	31	maximization	maximization	NOUN
dad-10729	101	32	(	(	PUNCT
dad-10729	101	33	syed	syed	ADJ
dad-10729	101	34	and	and	CCONJ
dad-10729	101	35	williams	williams	PROPN
dad-10729	101	36	,	,	PUNCT
dad-10729	101	37	2008	2008	NUM
dad-10729	101	38	)	)	PUNCT
dad-10729	101	39	or	or	CCONJ
dad-10729	101	40	expectation	expectation	NOUN
dad-10729	101	41	propagation	propagation	NOUN
dad-10729	101	42	(	(	PUNCT
dad-10729	101	43	thomson	thomson	NOUN
dad-10729	101	44	et	et	PROPN
dad-10729	101	45	al	al	PROPN
dad-10729	101	46	.	.	PROPN
dad-10729	101	47	,	,	PUNCT
dad-10729	101	48	2010	2010	NUM
dad-10729	101	49	)	)	PUNCT
dad-10729	101	50	.	.	PUNCT
dad-10729	102	1	early	early	ADJ
dad-10729	102	2	approaches	approach	NOUN
dad-10729	102	3	to	to	ADP
dad-10729	102	4	generative	generative	ADJ
dad-10729	102	5	dialog	dialog	NOUN
dad-10729	102	6	state	state	NOUN
dad-10729	102	7	tracking	tracking	NOUN
dad-10729	102	8	enumerated	enumerate	VERB
dad-10729	102	9	all	all	DET
dad-10729	102	10	possible	possible	ADJ
dad-10729	102	11	dialog	dialog	NOUN
dad-10729	102	12	states	state	NOUN
dad-10729	102	13	,	,	PUNCT
dad-10729	102	14	then	then	ADV
dad-10729	102	15	used	use	VERB
dad-10729	102	16	variants	variant	NOUN
dad-10729	102	17	of	of	ADP
dad-10729	102	18	eq	eq	PROPN
dad-10729	102	19	.	.	PROPN
dad-10729	102	20	1	1	NUM
dad-10729	102	21	to	to	PART
dad-10729	102	22	score	score	VERB
dad-10729	102	23	them	they	PRON
dad-10729	102	24	(	(	PUNCT
dad-10729	102	25	roy	roy	PROPN
dad-10729	102	26	et	et	PROPN
dad-10729	102	27	al	al	PROPN
dad-10729	102	28	.	.	PROPN
dad-10729	102	29	,	,	PUNCT
dad-10729	102	30	2000	2000	NUM
dad-10729	102	31	;	;	PUNCT
dad-10729	102	32	zhang	zhang	PROPN
dad-10729	102	33	et	et	PROPN
dad-10729	102	34	al	al	PROPN
dad-10729	102	35	.	.	PROPN
dad-10729	102	36	,	,	PUNCT
dad-10729	102	37	2001	2001	NUM
dad-10729	102	38	;	;	PUNCT
dad-10729	102	39	heckerman	heckerman	NOUN
dad-10729	102	40	and	and	CCONJ
dad-10729	102	41	horwitz	horwitz	PROPN
dad-10729	102	42	,	,	PUNCT
dad-10729	102	43	1998	1998	NUM
dad-10729	102	44	;	;	PUNCT
dad-10729	102	45	horvitz	horvitz	NOUN
dad-10729	102	46	and	and	CCONJ
dad-10729	102	47	paek	paek	PROPN
dad-10729	102	48	,	,	PUNCT
dad-10729	102	49	1999	1999	NUM
dad-10729	102	50	;	;	PUNCT
dad-10729	102	51	meng	meng	PROPN
dad-10729	102	52	et	et	PROPN
dad-10729	102	53	al	al	PROPN
dad-10729	102	54	.	.	PROPN
dad-10729	102	55	,	,	PUNCT
dad-10729	102	56	2003	2003	NUM
dad-10729	102	57	;	;	PUNCT
dad-10729	102	58	williams	williams	PROPN
dad-10729	102	59	et	et	PROPN
dad-10729	102	60	al	al	PROPN
dad-10729	102	61	.	.	PROPN
dad-10729	102	62	,	,	PUNCT
dad-10729	102	63	2005	2005	NUM
dad-10729	102	64	)	)	PUNCT
dad-10729	102	65	.	.	PUNCT
dad-10729	103	1	this	this	DET
dad-10729	103	2	approach	approach	NOUN
dad-10729	103	3	is	be	AUX
dad-10729	103	4	quadratic	quadratic	ADJ
dad-10729	103	5	in	in	ADP
dad-10729	103	6	the	the	DET
dad-10729	103	7	number	number	NOUN
dad-10729	103	8	of	of	ADP
dad-10729	103	9	dialog	dialog	NOUN
dad-10729	103	10	states	state	NOUN
dad-10729	103	11	,	,	PUNCT
dad-10729	103	12	which	which	PRON
dad-10729	103	13	is	be	AUX
dad-10729	103	14	intractable	intractable	ADJ
dad-10729	103	15	,	,	PUNCT
dad-10729	103	16	particularly	particularly	ADV
dad-10729	103	17	given	give	VERB
dad-10729	103	18	that	that	PRON
dad-10729	103	19	eq	eq	NOUN
dad-10729	103	20	.	.	PROPN
dad-10729	103	21	1	1	NUM
dad-10729	103	22	must	must	AUX
dad-10729	103	23	run	run	VERB
dad-10729	103	24	in	in	ADP
dad-10729	103	25	real	real	ADJ
dad-10729	103	26	time	time	NOUN
dad-10729	103	27	and	and	CCONJ
dad-10729	103	28	the	the	DET
dad-10729	103	29	number	number	NOUN
dad-10729	103	30	of	of	ADP
dad-10729	103	31	states	state	NOUN
dad-10729	103	32	s	s	PART
dad-10729	103	33	can	can	AUX
dad-10729	103	34	be	be	AUX
dad-10729	103	35	enormous	enormous	ADJ
dad-10729	103	36	.	.	PUNCT
dad-10729	104	1	this	this	DET
dad-10729	104	2	limitation	limitation	NOUN
dad-10729	104	3	has	have	AUX
dad-10729	104	4	led	lead	VERB
dad-10729	104	5	to	to	ADP
dad-10729	104	6	two	two	NUM
dad-10729	104	7	approximations	approximation	NOUN
dad-10729	104	8	:	:	PUNCT
dad-10729	104	9	maintaining	maintain	VERB
dad-10729	104	10	a	a	DET
dad-10729	104	11	“	"	PUNCT
dad-10729	104	12	beam	beam	NOUN
dad-10729	104	13	”	"	PUNCT
dad-10729	104	14	of	of	ADP
dad-10729	104	15	only	only	ADV
dad-10729	104	16	the	the	DET
dad-10729	104	17	most	most	ADV
dad-10729	104	18	likely	likely	ADJ
dad-10729	104	19	members	member	NOUN
dad-10729	104	20	of	of	ADP
dad-10729	104	21	s	s	PRON
dad-10729	104	22	(	(	PUNCT
dad-10729	104	23	young	young	ADJ
dad-10729	104	24	et	et	PROPN
dad-10729	104	25	al	al	PROPN
dad-10729	104	26	.	.	PROPN
dad-10729	104	27	,	,	PUNCT
dad-10729	104	28	2007	2007	NUM
dad-10729	104	29	;	;	PUNCT
dad-10729	104	30	devault	devault	NOUN
dad-10729	104	31	and	and	CCONJ
dad-10729	104	32	stone	stone	NOUN
dad-10729	104	33	,	,	PUNCT
dad-10729	104	34	2007	2007	NUM
dad-10729	104	35	;	;	PUNCT
dad-10729	104	36	devault	devault	PROPN
dad-10729	104	37	,	,	PUNCT
dad-10729	104	38	2008	2008	NUM
dad-10729	104	39	;	;	PUNCT
dad-10729	104	40	kim	kim	PROPN
dad-10729	104	41	et	et	PROPN
dad-10729	104	42	al	al	PROPN
dad-10729	104	43	.	.	PROPN
dad-10729	104	44	,	,	PUNCT
dad-10729	104	45	2008	2008	NUM
dad-10729	104	46	;	;	PUNCT
dad-10729	104	47	henderson	henderson	PROPN
dad-10729	104	48	and	and	CCONJ
dad-10729	104	49	lemon	lemon	NOUN
dad-10729	104	50	,	,	PUNCT
dad-10729	104	51	2008	2008	NUM
dad-10729	104	52	;	;	PUNCT
dad-10729	104	53	mehta	mehta	PROPN
dad-10729	104	54	et	et	PROPN
dad-10729	104	55	al	al	PROPN
dad-10729	104	56	.	.	PROPN
dad-10729	104	57	,	,	PUNCT
dad-10729	104	58	2010	2010	NUM
dad-10729	104	59	;	;	PUNCT
dad-10729	104	60	williams	williams	PROPN
dad-10729	104	61	,	,	PUNCT
dad-10729	104	62	2010	2010	NUM
dad-10729	104	63	;	;	PUNCT
dad-10729	104	64	raux	raux	PROPN
dad-10729	104	65	and	and	CCONJ
dad-10729	104	66	ma	ma	PROPN
dad-10729	104	67	,	,	PUNCT
dad-10729	104	68	2011	2011	NUM
dad-10729	104	69	;	;	PUNCT
dad-10729	104	70	gasic	gasic	NOUN
dad-10729	104	71	and	and	CCONJ
dad-10729	104	72	young	young	ADJ
dad-10729	104	73	,	,	PUNCT
dad-10729	104	74	2011	2011	NUM
dad-10729	104	75	)	)	PUNCT
dad-10729	104	76	,	,	PUNCT
dad-10729	104	77	or	or	CCONJ
dad-10729	104	78	further	further	ADJ
dad-10729	104	79	factorization	factorization	NOUN
dad-10729	104	80	of	of	ADP
dad-10729	104	81	eq	eq	PROPN
dad-10729	104	82	.	.	PROPN
dad-10729	104	83	1	1	NUM
dad-10729	104	84	(	(	PUNCT
dad-10729	104	85	williams	williams	PROPN
dad-10729	104	86	,	,	PUNCT
dad-10729	104	87	2007	2007	NUM
dad-10729	104	88	;	;	PUNCT
dad-10729	104	89	bui	bui	PROPN
dad-10729	104	90	et	et	PROPN
dad-10729	104	91	al	al	PROPN
dad-10729	104	92	.	.	PROPN
dad-10729	104	93	,	,	PUNCT
dad-10729	104	94	2009	2009	NUM
dad-10729	104	95	;	;	PUNCT
dad-10729	104	96	thomson	thomson	NOUN
dad-10729	104	97	and	and	CCONJ
dad-10729	104	98	young	young	ADJ
dad-10729	104	99	,	,	PUNCT
dad-10729	104	100	2010	2010	NUM
dad-10729	104	101	)	)	PUNCT
dad-10729	104	102	.	.	PUNCT
dad-10729	105	1	these	these	DET
dad-10729	105	2	approximations	approximation	NOUN
dad-10729	105	3	enable	enable	VERB
dad-10729	105	4	generative	generative	ADJ
dad-10729	105	5	models	model	NOUN
dad-10729	105	6	to	to	PART
dad-10729	105	7	operate	operate	VERB
dad-10729	105	8	in	in	ADP
dad-10729	105	9	real	real	ADJ
dad-10729	105	10	-	-	PUNCT
dad-10729	105	11	time	time	NOUN
dad-10729	105	12	,	,	PUNCT
dad-10729	105	13	but	but	CCONJ
dad-10729	105	14	impose	impose	VERB
dad-10729	105	15	other	other	ADJ
dad-10729	105	16	constraints	constraint	NOUN
dad-10729	105	17	,	,	PUNCT
dad-10729	105	18	such	such	ADJ
dad-10729	105	19	as	as	ADP
dad-10729	105	20	limiting	limit	VERB
dad-10729	105	21	the	the	DET
dad-10729	105	22	form	form	NOUN
dad-10729	105	23	of	of	ADP
dad-10729	105	24	p	p	PROPN
dad-10729	105	25	(	(	PUNCT
dad-10729	105	26	s′|s	s′|s	NOUN
dad-10729	105	27	,	,	PUNCT
dad-10729	105	28	a	a	PRON
dad-10729	105	29	)	)	PUNCT
dad-10729	105	30	,	,	PUNCT
dad-10729	105	31	which	which	PRON
dad-10729	105	32	can	can	AUX
dad-10729	105	33	restrict	restrict	VERB
dad-10729	105	34	the	the	DET
dad-10729	105	35	classes	class	NOUN
dad-10729	105	36	of	of	ADP
dad-10729	105	37	dialogs	dialog	NOUN
dad-10729	105	38	that	that	PRON
dad-10729	105	39	can	can	AUX
dad-10729	105	40	be	be	AUX
dad-10729	105	41	accurately	accurately	ADV
dad-10729	105	42	modeled	model	VERB
dad-10729	105	43	(	(	PUNCT
dad-10729	105	44	young	young	PROPN
dad-10729	105	45	et	et	PROPN
dad-10729	105	46	al	al	PROPN
dad-10729	105	47	.	.	PROPN
dad-10729	105	48	,	,	PUNCT
dad-10729	105	49	2013	2013	NUM
dad-10729	105	50	)	)	PUNCT
dad-10729	105	51	.	.	PUNCT
dad-10729	106	1	in	in	ADP
dad-10729	106	2	end	end	NOUN
dad-10729	106	3	-	-	PUNCT
dad-10729	106	4	to	to	ADP
dad-10729	106	5	-	-	PUNCT
dad-10729	106	6	end	end	NOUN
dad-10729	106	7	evaluations	evaluation	NOUN
dad-10729	106	8	,	,	PUNCT
dad-10729	106	9	generative	generative	ADJ
dad-10729	106	10	approaches	approach	NOUN
dad-10729	106	11	have	have	AUX
dad-10729	106	12	been	be	AUX
dad-10729	106	13	shown	show	VERB
dad-10729	106	14	to	to	PART
dad-10729	106	15	yield	yield	VERB
dad-10729	106	16	better	well	ADJ
dad-10729	106	17	dialog	dialog	NOUN
dad-10729	106	18	performance	performance	NOUN
dad-10729	106	19	than	than	ADP
dad-10729	106	20	hand	hand	NOUN
dad-10729	106	21	-	-	PUNCT
dad-10729	106	22	crafted	craft	VERB
dad-10729	106	23	rules	rule	NOUN
dad-10729	106	24	(	(	PUNCT
dad-10729	106	25	young	young	ADJ
dad-10729	106	26	et	et	PROPN
dad-10729	106	27	al	al	PROPN
dad-10729	106	28	.	.	PROPN
dad-10729	106	29	,	,	PUNCT
dad-10729	106	30	2010	2010	NUM
dad-10729	106	31	;	;	PUNCT
dad-10729	106	32	thomson	thomson	NOUN
dad-10729	106	33	and	and	CCONJ
dad-10729	106	34	young	young	ADJ
dad-10729	106	35	,	,	PUNCT
dad-10729	106	36	2010	2010	NUM
dad-10729	106	37	)	)	PUNCT
dad-10729	106	38	.	.	PUNCT
dad-10729	107	1	even	even	ADV
dad-10729	107	2	so	so	ADV
dad-10729	107	3	,	,	PUNCT
dad-10729	107	4	generative	generative	ADJ
dad-10729	107	5	models	model	NOUN
dad-10729	107	6	can	can	AUX
dad-10729	107	7	not	not	PART
dad-10729	107	8	easily	easily	ADV
dad-10729	107	9	incorporate	incorporate	VERB
dad-10729	107	10	large	large	ADJ
dad-10729	107	11	sets	set	NOUN
dad-10729	107	12	of	of	ADP
dad-10729	107	13	potentially	potentially	ADV
dad-10729	107	14	informative	informative	ADJ
dad-10729	107	15	features	feature	NOUN
dad-10729	107	16	from	from	ADP
dad-10729	107	17	the	the	DET
dad-10729	107	18	asr	asr	PROPN
dad-10729	107	19	,	,	PUNCT
dad-10729	107	20	slu	slu	NOUN
dad-10729	107	21	,	,	PUNCT
dad-10729	107	22	dialog	dialog	NOUN
dad-10729	107	23	history	history	NOUN
dad-10729	107	24	,	,	PUNCT
dad-10729	107	25	and	and	CCONJ
dad-10729	107	26	elsewhere	elsewhere	ADV
dad-10729	107	27	:	:	PUNCT
dad-10729	107	28	all	all	DET
dad-10729	107	29	dependencies	dependency	NOUN
dad-10729	107	30	between	between	ADP
dad-10729	107	31	features	feature	NOUN
dad-10729	107	32	must	must	AUX
dad-10729	107	33	be	be	AUX
dad-10729	107	34	explicitly	explicitly	ADV
dad-10729	107	35	modeled	model	VERB
dad-10729	107	36	,	,	PUNCT
dad-10729	107	37	which	which	PRON
dad-10729	107	38	requires	require	VERB
dad-10729	107	39	an	an	DET
dad-10729	107	40	impractical	impractical	ADJ
dad-10729	107	41	amount	amount	NOUN
dad-10729	107	42	of	of	ADP
dad-10729	107	43	data	datum	NOUN
dad-10729	107	44	.	.	PUNCT
dad-10729	108	1	as	as	ADP
dad-10729	108	2	a	a	DET
dad-10729	108	3	result	result	NOUN
dad-10729	108	4	,	,	PUNCT
dad-10729	108	5	for	for	ADP
dad-10729	108	6	tractability	tractability	NOUN
dad-10729	108	7	,	,	PUNCT
dad-10729	108	8	generative	generative	ADJ
dad-10729	108	9	models	model	NOUN
dad-10729	108	10	generally	generally	ADV
dad-10729	108	11	make	make	VERB
dad-10729	108	12	independence	independence	NOUN
dad-10729	108	13	assumptions	assumption	NOUN
dad-10729	108	14	which	which	PRON
dad-10729	108	15	are	be	AUX
dad-10729	108	16	invalid	invalid	ADJ
dad-10729	108	17	,	,	PUNCT
dad-10729	108	18	or	or	CCONJ
dad-10729	108	19	important	important	ADJ
dad-10729	108	20	features	feature	NOUN
dad-10729	108	21	of	of	ADP
dad-10729	108	22	dialog	dialog	NOUN
dad-10729	108	23	history	history	NOUN
dad-10729	108	24	have	have	VERB
dad-10729	108	25	to	to	PART
dad-10729	108	26	be	be	AUX
dad-10729	108	27	ignored	ignore	VERB
dad-10729	108	28	,	,	PUNCT
dad-10729	108	29	which	which	PRON
dad-10729	108	30	introduce	introduce	VERB
dad-10729	108	31	violation	violation	NOUN
dad-10729	108	32	of	of	ADP
dad-10729	108	33	the	the	DET
dad-10729	108	34	markov	markov	NOUN
dad-10729	108	35	assumption	assumption	NOUN
dad-10729	108	36	.	.	PUNCT
dad-10729	109	1	for	for	ADP
dad-10729	109	2	example	example	NOUN
dad-10729	109	3	,	,	PUNCT
dad-10729	109	4	it	it	PRON
dad-10729	109	5	is	be	AUX
dad-10729	109	6	often	often	ADV
dad-10729	109	7	assumed	assume	VERB
dad-10729	109	8	that	that	SCONJ
dad-10729	109	9	errors	error	NOUN
dad-10729	109	10	are	be	AUX
dad-10729	109	11	generated	generate	VERB
dad-10729	109	12	from	from	ADP
dad-10729	109	13	a	a	DET
dad-10729	109	14	uniform	uniform	ADJ
dad-10729	109	15	distribution	distribution	NOUN
dad-10729	109	16	,	,	PUNCT
dad-10729	109	17	when	when	SCONJ
dad-10729	109	18	in	in	ADP
dad-10729	109	19	fact	fact	NOUN
dad-10729	109	20	they	they	PRON
dad-10729	109	21	are	be	AUX
dad-10729	109	22	highly	highly	ADV
dad-10729	109	23	correlated	correlate	VERB
dad-10729	109	24	:	:	PUNCT
dad-10729	109	25	“	"	PUNCT
dad-10729	109	26	twenty	twenty	NUM
dad-10729	109	27	”	"	PUNCT
dad-10729	109	28	is	be	AUX
dad-10729	109	29	much	much	ADV
dad-10729	109	30	more	more	ADV
dad-10729	109	31	often	often	ADV
dad-10729	109	32	mis	mi	NOUN
dad-10729	109	33	-	-	PUNCT
dad-10729	109	34	recognized	recognize	VERB
dad-10729	109	35	as	as	ADP
dad-10729	109	36	“	"	PUNCT
dad-10729	109	37	seventy	seventy	NUM
dad-10729	109	38	”	"	PUNCT
dad-10729	109	39	than	than	ADP
dad-10729	109	40	as	as	ADP
dad-10729	109	41	“	"	PUNCT
dad-10729	109	42	downtown	downtown	NOUN
dad-10729	109	43	pittsburgh	pittsburgh	PROPN
dad-10729	109	44	”	"	PUNCT
dad-10729	109	45	(	(	PUNCT
dad-10729	109	46	williams	williams	PROPN
dad-10729	109	47	,	,	PUNCT
dad-10729	109	48	2012c	2012c	NUM
dad-10729	109	49	)	)	PUNCT
dad-10729	109	50	.	.	PUNCT
dad-10729	110	1	the	the	DET
dad-10729	110	2	net	net	ADJ
dad-10729	110	3	effect	effect	NOUN
dad-10729	110	4	is	be	AUX
dad-10729	110	5	poor	poor	ADJ
dad-10729	110	6	estimates	estimate	NOUN
dad-10729	110	7	of	of	ADP
dad-10729	110	8	b(s	b(	NOUN
dad-10729	110	9	)	)	PUNCT
dad-10729	110	10	.	.	PUNCT
dad-10729	111	1	together	together	ADV
dad-10729	111	2	these	these	DET
dad-10729	111	3	issues	issue	NOUN
dad-10729	111	4	have	have	AUX
dad-10729	111	5	spurred	spur	VERB
dad-10729	111	6	interest	interest	NOUN
dad-10729	111	7	in	in	ADP
dad-10729	111	8	discriminatively	discriminatively	ADV
dad-10729	111	9	trained	train	VERB
dad-10729	111	10	direct	direct	ADJ
dad-10729	111	11	models	model	NOUN
dad-10729	111	12	,	,	PUNCT
dad-10729	111	13	covered	cover	VERB
dad-10729	111	14	next	next	ADV
dad-10729	111	15	.	.	PUNCT
dad-10729	112	1	3.3	3.3	NUM
dad-10729	112	2	discriminative	discriminative	NOUN
dad-10729	112	3	models	model	NOUN
dad-10729	112	4	for	for	ADP
dad-10729	112	5	dialog	dialog	NOUN
dad-10729	112	6	state	state	NOUN
dad-10729	112	7	tracking	tracking	NOUN
dad-10729	112	8	in	in	ADP
dad-10729	112	9	contrast	contrast	NOUN
dad-10729	112	10	to	to	ADP
dad-10729	112	11	generative	generative	ADJ
dad-10729	112	12	models	model	NOUN
dad-10729	112	13	,	,	PUNCT
dad-10729	112	14	discriminative	discriminative	NOUN
dad-10729	112	15	approaches	approach	NOUN
dad-10729	112	16	to	to	ADP
dad-10729	112	17	dialog	dialog	NOUN
dad-10729	112	18	state	state	NOUN
dad-10729	112	19	tracking	tracking	NOUN
dad-10729	112	20	compute	compute	NOUN
dad-10729	112	21	scores	score	NOUN
dad-10729	112	22	for	for	ADP
dad-10729	112	23	dialog	dialog	NOUN
dad-10729	112	24	states	state	NOUN
dad-10729	112	25	with	with	ADP
dad-10729	112	26	discriminatively	discriminatively	ADV
dad-10729	112	27	trained	train	VERB
dad-10729	112	28	conditional	conditional	ADJ
dad-10729	112	29	models	model	NOUN
dad-10729	112	30	of	of	ADP
dad-10729	112	31	the	the	DET
dad-10729	112	32	form	form	NOUN
dad-10729	112	33	b′(s′	b′(s′	NOUN
dad-10729	112	34	)	)	PUNCT
dad-10729	113	1	=	=	SYM
dad-10729	114	1	p	p	NOUN
dad-10729	114	2	(	(	PUNCT
dad-10729	114	3	s′|f	s′|f	NOUN
dad-10729	114	4	′	′	NUM
dad-10729	114	5	)	)	PUNCT
dad-10729	114	6	,	,	PUNCT
dad-10729	114	7	where	where	SCONJ
dad-10729	114	8	f	f	PROPN
dad-10729	114	9	′	′	NOUN
dad-10729	114	10	are	be	AUX
dad-10729	114	11	features	feature	NOUN
dad-10729	114	12	extracted	extract	VERB
dad-10729	114	13	from	from	ADP
dad-10729	114	14	the	the	DET
dad-10729	114	15	asr	asr	PROPN
dad-10729	114	16	,	,	PUNCT
dad-10729	114	17	slu	slu	NOUN
dad-10729	114	18	,	,	PUNCT
dad-10729	114	19	and	and	CCONJ
dad-10729	114	20	dialog	dialog	NOUN
dad-10729	114	21	history	history	NOUN
dad-10729	114	22	.	.	PUNCT
dad-10729	115	1	the	the	DET
dad-10729	115	2	key	key	ADJ
dad-10729	115	3	benefit	benefit	NOUN
dad-10729	115	4	of	of	ADP
dad-10729	115	5	discriminative	discriminative	NOUN
dad-10729	115	6	models	model	NOUN
dad-10729	115	7	are	be	AUX
dad-10729	115	8	that	that	SCONJ
dad-10729	115	9	they	they	PRON
dad-10729	115	10	can	can	AUX
dad-10729	115	11	incorporate	incorporate	VERB
dad-10729	115	12	a	a	DET
dad-10729	115	13	large	large	ADJ
dad-10729	115	14	number	number	NOUN
dad-10729	115	15	of	of	ADP
dad-10729	115	16	features	feature	NOUN
dad-10729	115	17	,	,	PUNCT
dad-10729	115	18	and	and	CCONJ
dad-10729	115	19	can	can	AUX
dad-10729	115	20	be	be	AUX
dad-10729	115	21	optimized	optimize	VERB
dad-10729	115	22	directly	directly	ADV
dad-10729	115	23	for	for	ADP
dad-10729	115	24	prediction	prediction	NOUN
dad-10729	115	25	accuracy	accuracy	NOUN
dad-10729	115	26	.	.	PUNCT
dad-10729	116	1	the	the	DET
dad-10729	116	2	first	first	ADJ
dad-10729	116	3	presentation	presentation	NOUN
dad-10729	116	4	of	of	ADP
dad-10729	116	5	discriminative	discriminative	NOUN
dad-10729	116	6	state	state	NOUN
dad-10729	116	7	tracking	tracking	NOUN
dad-10729	116	8	trained	train	VERB
dad-10729	116	9	from	from	ADP
dad-10729	116	10	data	datum	NOUN
dad-10729	116	11	is	be	AUX
dad-10729	116	12	believed	believe	VERB
dad-10729	116	13	to	to	PART
dad-10729	116	14	be	be	AUX
dad-10729	116	15	bohus	bohus	ADJ
dad-10729	116	16	and	and	CCONJ
dad-10729	116	17	rudnicky	rudnicky	ADJ
dad-10729	116	18	(	(	PUNCT
dad-10729	116	19	2006	2006	NUM
dad-10729	116	20	)	)	PUNCT
dad-10729	116	21	.	.	PUNCT
dad-10729	117	1	here	here	ADV
dad-10729	117	2	,	,	PUNCT
dad-10729	117	3	a	a	DET
dad-10729	117	4	hand	hand	NOUN
dad-10729	117	5	-	-	PUNCT
dad-10729	117	6	written	write	VERB
dad-10729	117	7	rule	rule	NOUN
dad-10729	117	8	enumerates	enumerate	VERB
dad-10729	117	9	a	a	DET
dad-10729	117	10	set	set	NOUN
dad-10729	117	11	of	of	ADP
dad-10729	117	12	k	k	PROPN
dad-10729	117	13	dialog	dialog	PROPN
dad-10729	117	14	states	state	NOUN
dad-10729	117	15	to	to	PART
dad-10729	117	16	score	score	VERB
dad-10729	117	17	,	,	PUNCT
dad-10729	117	18	for	for	ADP
dad-10729	117	19	example	example	NOUN
dad-10729	117	20	by	by	ADP
dad-10729	117	21	considering	consider	VERB
dad-10729	117	22	the	the	DET
dad-10729	117	23	top	top	ADJ
dad-10729	117	24	s1	s1	NOUN
dad-10729	117	25	slu	slu	NOUN
dad-10729	117	26	hypotheses	hypothesis	NOUN
dad-10729	117	27	from	from	ADP
dad-10729	117	28	the	the	DET
dad-10729	117	29	current	current	ADJ
dad-10729	117	30	turn	turn	NOUN
dad-10729	117	31	,	,	PUNCT
dad-10729	117	32	top	top	ADJ
dad-10729	117	33	s2	s2	NOUN
dad-10729	117	34	slu	slu	NOUN
dad-10729	117	35	hypotheses	hypothesis	NOUN
dad-10729	117	36	from	from	ADP
dad-10729	117	37	the	the	DET
dad-10729	117	38	previous	previous	ADJ
dad-10729	117	39	turn	turn	NOUN
dad-10729	117	40	,	,	PUNCT
dad-10729	117	41	and	and	CCONJ
dad-10729	117	42	the	the	DET
dad-10729	117	43	top	top	ADJ
dad-10729	117	44	s3	s3	PROPN
dad-10729	117	45	slu	slu	NOUN
dad-10729	117	46	hypothesis	hypothesis	NOUN
dad-10729	117	47	from	from	ADP
dad-10729	117	48	the	the	DET
dad-10729	117	49	turn	turn	NOUN
dad-10729	117	50	before	before	ADP
dad-10729	117	51	that	that	PRON
dad-10729	117	52	.	.	PUNCT
dad-10729	118	1	an	an	DET
dad-10729	118	2	additional	additional	ADJ
dad-10729	118	3	state	state	NOUN
dad-10729	118	4	hypothesis	hypothesis	NOUN
dad-10729	118	5	s	s	NOUN
dad-10729	118	6	accounts	account	NOUN
dad-10729	118	7	for	for	ADP
dad-10729	118	8	the	the	DET
dad-10729	118	9	situation	situation	NOUN
dad-10729	118	10	when	when	SCONJ
dad-10729	118	11	none	none	NOUN
dad-10729	118	12	of	of	ADP
dad-10729	118	13	the	the	DET
dad-10729	118	14	hypotheses	hypothesis	NOUN
dad-10729	118	15	is	be	AUX
dad-10729	118	16	correct	correct	ADJ
dad-10729	118	17	,	,	PUNCT
dad-10729	118	18	for	for	ADP
dad-10729	118	19	a	a	DET
dad-10729	118	20	total	total	NOUN
dad-10729	118	21	of	of	ADP
dad-10729	118	22	k	k	PROPN
dad-10729	118	23	=	=	SYM
dad-10729	118	24	s1+s2+s3	s1+s2+s3	PROPN
dad-10729	118	25	+	+	PROPN
dad-10729	118	26	1	1	NUM
dad-10729	118	27	states	state	NOUN
dad-10729	118	28	to	to	PART
dad-10729	118	29	score	score	VERB
dad-10729	118	30	.	.	PUNCT
dad-10729	119	1	with	with	ADP
dad-10729	119	2	a	a	DET
dad-10729	119	3	fixed	fixed	ADJ
dad-10729	119	4	number	number	NOUN
dad-10729	119	5	k	k	PROPN
dad-10729	119	6	of	of	ADP
dad-10729	119	7	classes	class	NOUN
dad-10729	119	8	,	,	PUNCT
dad-10729	119	9	standard	standard	ADJ
dad-10729	119	10	multiclass	multiclass	ADJ
dad-10729	119	11	logistic	logistic	ADJ
dad-10729	119	12	9	9	NUM
dad-10729	119	13	williams	william	NOUN
dad-10729	119	14	,	,	PUNCT
dad-10729	119	15	raux	raux	PROPN
dad-10729	119	16	,	,	PUNCT
dad-10729	119	17	and	and	CCONJ
dad-10729	119	18	henderson	henderson	PROPN
dad-10729	119	19	regression	regression	PROPN
dad-10729	119	20	classification	classification	NOUN
dad-10729	119	21	is	be	AUX
dad-10729	119	22	then	then	ADV
dad-10729	119	23	applied	apply	VERB
dad-10729	119	24	,	,	PUNCT
dad-10729	119	25	in	in	ADP
dad-10729	119	26	which	which	PRON
dad-10729	119	27	one	one	NUM
dad-10729	119	28	weight	weight	NOUN
dad-10729	119	29	is	be	AUX
dad-10729	119	30	estimated	estimate	VERB
dad-10729	119	31	for	for	ADP
dad-10729	119	32	every	every	DET
dad-10729	119	33	(	(	PUNCT
dad-10729	119	34	class	class	NOUN
dad-10729	119	35	,	,	PUNCT
dad-10729	119	36	feature	feature	NOUN
dad-10729	119	37	)	)	PUNCT
dad-10729	119	38	pair	pair	NOUN
dad-10729	119	39	.	.	PUNCT
dad-10729	120	1	features	feature	NOUN
dad-10729	120	2	were	be	AUX
dad-10729	120	3	taken	take	VERB
dad-10729	120	4	from	from	ADP
dad-10729	120	5	slu	slu	NOUN
dad-10729	120	6	output	output	NOUN
dad-10729	120	7	and	and	CCONJ
dad-10729	120	8	dialog	dialog	NOUN
dad-10729	120	9	history	history	NOUN
dad-10729	120	10	.	.	PUNCT
dad-10729	121	1	subsequent	subsequent	ADJ
dad-10729	121	2	work	work	NOUN
dad-10729	121	3	has	have	AUX
dad-10729	121	4	explored	explore	VERB
dad-10729	121	5	numerous	numerous	ADJ
dad-10729	121	6	variations	variation	NOUN
dad-10729	121	7	of	of	ADP
dad-10729	121	8	this	this	DET
dad-10729	121	9	approach	approach	NOUN
dad-10729	121	10	.	.	PUNCT
dad-10729	122	1	metallinou	metallinou	NOUN
dad-10729	122	2	et	et	PROPN
dad-10729	122	3	al	al	PROPN
dad-10729	122	4	.	.	PROPN
dad-10729	123	1	(	(	PUNCT
dad-10729	123	2	2013	2013	NUM
dad-10729	123	3	)	)	PUNCT
dad-10729	123	4	alter	alter	VERB
dad-10729	123	5	the	the	DET
dad-10729	123	6	logistic	logistic	ADJ
dad-10729	123	7	regression	regression	NOUN
dad-10729	123	8	model	model	NOUN
dad-10729	123	9	so	so	SCONJ
dad-10729	123	10	that	that	SCONJ
dad-10729	123	11	it	it	PRON
dad-10729	123	12	learns	learn	VERB
dad-10729	123	13	a	a	DET
dad-10729	123	14	single	single	ADJ
dad-10729	123	15	weight	weight	NOUN
dad-10729	123	16	for	for	ADP
dad-10729	123	17	each	each	DET
dad-10729	123	18	feature	feature	NOUN
dad-10729	123	19	.	.	PUNCT
dad-10729	124	1	this	this	PRON
dad-10729	124	2	enables	enable	VERB
dad-10729	124	3	an	an	DET
dad-10729	124	4	arbitrary	arbitrary	ADJ
dad-10729	124	5	number	number	NOUN
dad-10729	124	6	of	of	ADP
dad-10729	124	7	hypotheses	hypothesis	NOUN
dad-10729	124	8	to	to	PART
dad-10729	124	9	be	be	AUX
dad-10729	124	10	scored	score	VERB
dad-10729	124	11	since	since	SCONJ
dad-10729	124	12	the	the	DET
dad-10729	124	13	number	number	NOUN
dad-10729	124	14	of	of	ADP
dad-10729	124	15	weights	weight	NOUN
dad-10729	124	16	to	to	PART
dad-10729	124	17	learn	learn	VERB
dad-10729	124	18	no	no	ADV
dad-10729	124	19	longer	long	ADV
dad-10729	124	20	increases	increase	NOUN
dad-10729	124	21	with	with	ADP
dad-10729	124	22	the	the	DET
dad-10729	124	23	number	number	NOUN
dad-10729	124	24	of	of	ADP
dad-10729	124	25	state	state	NOUN
dad-10729	124	26	hypotheses	hypothesis	NOUN
dad-10729	124	27	to	to	PART
dad-10729	124	28	score	score	VERB
dad-10729	124	29	.	.	PUNCT
dad-10729	125	1	williams	williams	PROPN
dad-10729	125	2	(	(	PUNCT
dad-10729	125	3	2014	2014	NUM
dad-10729	125	4	)	)	PUNCT
dad-10729	125	5	applies	apply	VERB
dad-10729	125	6	a	a	DET
dad-10729	125	7	ranking	ranking	ADJ
dad-10729	125	8	algorithm	algorithm	NOUN
dad-10729	125	9	which	which	PRON
dad-10729	125	10	has	have	VERB
dad-10729	125	11	the	the	DET
dad-10729	125	12	ability	ability	NOUN
dad-10729	125	13	to	to	PART
dad-10729	125	14	construct	construct	VERB
dad-10729	125	15	conjunctions	conjunction	NOUN
dad-10729	125	16	of	of	ADP
dad-10729	125	17	features	feature	NOUN
dad-10729	125	18	.	.	PUNCT
dad-10729	126	1	henderson	henderson	PROPN
dad-10729	126	2	et	et	PROPN
dad-10729	126	3	al	al	PROPN
dad-10729	126	4	.	.	PROPN
dad-10729	127	1	(	(	PUNCT
dad-10729	127	2	2013	2013	NUM
dad-10729	127	3	)	)	PUNCT
dad-10729	127	4	applies	apply	VERB
dad-10729	127	5	a	a	DET
dad-10729	127	6	deep	deep	ADJ
dad-10729	127	7	neural	neural	ADJ
dad-10729	127	8	network	network	NOUN
dad-10729	127	9	as	as	ADP
dad-10729	127	10	a	a	DET
dad-10729	127	11	classifier	classifier	NOUN
dad-10729	127	12	.	.	PUNCT
dad-10729	128	1	all	all	PRON
dad-10729	128	2	of	of	ADP
dad-10729	128	3	the	the	DET
dad-10729	128	4	approaches	approach	NOUN
dad-10729	128	5	above	above	ADP
dad-10729	128	6	encode	encode	ADJ
dad-10729	128	7	dialog	dialog	NOUN
dad-10729	128	8	history	history	NOUN
dad-10729	128	9	in	in	ADP
dad-10729	128	10	the	the	DET
dad-10729	128	11	features	feature	NOUN
dad-10729	128	12	to	to	PART
dad-10729	128	13	learn	learn	VERB
dad-10729	128	14	a	a	DET
dad-10729	128	15	simple	simple	ADJ
dad-10729	128	16	classifier	classifier	NOUN
dad-10729	128	17	.	.	PUNCT
dad-10729	129	1	by	by	ADP
dad-10729	129	2	contrast	contrast	NOUN
dad-10729	129	3	,	,	PUNCT
dad-10729	129	4	three	three	NUM
dad-10729	129	5	other	other	ADJ
dad-10729	129	6	approaches	approach	NOUN
dad-10729	129	7	have	have	AUX
dad-10729	129	8	explicitly	explicitly	ADV
dad-10729	129	9	modeled	model	VERB
dad-10729	129	10	dialog	dialog	NOUN
dad-10729	129	11	as	as	ADP
dad-10729	129	12	a	a	DET
dad-10729	129	13	sequential	sequential	ADJ
dad-10729	129	14	process	process	NOUN
dad-10729	129	15	.	.	PUNCT
dad-10729	130	1	first	first	ADV
dad-10729	130	2	,	,	PUNCT
dad-10729	130	3	a	a	DET
dad-10729	130	4	discriminative	discriminative	NOUN
dad-10729	130	5	markov	markov	NOUN
dad-10729	130	6	model	model	NOUN
dad-10729	130	7	can	can	AUX
dad-10729	130	8	be	be	AUX
dad-10729	130	9	applied	apply	VERB
dad-10729	130	10	,	,	PUNCT
dad-10729	130	11	where	where	SCONJ
dad-10729	130	12	the	the	DET
dad-10729	130	13	distribution	distribution	NOUN
dad-10729	130	14	from	from	ADP
dad-10729	130	15	the	the	DET
dad-10729	130	16	previous	previous	ADJ
dad-10729	130	17	turn	turn	NOUN
dad-10729	130	18	’s	’s	PART
dad-10729	130	19	prediction	prediction	NOUN
dad-10729	130	20	can	can	AUX
dad-10729	130	21	be	be	AUX
dad-10729	130	22	used	use	VERB
dad-10729	130	23	as	as	ADP
dad-10729	130	24	a	a	DET
dad-10729	130	25	feature	feature	NOUN
dad-10729	130	26	(	(	PUNCT
dad-10729	130	27	ren	ren	NOUN
dad-10729	130	28	et	et	PROPN
dad-10729	130	29	al	al	PROPN
dad-10729	130	30	.	.	PROPN
dad-10729	130	31	,	,	PUNCT
dad-10729	130	32	2014b	2014b	NUM
dad-10729	130	33	,	,	PUNCT
dad-10729	130	34	a	a	PRON
dad-10729	130	35	)	)	PUNCT
dad-10729	130	36	.	.	PUNCT
dad-10729	131	1	second	second	ADJ
dad-10729	131	2	,	,	PUNCT
dad-10729	131	3	dialog	dialog	NOUN
dad-10729	131	4	can	can	AUX
dad-10729	131	5	be	be	AUX
dad-10729	131	6	cast	cast	VERB
dad-10729	131	7	as	as	ADP
dad-10729	131	8	a	a	DET
dad-10729	131	9	conditional	conditional	ADJ
dad-10729	131	10	random	random	ADJ
dad-10729	131	11	field	field	NOUN
dad-10729	131	12	(	(	PUNCT
dad-10729	131	13	crf	crf	NOUN
dad-10729	131	14	)	)	PUNCT
dad-10729	131	15	(	(	PUNCT
dad-10729	131	16	lafferty	lafferty	NOUN
dad-10729	131	17	et	et	PROPN
dad-10729	131	18	al	al	PROPN
dad-10729	131	19	.	.	PROPN
dad-10729	131	20	,	,	PUNCT
dad-10729	131	21	2001	2001	NUM
dad-10729	131	22	)	)	PUNCT
dad-10729	131	23	,	,	PUNCT
dad-10729	131	24	in	in	ADP
dad-10729	131	25	which	which	PRON
dad-10729	131	26	features	feature	NOUN
dad-10729	131	27	are	be	AUX
dad-10729	131	28	associated	associate	VERB
dad-10729	131	29	with	with	ADP
dad-10729	131	30	each	each	DET
dad-10729	131	31	dialog	dialog	NOUN
dad-10729	131	32	turn	turn	NOUN
dad-10729	131	33	,	,	PUNCT
dad-10729	131	34	and	and	CCONJ
dad-10729	131	35	crf	crf	NOUN
dad-10729	131	36	decoding	decode	VERB
dad-10729	131	37	determines	determine	VERB
dad-10729	131	38	the	the	DET
dad-10729	131	39	most	most	ADV
dad-10729	131	40	likely	likely	ADJ
dad-10729	131	41	final	final	ADJ
dad-10729	131	42	dialog	dialog	NOUN
dad-10729	131	43	state	state	NOUN
dad-10729	131	44	conditioned	condition	VERB
dad-10729	131	45	on	on	ADP
dad-10729	131	46	the	the	DET
dad-10729	131	47	entire	entire	ADJ
dad-10729	131	48	sequence	sequence	NOUN
dad-10729	131	49	(	(	PUNCT
dad-10729	131	50	lee	lee	PROPN
dad-10729	131	51	and	and	CCONJ
dad-10729	131	52	eskenazi	eskenazi	ADJ
dad-10729	131	53	,	,	PUNCT
dad-10729	131	54	2013	2013	NUM
dad-10729	131	55	;	;	PUNCT
dad-10729	131	56	ren	ren	PROPN
dad-10729	131	57	et	et	PROPN
dad-10729	131	58	al	al	PROPN
dad-10729	131	59	.	.	PROPN
dad-10729	131	60	,	,	PUNCT
dad-10729	131	61	2013	2013	NUM
dad-10729	131	62	;	;	PUNCT
dad-10729	131	63	kim	kim	PROPN
dad-10729	131	64	and	and	CCONJ
dad-10729	131	65	banchs	banch	NOUN
dad-10729	131	66	,	,	PUNCT
dad-10729	131	67	2014	2014	NUM
dad-10729	131	68	;	;	PUNCT
dad-10729	131	69	ma	ma	PROPN
dad-10729	131	70	and	and	CCONJ
dad-10729	131	71	fosler	fosler	NOUN
dad-10729	131	72	-	-	PUNCT
dad-10729	131	73	lussier	lussier	NOUN
dad-10729	131	74	,	,	PUNCT
dad-10729	131	75	2014c	2014c	NUM
dad-10729	131	76	)	)	PUNCT
dad-10729	131	77	.	.	PUNCT
dad-10729	132	1	third	third	ADJ
dad-10729	132	2	,	,	PUNCT
dad-10729	132	3	recurrent	recurrent	ADJ
dad-10729	132	4	neural	neural	ADJ
dad-10729	132	5	networks	network	NOUN
dad-10729	132	6	can	can	AUX
dad-10729	132	7	be	be	AUX
dad-10729	132	8	estimated	estimate	VERB
dad-10729	132	9	where	where	SCONJ
dad-10729	132	10	the	the	DET
dad-10729	132	11	inputs	input	NOUN
dad-10729	132	12	are	be	AUX
dad-10729	132	13	the	the	DET
dad-10729	132	14	observed	observe	VERB
dad-10729	132	15	asr	asr	NOUN
dad-10729	132	16	/	/	SYM
dad-10729	132	17	slu	slu	NOUN
dad-10729	132	18	results	result	NOUN
dad-10729	132	19	,	,	PUNCT
dad-10729	132	20	and	and	CCONJ
dad-10729	132	21	the	the	DET
dad-10729	132	22	output	output	NOUN
dad-10729	132	23	is	be	AUX
dad-10729	132	24	a	a	DET
dad-10729	132	25	distribution	distribution	NOUN
dad-10729	132	26	over	over	ADP
dad-10729	132	27	dialog	dialog	NOUN
dad-10729	132	28	states	state	NOUN
dad-10729	132	29	(	(	PUNCT
dad-10729	132	30	henderson	henderson	PROPN
dad-10729	132	31	et	et	PROPN
dad-10729	132	32	al	al	PROPN
dad-10729	132	33	.	.	PROPN
dad-10729	132	34	,	,	PUNCT
dad-10729	132	35	2014d	2014d	NUM
dad-10729	132	36	)	)	PUNCT
dad-10729	132	37	.	.	PUNCT
dad-10729	133	1	henderson	henderson	PROPN
dad-10729	133	2	et	et	PROPN
dad-10729	133	3	al	al	PROPN
dad-10729	133	4	.	.	PROPN
dad-10729	133	5	(	(	PUNCT
dad-10729	133	6	2014d	2014d	NUM
dad-10729	133	7	)	)	PUNCT
dad-10729	133	8	is	be	AUX
dad-10729	133	9	also	also	ADV
dad-10729	133	10	notable	notable	ADJ
dad-10729	133	11	for	for	ADP
dad-10729	133	12	operating	operate	VERB
dad-10729	133	13	directly	directly	ADV
dad-10729	133	14	on	on	ADP
dad-10729	133	15	asr	asr	PROPN
dad-10729	133	16	output	output	NOUN
dad-10729	133	17	,	,	PUNCT
dad-10729	133	18	without	without	ADP
dad-10729	133	19	an	an	DET
dad-10729	133	20	slu	slu	NOUN
dad-10729	133	21	(	(	PUNCT
dad-10729	133	22	c.f	c.f	PROPN
dad-10729	133	23	.	.	PROPN
dad-10729	133	24	figure	figure	NOUN
dad-10729	133	25	1	1	NUM
dad-10729	133	26	)	)	PUNCT
dad-10729	133	27	.	.	PUNCT
dad-10729	134	1	this	this	PRON
dad-10729	134	2	has	have	VERB
dad-10729	134	3	two	two	NUM
dad-10729	134	4	benefits	benefit	NOUN
dad-10729	134	5	:	:	PUNCT
dad-10729	134	6	first	first	ADV
dad-10729	134	7	,	,	PUNCT
dad-10729	134	8	it	it	PRON
dad-10729	134	9	removes	remove	VERB
dad-10729	134	10	the	the	DET
dad-10729	134	11	need	need	NOUN
dad-10729	134	12	for	for	ADP
dad-10729	134	13	feature	feature	NOUN
dad-10729	134	14	design	design	NOUN
dad-10729	134	15	,	,	PUNCT
dad-10729	134	16	and	and	CCONJ
dad-10729	134	17	the	the	DET
dad-10729	134	18	risk	risk	NOUN
dad-10729	134	19	of	of	ADP
dad-10729	134	20	omitting	omit	VERB
dad-10729	134	21	an	an	DET
dad-10729	134	22	important	important	ADJ
dad-10729	134	23	feature	feature	NOUN
dad-10729	134	24	,	,	PUNCT
dad-10729	134	25	which	which	PRON
dad-10729	134	26	can	can	AUX
dad-10729	134	27	degrade	degrade	VERB
dad-10729	134	28	performance	performance	NOUN
dad-10729	134	29	unexpectedly	unexpectedly	ADV
dad-10729	134	30	(	(	PUNCT
dad-10729	134	31	williams	williams	PROPN
dad-10729	134	32	,	,	PUNCT
dad-10729	134	33	2014	2014	NUM
dad-10729	134	34	)	)	PUNCT
dad-10729	134	35	.	.	PUNCT
dad-10729	135	1	second	second	ADJ
dad-10729	135	2	,	,	PUNCT
dad-10729	135	3	it	it	PRON
dad-10729	135	4	avoids	avoid	VERB
dad-10729	135	5	the	the	DET
dad-10729	135	6	work	work	NOUN
dad-10729	135	7	of	of	ADP
dad-10729	135	8	building	build	VERB
dad-10729	135	9	a	a	DET
dad-10729	135	10	separate	separate	ADJ
dad-10729	135	11	slu	slu	NOUN
dad-10729	135	12	model	model	NOUN
dad-10729	135	13	.	.	PUNCT
dad-10729	136	1	all	all	PRON
dad-10729	136	2	of	of	ADP
dad-10729	136	3	the	the	DET
dad-10729	136	4	approaches	approach	NOUN
dad-10729	136	5	above	above	ADP
dad-10729	136	6	require	require	VERB
dad-10729	136	7	in	in	ADP
dad-10729	136	8	-	-	PUNCT
dad-10729	136	9	domain	domain	NOUN
dad-10729	136	10	dialog	dialog	NOUN
dad-10729	136	11	data	datum	NOUN
dad-10729	136	12	for	for	ADP
dad-10729	136	13	training	training	NOUN
dad-10729	136	14	.	.	PUNCT
dad-10729	137	1	when	when	SCONJ
dad-10729	137	2	a	a	DET
dad-10729	137	3	small	small	ADJ
dad-10729	137	4	amount	amount	NOUN
dad-10729	137	5	of	of	ADP
dad-10729	137	6	labeled	label	VERB
dad-10729	137	7	data	datum	NOUN
dad-10729	137	8	exists	exist	VERB
dad-10729	137	9	for	for	ADP
dad-10729	137	10	the	the	DET
dad-10729	137	11	target	target	NOUN
dad-10729	137	12	domain	domain	NOUN
dad-10729	137	13	,	,	PUNCT
dad-10729	137	14	multi	multi	ADJ
dad-10729	137	15	-	-	ADJ
dad-10729	137	16	domain	domain	ADJ
dad-10729	137	17	learning	learning	NOUN
dad-10729	137	18	can	can	AUX
dad-10729	137	19	be	be	AUX
dad-10729	137	20	applied	apply	VERB
dad-10729	137	21	(	(	PUNCT
dad-10729	137	22	williams	williams	PROPN
dad-10729	137	23	,	,	PUNCT
dad-10729	137	24	2013	2013	NUM
dad-10729	137	25	)	)	PUNCT
dad-10729	137	26	.	.	PUNCT
dad-10729	138	1	when	when	SCONJ
dad-10729	138	2	no	no	DET
dad-10729	138	3	labeled	label	VERB
dad-10729	138	4	data	datum	NOUN
dad-10729	138	5	exists	exist	VERB
dad-10729	138	6	–	–	PUNCT
dad-10729	138	7	for	for	ADP
dad-10729	138	8	example	example	NOUN
dad-10729	138	9	,	,	PUNCT
dad-10729	138	10	when	when	SCONJ
dad-10729	138	11	a	a	DET
dad-10729	138	12	system	system	NOUN
dad-10729	138	13	is	be	AUX
dad-10729	138	14	first	first	ADV
dad-10729	138	15	deployed	deploy	VERB
dad-10729	138	16	–	–	PUNCT
dad-10729	138	17	it	it	PRON
dad-10729	138	18	is	be	AUX
dad-10729	138	19	possible	possible	ADJ
dad-10729	138	20	to	to	PART
dad-10729	138	21	use	use	VERB
dad-10729	138	22	unsupervised	unsupervised	ADJ
dad-10729	138	23	adaptation	adaptation	NOUN
dad-10729	138	24	from	from	ADP
dad-10729	138	25	a	a	DET
dad-10729	138	26	base	base	NOUN
dad-10729	138	27	model	model	NOUN
dad-10729	138	28	for	for	ADP
dad-10729	138	29	a	a	DET
dad-10729	138	30	related	relate	VERB
dad-10729	138	31	domain	domain	NOUN
dad-10729	138	32	.	.	PUNCT
dad-10729	139	1	the	the	DET
dad-10729	139	2	basic	basic	ADJ
dad-10729	139	3	idea	idea	NOUN
dad-10729	139	4	is	be	AUX
dad-10729	139	5	to	to	PART
dad-10729	139	6	find	find	VERB
dad-10729	139	7	points	point	NOUN
dad-10729	139	8	in	in	ADP
dad-10729	139	9	the	the	DET
dad-10729	139	10	dialog	dialog	NOUN
dad-10729	139	11	where	where	SCONJ
dad-10729	139	12	a	a	DET
dad-10729	139	13	state	state	NOUN
dad-10729	139	14	component	component	NOUN
dad-10729	139	15	value	value	NOUN
dad-10729	139	16	is	be	AUX
dad-10729	139	17	assigned	assign	VERB
dad-10729	139	18	a	a	DET
dad-10729	139	19	high	high	ADJ
dad-10729	139	20	score	score	NOUN
dad-10729	139	21	–	–	PUNCT
dad-10729	139	22	such	such	ADJ
dad-10729	139	23	as	as	ADP
dad-10729	139	24	food	food	NOUN
dad-10729	139	25	=	=	SYM
dad-10729	139	26	italian	italian	ADJ
dad-10729	139	27	–	–	PUNCT
dad-10729	139	28	then	then	ADV
dad-10729	139	29	treat	treat	VERB
dad-10729	139	30	that	that	PRON
dad-10729	139	31	predicted	predict	VERB
dad-10729	139	32	value	value	NOUN
dad-10729	139	33	as	as	ADP
dad-10729	139	34	a	a	DET
dad-10729	139	35	label	label	NOUN
dad-10729	139	36	,	,	PUNCT
dad-10729	139	37	and	and	CCONJ
dad-10729	139	38	adjust	adjust	VERB
dad-10729	139	39	model	model	NOUN
dad-10729	139	40	parameters	parameter	NOUN
dad-10729	139	41	to	to	PART
dad-10729	139	42	predict	predict	VERB
dad-10729	139	43	that	that	DET
dad-10729	139	44	label	label	NOUN
dad-10729	139	45	earlier	early	ADV
dad-10729	139	46	in	in	ADP
dad-10729	139	47	the	the	DET
dad-10729	139	48	dialog	dialog	NOUN
dad-10729	139	49	(	(	PUNCT
dad-10729	139	50	lee	lee	PROPN
dad-10729	139	51	and	and	CCONJ
dad-10729	139	52	eskenazi	eskenazi	ADJ
dad-10729	139	53	,	,	PUNCT
dad-10729	139	54	2013	2013	NUM
dad-10729	139	55	;	;	PUNCT
dad-10729	139	56	henderson	henderson	PROPN
dad-10729	139	57	et	et	PROPN
dad-10729	139	58	al	al	PROPN
dad-10729	139	59	.	.	PROPN
dad-10729	139	60	,	,	PUNCT
dad-10729	139	61	2014e	2014e	NUM
dad-10729	139	62	)	)	PUNCT
dad-10729	139	63	.	.	PUNCT
dad-10729	140	1	this	this	DET
dad-10729	140	2	approach	approach	NOUN
dad-10729	140	3	allows	allow	VERB
dad-10729	140	4	a	a	DET
dad-10729	140	5	generic	generic	ADJ
dad-10729	140	6	slot	slot	NOUN
dad-10729	140	7	tracking	tracking	NOUN
dad-10729	140	8	model	model	NOUN
dad-10729	140	9	to	to	PART
dad-10729	140	10	be	be	AUX
dad-10729	140	11	adapted	adapt	VERB
dad-10729	140	12	to	to	ADP
dad-10729	140	13	a	a	DET
dad-10729	140	14	specific	specific	ADJ
dad-10729	140	15	slot	slot	NOUN
dad-10729	140	16	for	for	ADP
dad-10729	140	17	which	which	PRON
dad-10729	140	18	labeled	label	VERB
dad-10729	140	19	data	datum	NOUN
dad-10729	140	20	does	do	AUX
dad-10729	140	21	not	not	PART
dad-10729	140	22	exist	exist	VERB
dad-10729	140	23	.	.	PUNCT
dad-10729	141	1	the	the	DET
dad-10729	141	2	approaches	approach	NOUN
dad-10729	141	3	above	above	ADP
dad-10729	141	4	infer	infer	NOUN
dad-10729	141	5	user	user	NOUN
dad-10729	141	6	behavior	behavior	NOUN
dad-10729	141	7	directly	directly	ADV
dad-10729	141	8	from	from	ADP
dad-10729	141	9	the	the	DET
dad-10729	141	10	dialog	dialog	NOUN
dad-10729	141	11	data	datum	NOUN
dad-10729	141	12	,	,	PUNCT
dad-10729	141	13	and	and	CCONJ
dad-10729	141	14	make	make	VERB
dad-10729	141	15	no	no	PRON
dad-10729	141	16	a	a	DET
dad-10729	141	17	priori	priori	ADJ
dad-10729	141	18	assumptions	assumption	NOUN
dad-10729	141	19	about	about	ADP
dad-10729	141	20	the	the	DET
dad-10729	141	21	structure	structure	NOUN
dad-10729	141	22	of	of	ADP
dad-10729	141	23	p	p	NOUN
dad-10729	141	24	(	(	PUNCT
dad-10729	141	25	s′|f	s′|f	NOUN
dad-10729	141	26	′	′	NUM
dad-10729	141	27	)	)	PUNCT
dad-10729	141	28	.	.	PUNCT
dad-10729	142	1	since	since	SCONJ
dad-10729	142	2	some	some	DET
dad-10729	142	3	properties	property	NOUN
dad-10729	142	4	of	of	ADP
dad-10729	142	5	human	human	ADJ
dad-10729	142	6	behavior	behavior	NOUN
dad-10729	142	7	with	with	ADP
dad-10729	142	8	dialog	dialog	NOUN
dad-10729	142	9	systems	system	NOUN
dad-10729	142	10	is	be	AUX
dad-10729	142	11	known	know	VERB
dad-10729	142	12	–	–	PUNCT
dad-10729	142	13	for	for	ADP
dad-10729	142	14	example	example	NOUN
dad-10729	142	15	,	,	PUNCT
dad-10729	142	16	that	that	SCONJ
dad-10729	142	17	people	people	NOUN
dad-10729	142	18	typically	typically	ADV
dad-10729	142	19	change	change	VERB
dad-10729	142	20	their	their	PRON
dad-10729	142	21	goal	goal	NOUN
dad-10729	142	22	only	only	ADV
dad-10729	142	23	in	in	ADP
dad-10729	142	24	certain	certain	ADJ
dad-10729	142	25	situations	situation	NOUN
dad-10729	142	26	–	–	PUNCT
dad-10729	142	27	it	it	PRON
dad-10729	142	28	is	be	AUX
dad-10729	142	29	possible	possible	ADJ
dad-10729	142	30	to	to	PART
dad-10729	142	31	devise	devise	VERB
dad-10729	142	32	rules	rule	NOUN
dad-10729	142	33	that	that	PRON
dad-10729	142	34	score	score	VERB
dad-10729	142	35	dialog	dialog	NOUN
dad-10729	142	36	states	state	NOUN
dad-10729	142	37	using	use	VERB
dad-10729	142	38	functions	function	NOUN
dad-10729	142	39	of	of	ADP
dad-10729	142	40	the	the	DET
dad-10729	142	41	asr	asr	NOUN
dad-10729	142	42	or	or	CCONJ
dad-10729	142	43	slu	slu	NOUN
dad-10729	142	44	confidence	confidence	NOUN
dad-10729	142	45	scores	score	NOUN
dad-10729	142	46	,	,	PUNCT
dad-10729	142	47	and	and	CCONJ
dad-10729	142	48	then	then	ADV
dad-10729	142	49	estimate	estimate	VERB
dad-10729	142	50	a	a	DET
dad-10729	142	51	handful	handful	NOUN
dad-10729	142	52	of	of	ADP
dad-10729	142	53	parameters	parameter	NOUN
dad-10729	142	54	of	of	ADP
dad-10729	142	55	the	the	DET
dad-10729	142	56	rules	rule	NOUN
dad-10729	142	57	from	from	ADP
dad-10729	142	58	data	datum	NOUN
dad-10729	142	59	(	(	PUNCT
dad-10729	142	60	higashinaka	higashinaka	NOUN
dad-10729	142	61	et	et	PROPN
dad-10729	142	62	al	al	PROPN
dad-10729	142	63	.	.	PROPN
dad-10729	142	64	,	,	PUNCT
dad-10729	142	65	2003	2003	NUM
dad-10729	142	66	;	;	PUNCT
dad-10729	142	67	kadlec	kadlec	PROPN
dad-10729	142	68	et	et	PROPN
dad-10729	142	69	al	al	PROPN
dad-10729	142	70	.	.	PROPN
dad-10729	142	71	,	,	PUNCT
dad-10729	142	72	2014	2014	NUM
dad-10729	142	73	;	;	PUNCT
dad-10729	142	74	sun	sun	PROPN
dad-10729	142	75	et	et	PROPN
dad-10729	142	76	al	al	PROPN
dad-10729	142	77	.	.	PROPN
dad-10729	142	78	,	,	PUNCT
dad-10729	142	79	2014a	2014a	NUM
dad-10729	142	80	)	)	PUNCT
dad-10729	142	81	.	.	PUNCT
dad-10729	143	1	since	since	SCONJ
dad-10729	143	2	the	the	DET
dad-10729	143	3	primary	primary	ADJ
dad-10729	143	4	source	source	NOUN
dad-10729	143	5	of	of	ADP
dad-10729	143	6	uncertainty	uncertainty	NOUN
dad-10729	143	7	in	in	ADP
dad-10729	143	8	dialog	dialog	NOUN
dad-10729	143	9	state	state	NOUN
dad-10729	143	10	tracking	tracking	NOUN
dad-10729	143	11	is	be	AUX
dad-10729	143	12	the	the	DET
dad-10729	143	13	asr	asr	NOUN
dad-10729	143	14	or	or	CCONJ
dad-10729	143	15	slu	slu	NOUN
dad-10729	143	16	,	,	PUNCT
dad-10729	143	17	these	these	DET
dad-10729	143	18	methods	method	NOUN
dad-10729	143	19	can	can	AUX
dad-10729	143	20	perform	perform	VERB
dad-10729	143	21	very	very	ADV
dad-10729	143	22	well	well	ADV
dad-10729	143	23	when	when	SCONJ
dad-10729	143	24	the	the	DET
dad-10729	143	25	confidence	confidence	NOUN
dad-10729	143	26	scores	score	NOUN
dad-10729	143	27	are	be	AUX
dad-10729	143	28	reliable	reliable	ADJ
dad-10729	143	29	.	.	PUNCT
dad-10729	144	1	with	with	ADP
dad-10729	144	2	so	so	ADV
dad-10729	144	3	many	many	ADJ
dad-10729	144	4	methods	method	NOUN
dad-10729	144	5	for	for	ADP
dad-10729	144	6	dialog	dialog	NOUN
dad-10729	144	7	state	state	NOUN
dad-10729	144	8	tracking	tracking	NOUN
dad-10729	144	9	proposed	propose	VERB
dad-10729	144	10	,	,	PUNCT
dad-10729	144	11	it	it	PRON
dad-10729	144	12	is	be	AUX
dad-10729	144	13	vital	vital	ADJ
dad-10729	144	14	to	to	PART
dad-10729	144	15	have	have	VERB
dad-10729	144	16	benchmark	benchmark	NOUN
dad-10729	144	17	tasks	task	NOUN
dad-10729	144	18	for	for	ADP
dad-10729	144	19	making	make	VERB
dad-10729	144	20	performance	performance	NOUN
dad-10729	144	21	comparisons	comparison	NOUN
dad-10729	144	22	.	.	PUNCT
dad-10729	145	1	this	this	DET
dad-10729	145	2	need	need	VERB
dad-10729	145	3	motivated	motivate	VERB
dad-10729	145	4	the	the	DET
dad-10729	145	5	dialog	dialog	NOUN
dad-10729	145	6	state	state	NOUN
dad-10729	145	7	tracking	tracking	NOUN
dad-10729	145	8	challenge	challenge	NOUN
dad-10729	145	9	series	series	NOUN
dad-10729	145	10	of	of	ADP
dad-10729	145	11	research	research	NOUN
dad-10729	145	12	community	community	NOUN
dad-10729	145	13	tasks	task	NOUN
dad-10729	145	14	,	,	PUNCT
dad-10729	145	15	described	describe	VERB
dad-10729	145	16	next	next	ADV
dad-10729	145	17	.	.	PUNCT
dad-10729	146	1	10	10	NUM
dad-10729	146	2	dialog	dialog	NOUN
dad-10729	146	3	state	state	NOUN
dad-10729	146	4	tracking	tracking	NOUN
dad-10729	146	5	overview	overview	NOUN
dad-10729	146	6	4	4	NUM
dad-10729	146	7	.	.	PUNCT
dad-10729	146	8	challenge	challenge	NOUN
dad-10729	146	9	tasks	task	NOUN
dad-10729	146	10	4.1	4.1	NUM
dad-10729	146	11	overview	overview	NOUN
dad-10729	146	12	the	the	DET
dad-10729	146	13	over	over	ADV
dad-10729	146	14	-	-	PUNCT
dad-10729	146	15	arching	arch	VERB
dad-10729	146	16	research	research	NOUN
dad-10729	146	17	aim	aim	NOUN
dad-10729	146	18	of	of	ADP
dad-10729	146	19	the	the	DET
dad-10729	146	20	dstc	dstc	NOUN
dad-10729	146	21	series	series	PROPN
dad-10729	146	22	has	have	AUX
dad-10729	146	23	been	be	AUX
dad-10729	146	24	to	to	PART
dad-10729	146	25	understand	understand	VERB
dad-10729	146	26	which	which	PRON
dad-10729	146	27	existing	exist	VERB
dad-10729	146	28	methods	method	NOUN
dad-10729	146	29	for	for	ADP
dad-10729	146	30	dialog	dialog	NOUN
dad-10729	146	31	state	state	NOUN
dad-10729	146	32	tracking	tracking	NOUN
dad-10729	146	33	perform	perform	VERB
dad-10729	146	34	best	good	ADJ
dad-10729	146	35	,	,	PUNCT
dad-10729	146	36	and	and	CCONJ
dad-10729	146	37	encourage	encourage	VERB
dad-10729	146	38	new	new	ADJ
dad-10729	146	39	work	work	NOUN
dad-10729	146	40	that	that	PRON
dad-10729	146	41	advances	advance	VERB
dad-10729	146	42	the	the	DET
dad-10729	146	43	state	state	NOUN
dad-10729	146	44	-	-	PUNCT
dad-10729	146	45	of	of	ADP
dad-10729	146	46	-	-	PUNCT
dad-10729	146	47	the	the	DET
dad-10729	146	48	-	-	PUNCT
dad-10729	146	49	art	art	NOUN
dad-10729	146	50	.	.	PUNCT
dad-10729	147	1	as	as	ADP
dad-10729	147	2	part	part	NOUN
dad-10729	147	3	of	of	ADP
dad-10729	147	4	that	that	DET
dad-10729	147	5	aim	aim	NOUN
dad-10729	147	6	,	,	PUNCT
dad-10729	147	7	the	the	DET
dad-10729	147	8	dstc	dstc	NOUN
dad-10729	147	9	series	series	NOUN
dad-10729	147	10	has	have	AUX
dad-10729	147	11	also	also	ADV
dad-10729	147	12	examined	examine	VERB
dad-10729	147	13	which	which	DET
dad-10729	147	14	evaluation	evaluation	NOUN
dad-10729	147	15	measurements	measurement	NOUN
dad-10729	147	16	are	be	AUX
dad-10729	147	17	appropriate	appropriate	ADJ
dad-10729	147	18	for	for	ADP
dad-10729	147	19	dialog	dialog	NOUN
dad-10729	147	20	state	state	NOUN
dad-10729	147	21	tracking	tracking	NOUN
dad-10729	147	22	.	.	PUNCT
dad-10729	148	1	to	to	ADP
dad-10729	148	2	date	date	NOUN
dad-10729	148	3	there	there	PRON
dad-10729	148	4	have	have	AUX
dad-10729	148	5	been	be	AUX
dad-10729	148	6	three	three	NUM
dad-10729	148	7	completed	complete	VERB
dad-10729	148	8	dialog	dialog	NOUN
dad-10729	148	9	state	state	NOUN
dad-10729	148	10	tracking	tracking	NOUN
dad-10729	148	11	challenges	challenge	NOUN
dad-10729	148	12	.	.	PUNCT
dad-10729	149	1	each	each	PRON
dad-10729	149	2	has	have	AUX
dad-10729	149	3	used	use	VERB
dad-10729	149	4	logs	log	NOUN
dad-10729	149	5	of	of	ADP
dad-10729	149	6	human	human	ADJ
dad-10729	149	7	-	-	PUNCT
dad-10729	149	8	computer	computer	NOUN
dad-10729	149	9	dialogs	dialog	NOUN
dad-10729	149	10	in	in	ADP
dad-10729	149	11	different	different	ADJ
dad-10729	149	12	domains	domain	NOUN
dad-10729	149	13	,	,	PUNCT
dad-10729	149	14	with	with	ADP
dad-10729	149	15	different	different	ADJ
dad-10729	149	16	properties	property	NOUN
dad-10729	149	17	:	:	PUNCT
dad-10729	149	18	dstc1	dstc1	PROPN
dad-10729	149	19	used	use	VERB
dad-10729	149	20	a	a	DET
dad-10729	149	21	corpus	corpus	NOUN
dad-10729	149	22	of	of	ADP
dad-10729	149	23	dialogs	dialog	NOUN
dad-10729	149	24	with	with	ADP
dad-10729	149	25	various	various	ADJ
dad-10729	149	26	systems	system	NOUN
dad-10729	149	27	that	that	PRON
dad-10729	149	28	participated	participate	VERB
dad-10729	149	29	in	in	ADP
dad-10729	149	30	the	the	DET
dad-10729	149	31	spoken	spoken	ADJ
dad-10729	149	32	dialog	dialog	NOUN
dad-10729	149	33	challenge	challenge	NOUN
dad-10729	149	34	(	(	PUNCT
dad-10729	149	35	sdc	sdc	NOUN
dad-10729	149	36	)	)	PUNCT
dad-10729	149	37	(	(	PUNCT
dad-10729	149	38	black	black	NOUN
dad-10729	149	39	et	et	PROPN
dad-10729	149	40	al	al	PROPN
dad-10729	149	41	.	.	PROPN
dad-10729	149	42	,	,	PUNCT
dad-10729	149	43	2010	2010	NUM
dad-10729	149	44	)	)	PUNCT
dad-10729	149	45	,	,	PUNCT
dad-10729	149	46	provided	provide	VERB
dad-10729	149	47	by	by	ADP
dad-10729	149	48	the	the	DET
dad-10729	149	49	dialog	dialog	NOUN
dad-10729	149	50	research	research	NOUN
dad-10729	149	51	center	center	NOUN
dad-10729	149	52	at	at	ADP
dad-10729	149	53	carnegie	carnegie	PROPN
dad-10729	149	54	mellon	mellon	PROPN
dad-10729	149	55	university	university	PROPN
dad-10729	149	56	.	.	PUNCT
dad-10729	150	1	in	in	ADP
dad-10729	150	2	the	the	DET
dad-10729	150	3	sdc	sdc	NOUN
dad-10729	150	4	,	,	PUNCT
dad-10729	150	5	telephone	telephone	NOUN
dad-10729	150	6	calls	call	NOUN
dad-10729	150	7	from	from	ADP
dad-10729	150	8	real	real	ADJ
dad-10729	150	9	passengers	passenger	NOUN
dad-10729	150	10	of	of	ADP
dad-10729	150	11	the	the	DET
dad-10729	150	12	port	port	NOUN
dad-10729	150	13	authority	authority	NOUN
dad-10729	150	14	of	of	ADP
dad-10729	150	15	allegheny	allegheny	PROPN
dad-10729	150	16	county	county	PROPN
dad-10729	150	17	,	,	PUNCT
dad-10729	150	18	which	which	PRON
dad-10729	150	19	runs	run	VERB
dad-10729	150	20	city	city	NOUN
dad-10729	150	21	buses	bus	NOUN
dad-10729	150	22	in	in	ADP
dad-10729	150	23	pittsburgh	pittsburgh	PROPN
dad-10729	150	24	,	,	PUNCT
dad-10729	150	25	were	be	AUX
dad-10729	150	26	forwarded	forward	VERB
dad-10729	150	27	to	to	ADP
dad-10729	150	28	dialog	dialog	NOUN
dad-10729	150	29	systems	system	NOUN
dad-10729	150	30	built	build	VERB
dad-10729	150	31	by	by	ADP
dad-10729	150	32	different	different	ADJ
dad-10729	150	33	research	research	NOUN
dad-10729	150	34	groups	group	NOUN
dad-10729	150	35	.	.	PUNCT
dad-10729	151	1	the	the	DET
dad-10729	151	2	goal	goal	NOUN
dad-10729	151	3	was	be	AUX
dad-10729	151	4	to	to	PART
dad-10729	151	5	provide	provide	VERB
dad-10729	151	6	bus	bus	NOUN
dad-10729	151	7	riders	rider	NOUN
dad-10729	151	8	with	with	ADP
dad-10729	151	9	bus	bus	NOUN
dad-10729	151	10	timetable	timetable	NOUN
dad-10729	151	11	information	information	NOUN
dad-10729	151	12	.	.	PUNCT
dad-10729	152	1	for	for	ADP
dad-10729	152	2	example	example	NOUN
dad-10729	152	3	,	,	PUNCT
dad-10729	152	4	a	a	DET
dad-10729	152	5	caller	caller	NOUN
dad-10729	152	6	might	might	AUX
dad-10729	152	7	want	want	VERB
dad-10729	152	8	to	to	PART
dad-10729	152	9	find	find	VERB
dad-10729	152	10	out	out	ADP
dad-10729	152	11	the	the	DET
dad-10729	152	12	time	time	NOUN
dad-10729	152	13	of	of	ADP
dad-10729	152	14	the	the	DET
dad-10729	152	15	next	next	ADJ
dad-10729	152	16	bus	bus	NOUN
dad-10729	152	17	leaving	leave	VERB
dad-10729	152	18	from	from	ADP
dad-10729	152	19	downtown	downtown	NOUN
dad-10729	152	20	to	to	ADP
dad-10729	152	21	the	the	DET
dad-10729	152	22	airport	airport	NOUN
dad-10729	152	23	.	.	PUNCT
dad-10729	153	1	in	in	ADP
dad-10729	153	2	this	this	DET
dad-10729	153	3	domain	domain	NOUN
dad-10729	153	4	,	,	PUNCT
dad-10729	153	5	the	the	DET
dad-10729	153	6	goal	goal	NOUN
dad-10729	153	7	of	of	ADP
dad-10729	153	8	the	the	DET
dad-10729	153	9	user	user	NOUN
dad-10729	153	10	typically	typically	ADV
dad-10729	153	11	remains	remain	VERB
dad-10729	153	12	fixed	fix	VERB
dad-10729	153	13	for	for	ADP
dad-10729	153	14	the	the	DET
dad-10729	153	15	duration	duration	NOUN
dad-10729	153	16	of	of	ADP
dad-10729	153	17	the	the	DET
dad-10729	153	18	dialog	dialog	NOUN
dad-10729	153	19	.	.	PUNCT
dad-10729	154	1	dstc2	dstc2	NOUN
dad-10729	154	2	aimed	aim	VERB
dad-10729	154	3	to	to	PART
dad-10729	154	4	extend	extend	VERB
dad-10729	154	5	the	the	DET
dad-10729	154	6	results	result	NOUN
dad-10729	154	7	of	of	ADP
dad-10729	154	8	dstc1	dstc1	NOUN
dad-10729	154	9	to	to	ADP
dad-10729	154	10	another	another	DET
dad-10729	154	11	domain	domain	NOUN
dad-10729	154	12	,	,	PUNCT
dad-10729	154	13	as	as	ADV
dad-10729	154	14	well	well	ADV
dad-10729	154	15	as	as	ADP
dad-10729	154	16	broaden	broaden	VERB
dad-10729	154	17	the	the	DET
dad-10729	154	18	scope	scope	NOUN
dad-10729	154	19	to	to	PART
dad-10729	154	20	include	include	VERB
dad-10729	154	21	user	user	NOUN
dad-10729	154	22	goal	goal	NOUN
dad-10729	154	23	changes	change	NOUN
dad-10729	154	24	.	.	PUNCT
dad-10729	155	1	this	this	DET
dad-10729	155	2	challenge	challenge	NOUN
dad-10729	155	3	relied	rely	VERB
dad-10729	155	4	on	on	ADP
dad-10729	155	5	a	a	DET
dad-10729	155	6	corpus	corpus	NOUN
dad-10729	155	7	of	of	ADP
dad-10729	155	8	dialogs	dialog	NOUN
dad-10729	155	9	in	in	ADP
dad-10729	155	10	the	the	DET
dad-10729	155	11	restaurant	restaurant	NOUN
dad-10729	155	12	search	search	NOUN
dad-10729	155	13	domain	domain	NOUN
dad-10729	155	14	between	between	ADP
dad-10729	155	15	paid	pay	VERB
dad-10729	155	16	participants	participant	NOUN
dad-10729	155	17	(	(	PUNCT
dad-10729	155	18	through	through	ADP
dad-10729	155	19	amazon	amazon	PROPN
dad-10729	155	20	mechanical	mechanical	ADJ
dad-10729	155	21	turk	turk	PROPN
dad-10729	155	22	)	)	PUNCT
dad-10729	155	23	and	and	CCONJ
dad-10729	155	24	various	various	ADJ
dad-10729	155	25	systems	system	NOUN
dad-10729	155	26	developed	develop	VERB
dad-10729	155	27	at	at	ADP
dad-10729	155	28	cambridge	cambridge	PROPN
dad-10729	155	29	university	university	PROPN
dad-10729	155	30	(	(	PUNCT
dad-10729	155	31	young	young	PROPN
dad-10729	155	32	et	et	PROPN
dad-10729	155	33	al	al	PROPN
dad-10729	155	34	.	.	PROPN
dad-10729	155	35	,	,	PUNCT
dad-10729	155	36	2014	2014	NUM
dad-10729	155	37	)	)	PUNCT
dad-10729	155	38	.	.	PUNCT
dad-10729	156	1	the	the	DET
dad-10729	156	2	goal	goal	NOUN
dad-10729	156	3	of	of	ADP
dad-10729	156	4	the	the	DET
dad-10729	156	5	user	user	NOUN
dad-10729	156	6	is	be	AUX
dad-10729	156	7	to	to	PART
dad-10729	156	8	find	find	VERB
dad-10729	156	9	specific	specific	ADJ
dad-10729	156	10	information	information	NOUN
dad-10729	156	11	such	such	ADJ
dad-10729	156	12	as	as	ADP
dad-10729	156	13	price	price	NOUN
dad-10729	156	14	range	range	NOUN
dad-10729	156	15	or	or	CCONJ
dad-10729	156	16	phone	phone	NOUN
dad-10729	156	17	number	number	NOUN
dad-10729	156	18	about	about	ADP
dad-10729	156	19	a	a	DET
dad-10729	156	20	restaurant	restaurant	NOUN
dad-10729	156	21	that	that	PRON
dad-10729	156	22	fulfills	fulfill	VERB
dad-10729	156	23	a	a	DET
dad-10729	156	24	number	number	NOUN
dad-10729	156	25	of	of	ADP
dad-10729	156	26	constraints	constraint	NOUN
dad-10729	156	27	such	such	ADJ
dad-10729	156	28	as	as	ADP
dad-10729	156	29	cuisine	cuisine	NOUN
dad-10729	156	30	or	or	CCONJ
dad-10729	156	31	neighborhood	neighborhood	NOUN
dad-10729	156	32	.	.	PUNCT
dad-10729	157	1	dstc3	dstc3	PROPN
dad-10729	157	2	expanded	expand	VERB
dad-10729	157	3	the	the	DET
dad-10729	157	4	domain	domain	NOUN
dad-10729	157	5	of	of	ADP
dad-10729	157	6	dstc2	dstc2	NOUN
dad-10729	157	7	to	to	PART
dad-10729	157	8	include	include	VERB
dad-10729	157	9	new	new	ADJ
dad-10729	157	10	slots	slot	NOUN
dad-10729	157	11	which	which	PRON
dad-10729	157	12	do	do	AUX
dad-10729	157	13	not	not	PART
dad-10729	157	14	occur	occur	VERB
dad-10729	157	15	in	in	ADP
dad-10729	157	16	the	the	DET
dad-10729	157	17	training	training	NOUN
dad-10729	157	18	data	datum	NOUN
dad-10729	157	19	.	.	PUNCT
dad-10729	158	1	this	this	PRON
dad-10729	158	2	simulates	simulate	VERB
dad-10729	158	3	the	the	DET
dad-10729	158	4	crucial	crucial	ADJ
dad-10729	158	5	problem	problem	NOUN
dad-10729	158	6	of	of	ADP
dad-10729	158	7	adapting	adapt	VERB
dad-10729	158	8	a	a	DET
dad-10729	158	9	dialog	dialog	NOUN
dad-10729	158	10	system	system	NOUN
dad-10729	158	11	to	to	ADP
dad-10729	158	12	a	a	DET
dad-10729	158	13	new	new	ADJ
dad-10729	158	14	domain	domain	NOUN
dad-10729	158	15	for	for	ADP
dad-10729	158	16	which	which	PRON
dad-10729	158	17	little	little	ADJ
dad-10729	158	18	dialog	dialog	NOUN
dad-10729	158	19	data	datum	NOUN
dad-10729	158	20	is	be	AUX
dad-10729	158	21	available	available	ADJ
dad-10729	158	22	,	,	PUNCT
dad-10729	158	23	while	while	SCONJ
dad-10729	158	24	data	datum	NOUN
dad-10729	158	25	for	for	ADP
dad-10729	158	26	a	a	DET
dad-10729	158	27	similar	similar	ADJ
dad-10729	158	28	but	but	CCONJ
dad-10729	158	29	different	different	ADJ
dad-10729	158	30	domain	domain	NOUN
dad-10729	158	31	might	might	AUX
dad-10729	158	32	already	already	ADV
dad-10729	158	33	exist	exist	VERB
dad-10729	158	34	.	.	PUNCT
dad-10729	159	1	dstc3	dstc3	NOUN
dad-10729	159	2	used	use	VERB
dad-10729	159	3	all	all	DET
dad-10729	159	4	the	the	DET
dad-10729	159	5	data	datum	NOUN
dad-10729	159	6	from	from	ADP
dad-10729	159	7	dstc2	dstc2	NOUN
dad-10729	159	8	as	as	ADP
dad-10729	159	9	training	training	NOUN
dad-10729	159	10	set	set	NOUN
dad-10729	159	11	,	,	PUNCT
dad-10729	159	12	as	as	ADV
dad-10729	159	13	well	well	ADV
dad-10729	159	14	as	as	ADP
dad-10729	159	15	a	a	DET
dad-10729	159	16	new	new	ADJ
dad-10729	159	17	set	set	NOUN
dad-10729	159	18	of	of	ADP
dad-10729	159	19	dialogs	dialog	NOUN
dad-10729	159	20	(	(	PUNCT
dad-10729	159	21	also	also	ADV
dad-10729	159	22	collected	collect	VERB
dad-10729	159	23	by	by	ADP
dad-10729	159	24	cambridge	cambridge	PROPN
dad-10729	159	25	university	university	PROPN
dad-10729	159	26	researchers	researcher	NOUN
dad-10729	159	27	(	(	PUNCT
dad-10729	159	28	jurčı́ček	jurčı́ček	NOUN
dad-10729	159	29	et	et	PROPN
dad-10729	159	30	al	al	PROPN
dad-10729	159	31	.	.	PROPN
dad-10729	159	32	,	,	PUNCT
dad-10729	159	33	2011	2011	NUM
dad-10729	159	34	)	)	PUNCT
dad-10729	159	35	)	)	PUNCT
dad-10729	159	36	on	on	ADP
dad-10729	159	37	a	a	DET
dad-10729	159	38	broader	broad	ADJ
dad-10729	159	39	tourist	tourist	NOUN
dad-10729	159	40	information	information	NOUN
dad-10729	159	41	domain	domain	NOUN
dad-10729	159	42	,	,	PUNCT
dad-10729	159	43	covering	cover	VERB
dad-10729	159	44	bars	bar	NOUN
dad-10729	159	45	and	and	CCONJ
dad-10729	159	46	cafes	cafe	NOUN
dad-10729	159	47	in	in	ADP
dad-10729	159	48	addition	addition	NOUN
dad-10729	159	49	to	to	ADP
dad-10729	159	50	restaurants	restaurant	NOUN
dad-10729	159	51	.	.	PUNCT
dad-10729	160	1	4.2	4.2	NUM
dad-10729	160	2	challenge	challenge	NOUN
dad-10729	160	3	design	design	VERB
dad-10729	160	4	the	the	DET
dad-10729	160	5	dialog	dialog	NOUN
dad-10729	160	6	state	state	NOUN
dad-10729	160	7	tracking	tracking	NOUN
dad-10729	160	8	challenges	challenge	NOUN
dad-10729	160	9	take	take	VERB
dad-10729	160	10	a	a	DET
dad-10729	160	11	corpus	corpus	NOUN
dad-10729	160	12	-	-	PUNCT
dad-10729	160	13	based	base	VERB
dad-10729	160	14	approach	approach	NOUN
dad-10729	160	15	–	–	PUNCT
dad-10729	160	16	i.e.	i.e.	X
dad-10729	160	17	,	,	PUNCT
dad-10729	160	18	dialog	dialog	NOUN
dad-10729	160	19	state	state	NOUN
dad-10729	160	20	trackers	tracker	NOUN
dad-10729	160	21	are	be	AUX
dad-10729	160	22	trained	train	VERB
dad-10729	160	23	and	and	CCONJ
dad-10729	160	24	tested	test	VERB
dad-10729	160	25	on	on	ADP
dad-10729	160	26	a	a	DET
dad-10729	160	27	static	static	ADJ
dad-10729	160	28	corpus	corpus	NOUN
dad-10729	160	29	of	of	ADP
dad-10729	160	30	dialogs	dialog	NOUN
dad-10729	160	31	,	,	PUNCT
dad-10729	160	32	recorded	record	VERB
dad-10729	160	33	from	from	ADP
dad-10729	160	34	systems	system	NOUN
dad-10729	160	35	using	use	VERB
dad-10729	160	36	a	a	DET
dad-10729	160	37	variety	variety	NOUN
dad-10729	160	38	of	of	ADP
dad-10729	160	39	state	state	NOUN
dad-10729	160	40	tracking	tracking	NOUN
dad-10729	160	41	models	model	NOUN
dad-10729	160	42	and	and	CCONJ
dad-10729	160	43	dialog	dialog	NOUN
dad-10729	160	44	managers	manager	NOUN
dad-10729	160	45	.	.	PUNCT
dad-10729	161	1	the	the	DET
dad-10729	161	2	challenge	challenge	NOUN
dad-10729	161	3	task	task	NOUN
dad-10729	161	4	is	be	AUX
dad-10729	161	5	to	to	PART
dad-10729	161	6	re	re	VERB
dad-10729	161	7	-	-	VERB
dad-10729	161	8	run	run	ADJ
dad-10729	161	9	state	state	NOUN
dad-10729	161	10	tracking	tracking	NOUN
dad-10729	161	11	on	on	ADP
dad-10729	161	12	these	these	DET
dad-10729	161	13	dialogs	dialog	NOUN
dad-10729	161	14	–	–	PUNCT
dad-10729	161	15	i.e.	i.e.	X
dad-10729	161	16	,	,	PUNCT
dad-10729	161	17	to	to	PART
dad-10729	161	18	take	take	VERB
dad-10729	161	19	as	as	ADP
dad-10729	161	20	input	input	NOUN
dad-10729	161	21	the	the	DET
dad-10729	161	22	runtime	runtime	NOUN
dad-10729	161	23	system	system	NOUN
dad-10729	161	24	logs	log	NOUN
dad-10729	161	25	including	include	VERB
dad-10729	161	26	the	the	DET
dad-10729	161	27	slu	slu	NOUN
dad-10729	161	28	results	result	NOUN
dad-10729	161	29	and	and	CCONJ
dad-10729	161	30	system	system	NOUN
dad-10729	161	31	output	output	NOUN
dad-10729	161	32	,	,	PUNCT
dad-10729	161	33	and	and	CCONJ
dad-10729	161	34	to	to	PART
dad-10729	161	35	output	output	VERB
dad-10729	161	36	scores	score	NOUN
dad-10729	161	37	for	for	ADP
dad-10729	161	38	dialog	dialog	NOUN
dad-10729	161	39	states	state	NOUN
dad-10729	161	40	.	.	PUNCT
dad-10729	162	1	this	this	DET
dad-10729	162	2	corpus	corpus	NOUN
dad-10729	162	3	-	-	PUNCT
dad-10729	162	4	based	base	VERB
dad-10729	162	5	design	design	NOUN
dad-10729	162	6	was	be	AUX
dad-10729	162	7	chosen	choose	VERB
dad-10729	162	8	because	because	SCONJ
dad-10729	162	9	it	it	PRON
dad-10729	162	10	allows	allow	VERB
dad-10729	162	11	different	different	ADJ
dad-10729	162	12	trackers	tracker	NOUN
dad-10729	162	13	to	to	PART
dad-10729	162	14	be	be	AUX
dad-10729	162	15	evaluated	evaluate	VERB
dad-10729	162	16	on	on	ADP
dad-10729	162	17	the	the	DET
dad-10729	162	18	same	same	ADJ
dad-10729	162	19	data	datum	NOUN
dad-10729	162	20	,	,	PUNCT
dad-10729	162	21	and	and	CCONJ
dad-10729	162	22	because	because	SCONJ
dad-10729	162	23	a	a	DET
dad-10729	162	24	corpus	corpus	NOUN
dad-10729	162	25	-	-	PUNCT
dad-10729	162	26	based	base	VERB
dad-10729	162	27	task	task	NOUN
dad-10729	162	28	has	have	VERB
dad-10729	162	29	a	a	DET
dad-10729	162	30	much	much	ADV
dad-10729	162	31	lower	low	ADJ
dad-10729	162	32	barrier	barrier	NOUN
dad-10729	162	33	to	to	ADP
dad-10729	162	34	entry	entry	NOUN
dad-10729	162	35	for	for	ADP
dad-10729	162	36	research	research	NOUN
dad-10729	162	37	groups	group	NOUN
dad-10729	162	38	than	than	ADP
dad-10729	162	39	building	build	VERB
dad-10729	162	40	an	an	DET
dad-10729	162	41	end	end	NOUN
dad-10729	162	42	-	-	PUNCT
dad-10729	162	43	to	to	ADP
dad-10729	162	44	-	-	PUNCT
dad-10729	162	45	end	end	NOUN
dad-10729	162	46	dialog	dialog	NOUN
dad-10729	162	47	system	system	NOUN
dad-10729	162	48	.	.	PUNCT
dad-10729	163	1	in	in	ADP
dad-10729	163	2	practice	practice	NOUN
dad-10729	163	3	of	of	ADP
dad-10729	163	4	course	course	NOUN
dad-10729	163	5	,	,	PUNCT
dad-10729	163	6	a	a	DET
dad-10729	163	7	state	state	NOUN
dad-10729	163	8	tracker	tracker	NOUN
dad-10729	163	9	will	will	AUX
dad-10729	163	10	be	be	AUX
dad-10729	163	11	used	use	VERB
dad-10729	163	12	in	in	ADP
dad-10729	163	13	an	an	DET
dad-10729	163	14	end	end	NOUN
dad-10729	163	15	-	-	PUNCT
dad-10729	163	16	to	to	ADP
dad-10729	163	17	-	-	PUNCT
dad-10729	163	18	end	end	NOUN
dad-10729	163	19	dialog	dialog	NOUN
dad-10729	163	20	system	system	NOUN
dad-10729	163	21	,	,	PUNCT
dad-10729	163	22	and	and	CCONJ
dad-10729	163	23	will	will	AUX
dad-10729	163	24	drive	drive	VERB
dad-10729	163	25	action	action	NOUN
dad-10729	163	26	selection	selection	NOUN
dad-10729	163	27	,	,	PUNCT
dad-10729	163	28	thereby	thereby	ADV
dad-10729	163	29	affecting	affect	VERB
dad-10729	163	30	the	the	DET
dad-10729	163	31	distribution	distribution	NOUN
dad-10729	163	32	of	of	ADP
dad-10729	163	33	the	the	DET
dad-10729	163	34	dialog	dialog	NOUN
dad-10729	163	35	data	datum	NOUN
dad-10729	163	36	the	the	DET
dad-10729	163	37	tracker	tracker	NOUN
dad-10729	163	38	experiences	experience	NOUN
dad-10729	163	39	.	.	PUNCT
dad-10729	164	1	in	in	ADP
dad-10729	164	2	other	other	ADJ
dad-10729	164	3	words	word	NOUN
dad-10729	164	4	,	,	PUNCT
dad-10729	164	5	it	it	PRON
dad-10729	164	6	is	be	AUX
dad-10729	164	7	known	know	VERB
dad-10729	164	8	in	in	ADP
dad-10729	164	9	advance	advance	NOUN
dad-10729	164	10	that	that	SCONJ
dad-10729	164	11	the	the	DET
dad-10729	164	12	distribution	distribution	NOUN
dad-10729	164	13	in	in	ADP
dad-10729	164	14	the	the	DET
dad-10729	164	15	training	training	NOUN
dad-10729	164	16	data	datum	NOUN
dad-10729	164	17	and	and	CCONJ
dad-10729	164	18	live	live	ADJ
dad-10729	164	19	data	datum	NOUN
dad-10729	164	20	will	will	AUX
dad-10729	164	21	be	be	AUX
dad-10729	164	22	mismatched	mismatch	VERB
dad-10729	164	23	,	,	PUNCT
dad-10729	164	24	although	although	SCONJ
dad-10729	164	25	the	the	DET
dad-10729	164	26	nature	nature	NOUN
dad-10729	164	27	and	and	CCONJ
dad-10729	164	28	extent	extent	NOUN
dad-10729	164	29	of	of	ADP
dad-10729	164	30	the	the	DET
dad-10729	164	31	mis	mis	NOUN
dad-10729	164	32	-	-	PUNCT
dad-10729	164	33	match	match	NOUN
dad-10729	164	34	are	be	AUX
dad-10729	164	35	not	not	PART
dad-10729	164	36	known	know	VERB
dad-10729	164	37	.	.	PUNCT
dad-10729	165	1	hence	hence	ADV
dad-10729	165	2	,	,	PUNCT
dad-10729	165	3	unlike	unlike	ADP
dad-10729	165	4	much	much	ADJ
dad-10729	165	5	of	of	ADP
dad-10729	165	6	supervised	supervised	ADJ
dad-10729	165	7	learning	learning	NOUN
dad-10729	165	8	research	research	NOUN
dad-10729	165	9	,	,	PUNCT
dad-10729	165	10	drawing	draw	VERB
dad-10729	165	11	train	train	NOUN
dad-10729	165	12	and	and	CCONJ
dad-10729	165	13	test	test	NOUN
dad-10729	165	14	data	datum	NOUN
dad-10729	165	15	from	from	ADP
dad-10729	165	16	the	the	DET
dad-10729	165	17	same	same	ADJ
dad-10729	165	18	distribution	distribution	NOUN
dad-10729	165	19	in	in	ADP
dad-10729	165	20	offline	offline	ADJ
dad-10729	165	21	experiments	experiment	NOUN
dad-10729	165	22	may	may	AUX
dad-10729	165	23	overstate	overstate	VERB
dad-10729	165	24	performance	performance	NOUN
dad-10729	165	25	.	.	PUNCT
dad-10729	166	1	so	so	ADV
dad-10729	166	2	in	in	ADP
dad-10729	166	3	all	all	DET
dad-10729	166	4	three	three	NUM
dad-10729	166	5	challenges	challenge	NOUN
dad-10729	166	6	,	,	PUNCT
dad-10729	166	7	train	train	NOUN
dad-10729	166	8	/	/	SYM
dad-10729	166	9	test	test	NOUN
dad-10729	166	10	mis	mi	NOUN
dad-10729	166	11	-	-	PUNCT
dad-10729	166	12	match	match	NOUN
dad-10729	166	13	was	be	AUX
dad-10729	166	14	11	11	NUM
dad-10729	166	15	williams	william	NOUN
dad-10729	166	16	,	,	PUNCT
dad-10729	166	17	raux	raux	PROPN
dad-10729	166	18	,	,	PUNCT
dad-10729	166	19	and	and	CCONJ
dad-10729	166	20	henderson	henderson	PROPN
dad-10729	166	21	explicitly	explicitly	ADV
dad-10729	166	22	created	create	VERB
dad-10729	166	23	by	by	ADP
dad-10729	166	24	choosing	choose	VERB
dad-10729	166	25	test	test	NOUN
dad-10729	166	26	data	datum	NOUN
dad-10729	166	27	to	to	PART
dad-10729	166	28	be	be	AUX
dad-10729	166	29	from	from	ADP
dad-10729	166	30	different	different	ADJ
dad-10729	166	31	dialog	dialog	NOUN
dad-10729	166	32	systems	system	NOUN
dad-10729	166	33	,	,	PUNCT
dad-10729	166	34	and	and	CCONJ
dad-10729	166	35	,	,	PUNCT
dad-10729	166	36	in	in	ADP
dad-10729	166	37	the	the	DET
dad-10729	166	38	case	case	NOUN
dad-10729	166	39	of	of	ADP
dad-10729	166	40	dstc3	dstc3	PROPN
dad-10729	166	41	,	,	PUNCT
dad-10729	166	42	with	with	ADP
dad-10729	166	43	a	a	DET
dad-10729	166	44	different	different	ADJ
dad-10729	166	45	set	set	NOUN
dad-10729	166	46	of	of	ADP
dad-10729	166	47	slots	slot	NOUN
dad-10729	166	48	to	to	PART
dad-10729	166	49	be	be	AUX
dad-10729	166	50	filled	fill	VERB
dad-10729	166	51	.	.	PUNCT
dad-10729	167	1	4.3	4.3	NUM
dad-10729	167	2	data	data	VERB
dad-10729	167	3	the	the	DET
dad-10729	167	4	corpus	corpus	NOUN
dad-10729	167	5	for	for	ADP
dad-10729	167	6	dstc1	dstc1	PROPN
dad-10729	167	7	was	be	AUX
dad-10729	167	8	produced	produce	VERB
dad-10729	167	9	with	with	ADP
dad-10729	167	10	dialog	dialog	NOUN
dad-10729	167	11	systems	system	NOUN
dad-10729	167	12	from	from	ADP
dad-10729	167	13	three	three	NUM
dad-10729	167	14	different	different	ADJ
dad-10729	167	15	research	research	NOUN
dad-10729	167	16	groups	group	NOUN
dad-10729	167	17	,	,	PUNCT
dad-10729	167	18	here	here	ADV
dad-10729	167	19	called	call	VERB
dad-10729	167	20	groups	group	NOUN
dad-10729	167	21	a	a	PRON
dad-10729	167	22	,	,	PUNCT
dad-10729	167	23	b	b	NOUN
dad-10729	167	24	,	,	PUNCT
dad-10729	167	25	and	and	CCONJ
dad-10729	167	26	c.	c.	PROPN
dad-10729	167	27	each	each	DET
dad-10729	167	28	group	group	NOUN
dad-10729	167	29	used	use	VERB
dad-10729	167	30	its	its	PRON
dad-10729	167	31	own	own	ADJ
dad-10729	167	32	asr	asr	NOUN
dad-10729	167	33	,	,	PUNCT
dad-10729	167	34	slu	slu	NOUN
dad-10729	167	35	,	,	PUNCT
dad-10729	167	36	and	and	CCONJ
dad-10729	167	37	dialog	dialog	NOUN
dad-10729	167	38	manager	manager	NOUN
dad-10729	167	39	.	.	PUNCT
dad-10729	168	1	the	the	DET
dad-10729	168	2	dialog	dialog	NOUN
dad-10729	168	3	strategies	strategy	NOUN
dad-10729	168	4	across	across	ADP
dad-10729	168	5	groups	group	NOUN
dad-10729	168	6	varied	varied	ADJ
dad-10729	168	7	considerably	considerably	ADV
dad-10729	168	8	:	:	PUNCT
dad-10729	168	9	for	for	ADP
dad-10729	168	10	example	example	NOUN
dad-10729	168	11	,	,	PUNCT
dad-10729	168	12	groups	group	NOUN
dad-10729	168	13	a	a	PRON
dad-10729	168	14	and	and	CCONJ
dad-10729	168	15	c	c	PROPN
dad-10729	168	16	used	use	VERB
dad-10729	168	17	a	a	DET
dad-10729	168	18	mixed	mixed	ADJ
dad-10729	168	19	-	-	PUNCT
dad-10729	168	20	initiative	initiative	NOUN
dad-10729	168	21	design	design	NOUN
dad-10729	168	22	,	,	PUNCT
dad-10729	168	23	where	where	SCONJ
dad-10729	168	24	the	the	DET
dad-10729	168	25	system	system	NOUN
dad-10729	168	26	could	could	AUX
dad-10729	168	27	recognize	recognize	VERB
dad-10729	168	28	any	any	DET
dad-10729	168	29	concept	concept	NOUN
dad-10729	168	30	at	at	ADP
dad-10729	168	31	any	any	DET
dad-10729	168	32	turn	turn	NOUN
dad-10729	168	33	,	,	PUNCT
dad-10729	168	34	but	but	CCONJ
dad-10729	168	35	group	group	NOUN
dad-10729	168	36	b	b	PROPN
dad-10729	168	37	used	use	VERB
dad-10729	168	38	a	a	DET
dad-10729	168	39	directed	direct	VERB
dad-10729	168	40	design	design	NOUN
dad-10729	168	41	,	,	PUNCT
dad-10729	168	42	where	where	SCONJ
dad-10729	168	43	the	the	DET
dad-10729	168	44	system	system	NOUN
dad-10729	168	45	asked	ask	VERB
dad-10729	168	46	for	for	ADP
dad-10729	168	47	concepts	concept	NOUN
dad-10729	168	48	sequentially	sequentially	ADV
dad-10729	168	49	and	and	CCONJ
dad-10729	168	50	could	could	AUX
dad-10729	168	51	only	only	ADV
dad-10729	168	52	recognize	recognize	VERB
dad-10729	168	53	the	the	DET
dad-10729	168	54	concept	concept	NOUN
dad-10729	168	55	being	be	AUX
dad-10729	168	56	queried	query	VERB
dad-10729	168	57	.	.	PUNCT
dad-10729	169	1	groups	group	NOUN
dad-10729	169	2	trialled	trialle	VERB
dad-10729	169	3	different	different	ADJ
dad-10729	169	4	system	system	NOUN
dad-10729	169	5	variants	variant	NOUN
dad-10729	169	6	over	over	ADP
dad-10729	169	7	a	a	DET
dad-10729	169	8	period	period	NOUN
dad-10729	169	9	of	of	ADP
dad-10729	169	10	almost	almost	ADV
dad-10729	169	11	3	3	NUM
dad-10729	169	12	years	year	NOUN
dad-10729	169	13	.	.	PUNCT
dad-10729	170	1	these	these	DET
dad-10729	170	2	variants	variant	NOUN
dad-10729	170	3	differed	differ	VERB
dad-10729	170	4	in	in	ADP
dad-10729	170	5	acoustic	acoustic	ADJ
dad-10729	170	6	and	and	CCONJ
dad-10729	170	7	language	language	NOUN
dad-10729	170	8	models	model	NOUN
dad-10729	170	9	,	,	PUNCT
dad-10729	170	10	confidence	confidence	NOUN
dad-10729	170	11	scoring	scoring	NOUN
dad-10729	170	12	model	model	NOUN
dad-10729	170	13	,	,	PUNCT
dad-10729	170	14	state	state	NOUN
dad-10729	170	15	tracking	tracking	NOUN
dad-10729	170	16	method	method	NOUN
dad-10729	170	17	and	and	CCONJ
dad-10729	170	18	parameters	parameter	NOUN
dad-10729	170	19	,	,	PUNCT
dad-10729	170	20	number	number	NOUN
dad-10729	170	21	of	of	ADP
dad-10729	170	22	supported	support	VERB
dad-10729	170	23	bus	bus	NOUN
dad-10729	170	24	routes	route	NOUN
dad-10729	170	25	,	,	PUNCT
dad-10729	170	26	user	user	NOUN
dad-10729	170	27	population	population	NOUN
dad-10729	170	28	,	,	PUNCT
dad-10729	170	29	and	and	CCONJ
dad-10729	170	30	presence	presence	NOUN
dad-10729	170	31	of	of	ADP
dad-10729	170	32	minor	minor	ADJ
dad-10729	170	33	bugs	bug	NOUN
dad-10729	170	34	.	.	PUNCT
dad-10729	171	1	the	the	DET
dad-10729	171	2	fact	fact	NOUN
dad-10729	171	3	that	that	SCONJ
dad-10729	171	4	these	these	DET
dad-10729	171	5	systems	system	NOUN
dad-10729	171	6	were	be	AUX
dad-10729	171	7	actually	actually	ADV
dad-10729	171	8	deployed	deploy	VERB
dad-10729	171	9	and	and	CCONJ
dad-10729	171	10	used	use	VERB
dad-10729	171	11	by	by	ADP
dad-10729	171	12	the	the	DET
dad-10729	171	13	general	general	ADJ
dad-10729	171	14	public	public	NOUN
dad-10729	171	15	presented	present	VERB
dad-10729	171	16	a	a	DET
dad-10729	171	17	number	number	NOUN
dad-10729	171	18	of	of	ADP
dad-10729	171	19	challenges	challenge	NOUN
dad-10729	171	20	,	,	PUNCT
dad-10729	171	21	most	most	ADV
dad-10729	171	22	notably	notably	ADV
dad-10729	171	23	acoustic	acoustic	ADJ
dad-10729	171	24	and	and	CCONJ
dad-10729	171	25	linguistic	linguistic	ADJ
dad-10729	171	26	conditions	condition	NOUN
dad-10729	171	27	made	make	VERB
dad-10729	171	28	asr	asr	NOUN
dad-10729	171	29	significantly	significantly	ADV
dad-10729	171	30	more	more	ADV
dad-10729	171	31	difficult	difficult	ADJ
dad-10729	171	32	than	than	ADP
dad-10729	171	33	in	in	ADP
dad-10729	171	34	more	more	ADV
dad-10729	171	35	controlled	control	VERB
dad-10729	171	36	settings	setting	NOUN
dad-10729	171	37	.	.	PUNCT
dad-10729	172	1	the	the	DET
dad-10729	172	2	average	average	ADJ
dad-10729	172	3	length	length	NOUN
dad-10729	172	4	of	of	ADP
dad-10729	172	5	a	a	DET
dad-10729	172	6	dialog	dialog	NOUN
dad-10729	172	7	in	in	ADP
dad-10729	172	8	dstc1	dstc1	ADV
dad-10729	172	9	is	be	AUX
dad-10729	172	10	14.1	14.1	NUM
dad-10729	172	11	turns	turn	NOUN
dad-10729	172	12	.	.	PUNCT
dad-10729	173	1	more	more	ADJ
dad-10729	173	2	descriptive	descriptive	ADJ
dad-10729	173	3	statistics	statistic	NOUN
dad-10729	173	4	are	be	AUX
dad-10729	173	5	given	give	VERB
dad-10729	173	6	in	in	ADP
dad-10729	173	7	table	table	NOUN
dad-10729	173	8	1	1	NUM
dad-10729	173	9	.	.	PUNCT
dad-10729	174	1	dstc1	dstc1	PROPN
dad-10729	174	2	released	release	VERB
dad-10729	174	3	5	5	NUM
dad-10729	174	4	train	train	NOUN
dad-10729	174	5	sets	set	NOUN
dad-10729	174	6	and	and	CCONJ
dad-10729	174	7	4	4	NUM
dad-10729	174	8	test	test	NOUN
dad-10729	174	9	sets	set	NOUN
dad-10729	174	10	.	.	PUNCT
dad-10729	175	1	in	in	ADP
dad-10729	175	2	all	all	DET
dad-10729	175	3	train	train	NOUN
dad-10729	175	4	sets	set	NOUN
dad-10729	175	5	,	,	PUNCT
dad-10729	175	6	user	user	NOUN
dad-10729	175	7	speech	speech	NOUN
dad-10729	175	8	was	be	AUX
dad-10729	175	9	transcribed	transcribe	VERB
dad-10729	175	10	,	,	PUNCT
dad-10729	175	11	but	but	CCONJ
dad-10729	175	12	only	only	ADV
dad-10729	175	13	3	3	NUM
dad-10729	175	14	of	of	ADP
dad-10729	175	15	the	the	DET
dad-10729	175	16	5	5	NUM
dad-10729	175	17	train	train	NOUN
dad-10729	175	18	sets	set	NOUN
dad-10729	175	19	were	be	AUX
dad-10729	175	20	labeled	label	VERB
dad-10729	175	21	for	for	ADP
dad-10729	175	22	slu	slu	NOUN
dad-10729	175	23	and	and	CCONJ
dad-10729	175	24	dialog	dialog	NOUN
dad-10729	175	25	state	state	NOUN
dad-10729	175	26	correctness	correctness	NOUN
dad-10729	175	27	.	.	PUNCT
dad-10729	176	1	after	after	ADP
dad-10729	176	2	the	the	DET
dad-10729	176	3	evaluation	evaluation	NOUN
dad-10729	176	4	,	,	PUNCT
dad-10729	176	5	data	datum	NOUN
dad-10729	176	6	inconsistencies	inconsistency	NOUN
dad-10729	176	7	were	be	AUX
dad-10729	176	8	discovered	discover	VERB
dad-10729	176	9	in	in	ADP
dad-10729	176	10	one	one	NUM
dad-10729	176	11	of	of	ADP
dad-10729	176	12	the	the	DET
dad-10729	176	13	test	test	NOUN
dad-10729	176	14	sets	set	NOUN
dad-10729	176	15	(	(	PUNCT
dad-10729	176	16	test	test	NOUN
dad-10729	176	17	4	4	NUM
dad-10729	176	18	,	,	PUNCT
dad-10729	176	19	cf	cf	NOUN
dad-10729	176	20	.	.	PUNCT
dad-10729	176	21	table	table	NOUN
dad-10729	176	22	1	1	NUM
dad-10729	176	23	)	)	PUNCT
dad-10729	176	24	.	.	PUNCT
dad-10729	177	1	as	as	ADP
dad-10729	177	2	result	result	NOUN
dad-10729	177	3	,	,	PUNCT
dad-10729	177	4	that	that	PRON
dad-10729	177	5	test	test	NOUN
dad-10729	177	6	set	set	NOUN
dad-10729	177	7	has	have	AUX
dad-10729	177	8	been	be	AUX
dad-10729	177	9	excluded	exclude	VERB
dad-10729	177	10	from	from	ADP
dad-10729	177	11	all	all	DET
dad-10729	177	12	results	result	NOUN
dad-10729	177	13	reported	report	VERB
dad-10729	177	14	in	in	ADP
dad-10729	177	15	this	this	DET
dad-10729	177	16	paper	paper	NOUN
dad-10729	177	17	.	.	PUNCT
dad-10729	178	1	example	example	NOUN
dad-10729	178	2	dialogs	dialog	NOUN
dad-10729	178	3	from	from	ADP
dad-10729	178	4	dstc1	dstc1	ADV
dad-10729	178	5	are	be	AUX
dad-10729	178	6	provided	provide	VERB
dad-10729	178	7	in	in	ADP
dad-10729	178	8	the	the	DET
dad-10729	178	9	appendix	appendix	NOUN
dad-10729	178	10	.	.	PUNCT
dad-10729	179	1	dstc2	dstc2	NOUN
dad-10729	179	2	and	and	CCONJ
dad-10729	179	3	dstc3	dstc3	NOUN
dad-10729	179	4	use	use	VERB
dad-10729	179	5	a	a	DET
dad-10729	179	6	large	large	ADJ
dad-10729	179	7	corpus	corpus	NOUN
dad-10729	179	8	of	of	ADP
dad-10729	179	9	dialogs	dialog	NOUN
dad-10729	179	10	with	with	ADP
dad-10729	179	11	various	various	ADJ
dad-10729	179	12	telephone	telephone	NOUN
dad-10729	179	13	-	-	PUNCT
dad-10729	179	14	based	base	VERB
dad-10729	179	15	dialog	dialog	NOUN
dad-10729	179	16	systems	system	NOUN
dad-10729	179	17	that	that	PRON
dad-10729	179	18	was	be	AUX
dad-10729	179	19	collected	collect	VERB
dad-10729	179	20	using	use	VERB
dad-10729	179	21	amazon	amazon	PROPN
dad-10729	179	22	mechanical	mechanical	ADJ
dad-10729	179	23	turk	turk	PROPN
dad-10729	179	24	.	.	PUNCT
dad-10729	180	1	the	the	DET
dad-10729	180	2	dialogs	dialog	NOUN
dad-10729	180	3	used	use	VERB
dad-10729	180	4	in	in	ADP
dad-10729	180	5	the	the	DET
dad-10729	180	6	challenges	challenge	NOUN
dad-10729	180	7	come	come	VERB
dad-10729	180	8	from	from	ADP
dad-10729	180	9	6	6	NUM
dad-10729	180	10	conditions	condition	NOUN
dad-10729	180	11	;	;	PUNCT
dad-10729	180	12	all	all	DET
dad-10729	180	13	combinations	combination	NOUN
dad-10729	180	14	of	of	ADP
dad-10729	180	15	one	one	NUM
dad-10729	180	16	of	of	ADP
dad-10729	180	17	three	three	NUM
dad-10729	180	18	possible	possible	ADJ
dad-10729	180	19	dialog	dialog	NOUN
dad-10729	180	20	managers	manager	NOUN
dad-10729	180	21	and	and	CCONJ
dad-10729	180	22	one	one	NUM
dad-10729	180	23	of	of	ADP
dad-10729	180	24	two	two	NUM
dad-10729	180	25	possible	possible	ADJ
dad-10729	180	26	speech	speech	NOUN
dad-10729	180	27	recognisers	recogniser	NOUN
dad-10729	180	28	.	.	PUNCT
dad-10729	181	1	there	there	PRON
dad-10729	181	2	are	be	VERB
dad-10729	181	3	roughly	roughly	ADV
dad-10729	181	4	500	500	NUM
dad-10729	181	5	dialogs	dialog	NOUN
dad-10729	181	6	in	in	ADP
dad-10729	181	7	each	each	DET
dad-10729	181	8	condition	condition	NOUN
dad-10729	181	9	,	,	PUNCT
dad-10729	181	10	of	of	ADP
dad-10729	181	11	average	average	ADJ
dad-10729	181	12	length	length	NOUN
dad-10729	181	13	7.88	7.88	NUM
dad-10729	181	14	turns	turn	VERB
dad-10729	181	15	from	from	ADP
dad-10729	181	16	184	184	NUM
dad-10729	181	17	unique	unique	ADJ
dad-10729	181	18	callers	caller	NOUN
dad-10729	181	19	.	.	PUNCT
dad-10729	182	1	more	more	ADJ
dad-10729	182	2	descriptive	descriptive	ADJ
dad-10729	182	3	statistics	statistic	NOUN
dad-10729	182	4	are	be	AUX
dad-10729	182	5	given	give	VERB
dad-10729	182	6	in	in	ADP
dad-10729	182	7	table	table	NOUN
dad-10729	182	8	1	1	NUM
dad-10729	182	9	.	.	PUNCT
dad-10729	182	10	example	example	NOUN
dad-10729	182	11	dialogs	dialog	NOUN
dad-10729	182	12	from	from	ADP
dad-10729	182	13	dstc2	dstc2	NOUN
dad-10729	182	14	and	and	CCONJ
dad-10729	182	15	dstc3	dstc3	NOUN
dad-10729	182	16	are	be	AUX
dad-10729	182	17	provided	provide	VERB
dad-10729	182	18	in	in	ADP
dad-10729	182	19	the	the	DET
dad-10729	182	20	appendix	appendix	NOUN
dad-10729	182	21	.	.	PUNCT
dad-10729	183	1	4.4	4.4	NUM
dad-10729	183	2	dialog	dialog	NOUN
dad-10729	183	3	state	state	NOUN
dad-10729	183	4	definition	definition	NOUN
dad-10729	183	5	and	and	CCONJ
dad-10729	183	6	labeling	labeling	NOUN
dad-10729	183	7	in	in	ADP
dad-10729	183	8	dstc1	dstc1	PROPN
dad-10729	183	9	,	,	PUNCT
dad-10729	183	10	the	the	DET
dad-10729	183	11	dialog	dialog	NOUN
dad-10729	183	12	state	state	NOUN
dad-10729	183	13	consists	consist	VERB
dad-10729	183	14	of	of	ADP
dad-10729	183	15	a	a	DET
dad-10729	183	16	frame	frame	NOUN
dad-10729	183	17	of	of	ADP
dad-10729	183	18	informable	informable	ADJ
dad-10729	183	19	slots	slot	NOUN
dad-10729	183	20	which	which	PRON
dad-10729	183	21	are	be	AUX
dad-10729	183	22	slots	slot	NOUN
dad-10729	183	23	provided	provide	VERB
dad-10729	183	24	by	by	ADP
dad-10729	183	25	the	the	DET
dad-10729	183	26	user	user	NOUN
dad-10729	183	27	that	that	PRON
dad-10729	183	28	describe	describe	VERB
dad-10729	183	29	their	their	PRON
dad-10729	183	30	goal	goal	NOUN
dad-10729	183	31	,	,	PUNCT
dad-10729	183	32	such	such	ADJ
dad-10729	183	33	as	as	ADP
dad-10729	183	34	the	the	DET
dad-10729	183	35	bus	bus	NOUN
dad-10729	183	36	route	route	NOUN
dad-10729	183	37	and	and	CCONJ
dad-10729	183	38	origin	origin	NOUN
dad-10729	183	39	bus	bus	NOUN
dad-10729	183	40	stop	stop	NOUN
dad-10729	183	41	.	.	PUNCT
dad-10729	184	1	the	the	DET
dad-10729	184	2	slots	slot	NOUN
dad-10729	184	3	and	and	CCONJ
dad-10729	184	4	approximate	approximate	ADJ
dad-10729	184	5	number	number	NOUN
dad-10729	184	6	of	of	ADP
dad-10729	184	7	values	value	NOUN
dad-10729	184	8	for	for	ADP
dad-10729	184	9	each	each	PRON
dad-10729	184	10	are	be	AUX
dad-10729	184	11	shown	show	VERB
dad-10729	184	12	in	in	ADP
dad-10729	184	13	table	table	NOUN
dad-10729	184	14	2	2	NUM
dad-10729	184	15	.	.	PUNCT
dad-10729	184	16	to	to	PART
dad-10729	184	17	determine	determine	VERB
dad-10729	184	18	the	the	DET
dad-10729	184	19	true	true	ADJ
dad-10729	184	20	dialog	dialog	NOUN
dad-10729	184	21	state	state	NOUN
dad-10729	184	22	,	,	PUNCT
dad-10729	184	23	first	first	ADV
dad-10729	184	24	each	each	DET
dad-10729	184	25	slu	slu	NOUN
dad-10729	184	26	hypothesis	hypothesis	NOUN
dad-10729	184	27	on	on	ADP
dad-10729	184	28	each	each	DET
dad-10729	184	29	slu	slu	NOUN
dad-10729	184	30	n	n	CCONJ
dad-10729	184	31	-	-	PUNCT
dad-10729	184	32	best	good	ADJ
dad-10729	184	33	list	list	NOUN
dad-10729	184	34	was	be	AUX
dad-10729	184	35	manually	manually	ADV
dad-10729	184	36	labeled	label	VERB
dad-10729	184	37	for	for	ADP
dad-10729	184	38	its	its	PRON
dad-10729	184	39	correctness	correctness	NOUN
dad-10729	184	40	.	.	PUNCT
dad-10729	185	1	each	each	DET
dad-10729	185	2	slu	slu	NOUN
dad-10729	185	3	hypothesis	hypothesis	NOUN
dad-10729	185	4	could	could	AUX
dad-10729	185	5	contain	contain	VERB
dad-10729	185	6	values	value	NOUN
dad-10729	185	7	for	for	ADP
dad-10729	185	8	more	more	ADJ
dad-10729	185	9	than	than	ADP
dad-10729	185	10	one	one	NUM
dad-10729	185	11	slot	slot	NOUN
dad-10729	185	12	,	,	PUNCT
dad-10729	185	13	such	such	ADJ
dad-10729	185	14	as	as	ADP
dad-10729	185	15	from	from	ADP
dad-10729	185	16	=	=	NOUN
dad-10729	185	17	downtown	downtown	NOUN
dad-10729	185	18	,	,	PUNCT
dad-10729	185	19	to	to	ADP
dad-10729	185	20	=	=	NOUN
dad-10729	185	21	airport	airport	NOUN
dad-10729	185	22	.	.	PUNCT
dad-10729	186	1	in	in	ADP
dad-10729	186	2	making	make	VERB
dad-10729	186	3	labeling	labeling	NOUN
dad-10729	186	4	decisions	decision	NOUN
dad-10729	186	5	,	,	PUNCT
dad-10729	186	6	the	the	DET
dad-10729	186	7	labeler	labeler	NOUN
dad-10729	186	8	could	could	AUX
dad-10729	186	9	view	view	VERB
dad-10729	186	10	the	the	DET
dad-10729	186	11	dialog	dialog	NOUN
dad-10729	186	12	history	history	NOUN
dad-10729	186	13	,	,	PUNCT
dad-10729	186	14	and	and	CCONJ
dad-10729	186	15	it	it	PRON
dad-10729	186	16	was	be	AUX
dad-10729	186	17	possible	possible	ADJ
dad-10729	186	18	that	that	SCONJ
dad-10729	186	19	zero	zero	NUM
dad-10729	186	20	,	,	PUNCT
dad-10729	186	21	one	one	NUM
dad-10729	186	22	,	,	PUNCT
dad-10729	186	23	or	or	CCONJ
dad-10729	186	24	more	more	ADJ
dad-10729	186	25	than	than	ADP
dad-10729	186	26	one	one	NUM
dad-10729	186	27	slu	slu	NOUN
dad-10729	186	28	hypothesis	hypothesis	NOUN
dad-10729	186	29	were	be	AUX
dad-10729	186	30	labeled	label	VERB
dad-10729	186	31	as	as	ADP
dad-10729	186	32	correct	correct	ADJ
dad-10729	186	33	.	.	PUNCT
dad-10729	187	1	if	if	SCONJ
dad-10729	187	2	the	the	DET
dad-10729	187	3	value	value	NOUN
dad-10729	187	4	for	for	ADP
dad-10729	187	5	a	a	DET
dad-10729	187	6	slot	slot	NOUN
dad-10729	187	7	had	have	AUX
dad-10729	187	8	been	be	AUX
dad-10729	187	9	provided	provide	VERB
dad-10729	187	10	but	but	CCONJ
dad-10729	187	11	no	no	DET
dad-10729	187	12	correct	correct	ADJ
dad-10729	187	13	value	value	NOUN
dad-10729	187	14	appeared	appear	VERB
dad-10729	187	15	in	in	ADP
dad-10729	187	16	the	the	DET
dad-10729	187	17	slu	slu	NOUN
dad-10729	187	18	results	result	NOUN
dad-10729	187	19	,	,	PUNCT
dad-10729	187	20	a	a	DET
dad-10729	187	21	special	special	ADJ
dad-10729	187	22	value	value	NOUN
dad-10729	187	23	called	call	VERB
dad-10729	187	24	rest	rest	NOUN
dad-10729	187	25	was	be	AUX
dad-10729	187	26	considered	consider	VERB
dad-10729	187	27	to	to	PART
dad-10729	187	28	be	be	AUX
dad-10729	187	29	correct.2	correct.2	NOUN
dad-10729	187	30	at	at	ADP
dad-10729	187	31	every	every	DET
dad-10729	187	32	turn	turn	NOUN
dad-10729	187	33	,	,	PUNCT
dad-10729	187	34	trackers	tracker	NOUN
dad-10729	187	35	output	output	VERB
dad-10729	187	36	a	a	DET
dad-10729	187	37	scored	score	VERB
dad-10729	187	38	list	list	NOUN
dad-10729	187	39	of	of	ADP
dad-10729	187	40	values	value	NOUN
dad-10729	187	41	for	for	ADP
dad-10729	187	42	every	every	DET
dad-10729	187	43	slot	slot	NOUN
dad-10729	187	44	,	,	PUNCT
dad-10729	187	45	including	include	VERB
dad-10729	187	46	the	the	DET
dad-10729	187	47	special	special	ADJ
dad-10729	187	48	rest	rest	NOUN
dad-10729	187	49	value	value	NOUN
dad-10729	187	50	.	.	PUNCT
dad-10729	188	1	for	for	ADP
dad-10729	188	2	evaluation	evaluation	NOUN
dad-10729	188	3	,	,	PUNCT
dad-10729	188	4	a	a	DET
dad-10729	188	5	dialog	dialog	NOUN
dad-10729	188	6	state	state	NOUN
dad-10729	188	7	was	be	AUX
dad-10729	188	8	scored	score	VERB
dad-10729	188	9	as	as	ADV
dad-10729	188	10	correct	correct	ADJ
dad-10729	188	11	if	if	SCONJ
dad-10729	188	12	all	all	PRON
dad-10729	188	13	of	of	ADP
dad-10729	188	14	its	its	PRON
dad-10729	188	15	slots	slot	NOUN
dad-10729	188	16	were	be	AUX
dad-10729	188	17	assigned	assign	VERB
dad-10729	188	18	values	value	NOUN
dad-10729	188	19	which	which	PRON
dad-10729	188	20	had	have	AUX
dad-10729	188	21	previously	previously	ADV
dad-10729	188	22	been	be	AUX
dad-10729	188	23	marked	mark	VERB
dad-10729	188	24	as	as	ADP
dad-10729	188	25	correct	correct	ADJ
dad-10729	188	26	,	,	PUNCT
dad-10729	188	27	or	or	CCONJ
dad-10729	188	28	rest	rest	VERB
dad-10729	188	29	if	if	SCONJ
dad-10729	188	30	no	no	DET
dad-10729	188	31	correct	correct	ADJ
dad-10729	188	32	values	value	NOUN
dad-10729	188	33	had	have	AUX
dad-10729	188	34	yet	yet	ADV
dad-10729	188	35	been	be	AUX
dad-10729	188	36	observed	observe	VERB
dad-10729	188	37	for	for	ADP
dad-10729	188	38	that	that	DET
dad-10729	188	39	slot	slot	NOUN
dad-10729	188	40	value	value	NOUN
dad-10729	188	41	.	.	PUNCT
dad-10729	189	1	thus	thus	ADV
dad-10729	189	2	,	,	PUNCT
dad-10729	189	3	in	in	ADP
dad-10729	189	4	dstc1	dstc1	PROPN
dad-10729	189	5	,	,	PUNCT
dad-10729	189	6	there	there	PRON
dad-10729	189	7	could	could	AUX
dad-10729	189	8	be	be	AUX
dad-10729	189	9	multiple	multiple	ADJ
dad-10729	189	10	correct	correct	ADJ
dad-10729	189	11	dialog	dialog	NOUN
dad-10729	189	12	states	state	NOUN
dad-10729	189	13	,	,	PUNCT
dad-10729	189	14	and	and	CCONJ
dad-10729	189	15	the	the	DET
dad-10729	189	16	best	good	ADJ
dad-10729	189	17	possible	possible	ADJ
dad-10729	189	18	tracker	tracker	NOUN
dad-10729	189	19	could	could	AUX
dad-10729	189	20	achieve	achieve	VERB
dad-10729	189	21	100	100	NUM
dad-10729	189	22	%	%	NOUN
dad-10729	189	23	accuracy	accuracy	NOUN
dad-10729	189	24	.	.	PUNCT
dad-10729	190	1	note	note	VERB
dad-10729	190	2	that	that	SCONJ
dad-10729	190	3	,	,	PUNCT
dad-10729	190	4	in	in	ADP
dad-10729	190	5	dstc1	dstc1	PROPN
dad-10729	190	6	,	,	PUNCT
dad-10729	190	7	there	there	PRON
dad-10729	190	8	was	be	VERB
dad-10729	190	9	no	no	DET
dad-10729	190	10	explicit	explicit	ADJ
dad-10729	190	11	set	set	NOUN
dad-10729	190	12	of	of	ADP
dad-10729	190	13	slot	slot	NOUN
dad-10729	190	14	values	value	NOUN
dad-10729	190	15	,	,	PUNCT
dad-10729	190	16	2	2	X
dad-10729	190	17	.	.	PUNCT
dad-10729	191	1	the	the	DET
dad-10729	191	2	term	term	NOUN
dad-10729	191	3	rest	rest	NOUN
dad-10729	191	4	refers	refer	VERB
dad-10729	191	5	to	to	ADP
dad-10729	191	6	the	the	DET
dad-10729	191	7	remainder	remainder	NOUN
dad-10729	191	8	,	,	PUNCT
dad-10729	191	9	as	as	ADP
dad-10729	191	10	in	in	ADP
dad-10729	191	11	“	"	PUNCT
dad-10729	191	12	the	the	DET
dad-10729	191	13	rest	rest	NOUN
dad-10729	191	14	of	of	ADP
dad-10729	191	15	the	the	DET
dad-10729	191	16	unenumerated	unenumerated	ADJ
dad-10729	191	17	slu	slu	NOUN
dad-10729	191	18	hypotheses	hypothesis	NOUN
dad-10729	191	19	”	"	PUNCT
dad-10729	191	20	.	.	PUNCT
dad-10729	192	1	12	12	NUM
dad-10729	192	2	dialog	dialog	NOUN
dad-10729	192	3	state	state	NOUN
dad-10729	192	4	tracking	tracking	NOUN
dad-10729	192	5	overview	overview	NOUN
dad-10729	192	6	#	#	NOUN
dad-10729	192	7	dialogs	dialog	NOUN
dad-10729	192	8	goal	goal	NOUN
dad-10729	192	9	changes	change	VERB
dad-10729	192	10	wer	wer	NOUN
dad-10729	192	11	slu	slu	NOUN
dad-10729	192	12	f	f	NOUN
dad-10729	192	13	-	-	PUNCT
dad-10729	192	14	score	score	NOUN
dad-10729	192	15	dstc1	dstc1	NOUN
dad-10729	192	16	train1	train1	PROPN
dad-10729	192	17	2,344	2,344	NUM
dad-10729	192	18	46.4	46.4	NUM
dad-10729	192	19	%	%	NOUN
dad-10729	192	20	45.3	45.3	NUM
dad-10729	192	21	%	%	NOUN
dad-10729	192	22	train+2	train+2	PROPN
dad-10729	192	23	10,619	10,619	NUM
dad-10729	192	24	42.0	42.0	NUM
dad-10729	192	25	%	%	NOUN
dad-10729	192	26	test3	test3	NOUN
dad-10729	192	27	2,485	2,485	NUM
dad-10729	192	28	55.1	55.1	NUM
dad-10729	192	29	%	%	NOUN
dad-10729	192	30	38.5	38.5	NUM
dad-10729	192	31	%	%	NOUN
dad-10729	192	32	dstc2	dstc2	NOUN
dad-10729	192	33	train	train	VERB
dad-10729	192	34	1,612	1,612	NUM
dad-10729	192	35	40.1	40.1	NUM
dad-10729	192	36	%	%	NOUN
dad-10729	192	37	26.4	26.4	NUM
dad-10729	192	38	%	%	NOUN
dad-10729	192	39	75.7	75.7	NUM
dad-10729	192	40	%	%	NOUN
dad-10729	192	41	devel	devel	NOUN
dad-10729	192	42	.	.	PUNCT
dad-10729	193	1	506	506	NUM
dad-10729	193	2	37.0	37.0	NUM
dad-10729	193	3	%	%	NOUN
dad-10729	193	4	31.9	31.9	NUM
dad-10729	193	5	%	%	NOUN
dad-10729	193	6	71.6	71.6	NUM
dad-10729	193	7	%	%	NOUN
dad-10729	193	8	test	test	NOUN
dad-10729	193	9	1,117	1,117	NUM
dad-10729	193	10	44.5	44.5	NUM
dad-10729	193	11	%	%	NOUN
dad-10729	193	12	28.7	28.7	NUM
dad-10729	193	13	%	%	NOUN
dad-10729	193	14	73.8	73.8	NUM
dad-10729	193	15	%	%	NOUN
dad-10729	193	16	dstc3	dstc3	NOUN
dad-10729	193	17	train4	train4	VERB
dad-10729	193	18	3,235	3,235	NUM
dad-10729	193	19	41.1	41.1	NUM
dad-10729	193	20	%	%	NOUN
dad-10729	193	21	28.1	28.1	NUM
dad-10729	193	22	%	%	NOUN
dad-10729	193	23	74.3	74.3	NUM
dad-10729	193	24	%	%	NOUN
dad-10729	193	25	test	test	NOUN
dad-10729	193	26	2,275	2,275	NUM
dad-10729	193	27	16.5	16.5	NUM
dad-10729	193	28	%	%	NOUN
dad-10729	193	29	31.5	31.5	NUM
dad-10729	193	30	%	%	NOUN
dad-10729	193	31	78.1	78.1	NUM
dad-10729	193	32	%	%	NOUN
dad-10729	193	33	table	table	NOUN
dad-10729	193	34	1	1	NUM
dad-10729	193	35	:	:	PUNCT
dad-10729	193	36	statistics	statistic	NOUN
dad-10729	193	37	for	for	ADP
dad-10729	193	38	the	the	DET
dad-10729	193	39	data	data	NOUN
dad-10729	193	40	sets	set	NOUN
dad-10729	193	41	for	for	ADP
dad-10729	193	42	all	all	DET
dad-10729	193	43	three	three	NUM
dad-10729	193	44	challenges	challenge	NOUN
dad-10729	193	45	.	.	PUNCT
dad-10729	194	1	goal	goal	NOUN
dad-10729	194	2	changes	change	NOUN
dad-10729	194	3	is	be	AUX
dad-10729	194	4	the	the	DET
dad-10729	194	5	percentage	percentage	NOUN
dad-10729	194	6	of	of	ADP
dad-10729	194	7	dialogs	dialog	NOUN
dad-10729	194	8	in	in	ADP
dad-10729	194	9	which	which	PRON
dad-10729	194	10	the	the	DET
dad-10729	194	11	user	user	NOUN
dad-10729	194	12	changed	change	VERB
dad-10729	194	13	their	their	PRON
dad-10729	194	14	mind	mind	NOUN
dad-10729	194	15	for	for	ADP
dad-10729	194	16	at	at	ADV
dad-10729	194	17	least	least	ADV
dad-10729	194	18	one	one	NUM
dad-10729	194	19	slot	slot	NOUN
dad-10729	194	20	.	.	PUNCT
dad-10729	195	1	wer	wer	NOUN
dad-10729	195	2	and	and	CCONJ
dad-10729	195	3	slu	slu	NOUN
dad-10729	195	4	f	f	NOUN
dad-10729	195	5	-	-	PUNCT
dad-10729	195	6	score	score	NOUN
dad-10729	195	7	are	be	AUX
dad-10729	195	8	on	on	ADP
dad-10729	195	9	the	the	DET
dad-10729	195	10	top	top	ADJ
dad-10729	195	11	asr	asr	NOUN
dad-10729	195	12	and	and	CCONJ
dad-10729	195	13	slu	slu	NOUN
dad-10729	195	14	hypotheses	hypothesis	NOUN
dad-10729	195	15	respectively	respectively	ADV
dad-10729	195	16	.	.	PUNCT
dad-10729	196	1	further	further	ADJ
dad-10729	196	2	details	detail	NOUN
dad-10729	196	3	of	of	ADP
dad-10729	196	4	the	the	DET
dad-10729	196	5	datasets	dataset	NOUN
dad-10729	196	6	are	be	AUX
dad-10729	196	7	given	give	VERB
dad-10729	196	8	in	in	ADP
dad-10729	196	9	williams	williams	PROPN
dad-10729	196	10	et	et	PROPN
dad-10729	196	11	al	al	PROPN
dad-10729	196	12	.	.	PROPN
dad-10729	197	1	(	(	PUNCT
dad-10729	197	2	2013	2013	NUM
dad-10729	197	3	)	)	PUNCT
dad-10729	197	4	,	,	PUNCT
dad-10729	197	5	henderson	henderson	PROPN
dad-10729	197	6	et	et	PROPN
dad-10729	197	7	al	al	PROPN
dad-10729	197	8	.	.	PROPN
dad-10729	197	9	(	(	PUNCT
dad-10729	197	10	2014b	2014b	NUM
dad-10729	197	11	)	)	PUNCT
dad-10729	197	12	,	,	PUNCT
dad-10729	197	13	and	and	CCONJ
dad-10729	197	14	henderson	henderson	PROPN
dad-10729	197	15	et	et	PROPN
dad-10729	197	16	al	al	PROPN
dad-10729	197	17	.	.	PROPN
dad-10729	197	18	(	(	PUNCT
dad-10729	197	19	2014a	2014a	NUM
dad-10729	197	20	)	)	PUNCT
dad-10729	197	21	.	.	PUNCT
dad-10729	198	1	1this	1this	NUM
dad-10729	198	2	row	row	NOUN
dad-10729	198	3	combines	combine	VERB
dad-10729	198	4	sets	set	NOUN
dad-10729	198	5	train	train	NOUN
dad-10729	198	6	1a	1a	NOUN
dad-10729	198	7	,	,	PUNCT
dad-10729	198	8	train	train	NOUN
dad-10729	198	9	2	2	NUM
dad-10729	198	10	and	and	CCONJ
dad-10729	198	11	train	train	VERB
dad-10729	198	12	3	3	NUM
dad-10729	198	13	from	from	ADP
dad-10729	198	14	dstc1	dstc1	PROPN
dad-10729	198	15	.	.	PUNCT
dad-10729	199	1	2this	2this	NUM
dad-10729	199	2	row	row	NOUN
dad-10729	199	3	combines	combine	VERB
dad-10729	199	4	sets	set	NOUN
dad-10729	199	5	train	train	VERB
dad-10729	199	6	1b	1b	NUM
dad-10729	199	7	and	and	CCONJ
dad-10729	199	8	1c	1c	NOUN
dad-10729	199	9	from	from	ADP
dad-10729	199	10	dstc1	dstc1	PROPN
dad-10729	199	11	.	.	PUNCT
dad-10729	200	1	in	in	ADP
dad-10729	200	2	these	these	DET
dad-10729	200	3	dialogs	dialog	NOUN
dad-10729	200	4	,	,	PUNCT
dad-10729	200	5	user	user	NOUN
dad-10729	200	6	speech	speech	NOUN
dad-10729	200	7	was	be	AUX
dad-10729	200	8	transcribed	transcribe	VERB
dad-10729	200	9	,	,	PUNCT
dad-10729	200	10	but	but	CCONJ
dad-10729	200	11	slu	slu	NOUN
dad-10729	200	12	and	and	CCONJ
dad-10729	200	13	dialog	dialog	NOUN
dad-10729	200	14	state	state	NOUN
dad-10729	200	15	correctness	correctness	NOUN
dad-10729	200	16	were	be	AUX
dad-10729	200	17	not	not	PART
dad-10729	200	18	labeled	label	VERB
dad-10729	200	19	.	.	PUNCT
dad-10729	201	1	3this	3this	NUM
dad-10729	201	2	row	row	NOUN
dad-10729	201	3	combines	combine	VERB
dad-10729	201	4	sets	set	NOUN
dad-10729	201	5	test	test	NOUN
dad-10729	201	6	1	1	NUM
dad-10729	201	7	,	,	PUNCT
dad-10729	201	8	test	test	NOUN
dad-10729	201	9	2	2	NUM
dad-10729	201	10	,	,	PUNCT
dad-10729	201	11	and	and	CCONJ
dad-10729	201	12	test	test	VERB
dad-10729	201	13	3	3	NUM
dad-10729	201	14	from	from	ADP
dad-10729	201	15	dstc1	dstc1	PROPN
dad-10729	201	16	.	.	PUNCT
dad-10729	202	1	in	in	ADP
dad-10729	202	2	this	this	DET
dad-10729	202	3	paper	paper	NOUN
dad-10729	202	4	,	,	PUNCT
dad-10729	202	5	test	test	NOUN
dad-10729	202	6	4	4	NUM
dad-10729	202	7	has	have	AUX
dad-10729	202	8	been	be	AUX
dad-10729	202	9	excluded	exclude	VERB
dad-10729	202	10	due	due	ADP
dad-10729	202	11	to	to	ADP
dad-10729	202	12	data	datum	NOUN
dad-10729	202	13	issues	issue	NOUN
dad-10729	202	14	.	.	PUNCT
dad-10729	203	1	4the	4the	NUM
dad-10729	203	2	training	training	NOUN
dad-10729	203	3	set	set	NOUN
dad-10729	203	4	for	for	ADP
dad-10729	203	5	dstc3	dstc3	NOUN
dad-10729	203	6	is	be	AUX
dad-10729	203	7	the	the	DET
dad-10729	203	8	combination	combination	NOUN
dad-10729	203	9	of	of	ADP
dad-10729	203	10	train	train	NOUN
dad-10729	203	11	,	,	PUNCT
dad-10729	203	12	dev	dev	PROPN
dad-10729	203	13	,	,	PUNCT
dad-10729	203	14	and	and	CCONJ
dad-10729	203	15	test	test	NOUN
dad-10729	203	16	sets	set	NOUN
dad-10729	203	17	from	from	ADP
dad-10729	203	18	dstc2	dstc2	PROPN
dad-10729	203	19	.	.	PUNCT
dad-10729	204	1	slot	slot	NOUN
dad-10729	204	2	size	size	NOUN
dad-10729	204	3	bus	bus	NOUN
dad-10729	204	4	route	route	NOUN
dad-10729	204	5	100	100	NUM
dad-10729	204	6	date	date	NOUN
dad-10729	204	7	time	time	NOUN
dad-10729	204	8	origin	origin	PROPN
dad-10729	204	9	street	street	NOUN
dad-10729	204	10	500	500	NUM
dad-10729	204	11	-	-	SYM
dad-10729	204	12	10,000	10,000	NUM
dad-10729	204	13	origin	origin	NOUN
dad-10729	204	14	neighborhood	neighborhood	NOUN
dad-10729	204	15	20	20	NUM
dad-10729	204	16	-	-	SYM
dad-10729	204	17	100	100	NUM
dad-10729	204	18	origin	origin	NOUN
dad-10729	204	19	poi	poi	PROPN
dad-10729	204	20	50	50	NUM
dad-10729	204	21	-	-	SYM
dad-10729	204	22	500	500	NUM
dad-10729	204	23	destination	destination	NOUN
dad-10729	204	24	street	street	NOUN
dad-10729	204	25	500	500	NUM
dad-10729	204	26	-	-	SYM
dad-10729	204	27	10,000	10,000	NUM
dad-10729	204	28	destination	destination	NOUN
dad-10729	204	29	neighborhood	neighborhood	NOUN
dad-10729	204	30	20	20	NUM
dad-10729	204	31	-	-	SYM
dad-10729	204	32	100	100	NUM
dad-10729	204	33	destination	destination	NOUN
dad-10729	204	34	poi	poi	X
dad-10729	204	35	500	500	NUM
dad-10729	204	36	-	-	SYM
dad-10729	204	37	10,000	10,000	NUM
dad-10729	204	38	table	table	NOUN
dad-10729	204	39	2	2	NUM
dad-10729	204	40	:	:	PUNCT
dad-10729	204	41	slots	slot	NOUN
dad-10729	204	42	used	use	VERB
dad-10729	204	43	for	for	ADP
dad-10729	204	44	dstc1	dstc1	NOUN
dad-10729	204	45	and	and	CCONJ
dad-10729	204	46	their	their	PRON
dad-10729	204	47	approximate	approximate	ADJ
dad-10729	204	48	number	number	NOUN
dad-10729	204	49	of	of	ADP
dad-10729	204	50	values	value	NOUN
dad-10729	204	51	.	.	PUNCT
dad-10729	205	1	the	the	DET
dad-10729	205	2	ranges	range	NOUN
dad-10729	205	3	of	of	ADP
dad-10729	205	4	values	value	NOUN
dad-10729	205	5	are	be	AUX
dad-10729	205	6	due	due	ADJ
dad-10729	205	7	to	to	ADP
dad-10729	205	8	the	the	DET
dad-10729	205	9	fact	fact	NOUN
dad-10729	205	10	that	that	SCONJ
dad-10729	205	11	systems	system	NOUN
dad-10729	205	12	used	use	VERB
dad-10729	205	13	to	to	PART
dad-10729	205	14	collect	collect	VERB
dad-10729	205	15	the	the	DET
dad-10729	205	16	dialogs	dialog	NOUN
dad-10729	205	17	had	have	VERB
dad-10729	205	18	different	different	ADJ
dad-10729	205	19	internal	internal	ADJ
dad-10729	205	20	designs	design	NOUN
dad-10729	205	21	and	and	CCONJ
dad-10729	205	22	covered	cover	VERB
dad-10729	205	23	different	different	ADJ
dad-10729	205	24	numbers	number	NOUN
dad-10729	205	25	of	of	ADP
dad-10729	205	26	street	street	NOUN
dad-10729	205	27	descriptions	description	NOUN
dad-10729	205	28	,	,	PUNCT
dad-10729	205	29	neighborhoods	neighborhood	NOUN
dad-10729	205	30	and	and	CCONJ
dad-10729	205	31	points	point	NOUN
dad-10729	205	32	of	of	ADP
dad-10729	205	33	interests	interest	NOUN
dad-10729	205	34	(	(	PUNCT
dad-10729	205	35	poi	poi	NOUN
dad-10729	205	36	)	)	PUNCT
dad-10729	205	37	.	.	PUNCT
dad-10729	206	1	13	13	NUM
dad-10729	206	2	williams	williams	PROPN
dad-10729	206	3	,	,	PUNCT
dad-10729	206	4	raux	raux	PROPN
dad-10729	206	5	,	,	PUNCT
dad-10729	206	6	and	and	CCONJ
dad-10729	206	7	henderson	henderson	PROPN
dad-10729	206	8	because	because	SCONJ
dad-10729	206	9	dialogs	dialog	NOUN
dad-10729	206	10	were	be	AUX
dad-10729	206	11	recorded	record	VERB
dad-10729	206	12	from	from	ADP
dad-10729	206	13	systems	system	NOUN
dad-10729	206	14	built	build	VERB
dad-10729	206	15	by	by	ADP
dad-10729	206	16	different	different	ADJ
dad-10729	206	17	research	research	NOUN
dad-10729	206	18	groups	group	NOUN
dad-10729	206	19	without	without	ADP
dad-10729	206	20	a	a	DET
dad-10729	206	21	shared	share	VERB
dad-10729	206	22	ontology	ontology	NOUN
dad-10729	206	23	.	.	PUNCT
dad-10729	207	1	slot	slot	NOUN
dad-10729	207	2	dstc2	dstc2	NOUN
dad-10729	207	3	train	train	NOUN
dad-10729	207	4	dstc2	dstc2	NOUN
dad-10729	207	5	test	test	NOUN
dad-10729	207	6	dstc3	dstc3	NOUN
dad-10729	207	7	train	train	NOUN
dad-10729	207	8	dstc3	dstc3	PROPN
dad-10729	207	9	test	test	NOUN
dad-10729	207	10	informable	informable	ADJ
dad-10729	207	11	type	type	NOUN
dad-10729	207	12	1	1	NUM
dad-10729	207	13	1	1	NUM
dad-10729	207	14	1	1	NUM
dad-10729	207	15	3	3	NUM
dad-10729	207	16	yes	yes	NOUN
dad-10729	207	17	area	area	NOUN
dad-10729	207	18	5	5	NUM
dad-10729	207	19	5	5	NUM
dad-10729	207	20	5	5	NUM
dad-10729	207	21	15	15	NUM
dad-10729	207	22	yes	yes	NOUN
dad-10729	207	23	food	food	NOUN
dad-10729	207	24	91	91	NUM
dad-10729	207	25	91	91	NUM
dad-10729	207	26	91	91	NUM
dad-10729	207	27	28	28	NUM
dad-10729	208	1	yes	yes	INTJ
dad-10729	208	2	name	name	NOUN
dad-10729	208	3	113	113	NUM
dad-10729	208	4	113	113	NUM
dad-10729	208	5	113	113	NUM
dad-10729	208	6	163	163	NUM
dad-10729	208	7	yes	yes	NOUN
dad-10729	208	8	pricerange	pricerange	NOUN
dad-10729	208	9	3	3	NUM
dad-10729	208	10	3	3	NUM
dad-10729	208	11	3	3	NUM
dad-10729	208	12	4	4	NUM
dad-10729	208	13	yes	yes	INTJ
dad-10729	208	14	near	near	ADV
dad-10729	208	15	—	—	PUNCT
dad-10729	208	16	—	—	PUNCT
dad-10729	208	17	—	—	PUNCT
dad-10729	208	18	52	52	NUM
dad-10729	208	19	yes	yes	INTJ
dad-10729	208	20	hastv	hastv	NOUN
dad-10729	208	21	—	—	PUNCT
dad-10729	208	22	—	—	PUNCT
dad-10729	208	23	—	—	PUNCT
dad-10729	208	24	2	2	X
dad-10729	208	25	yes	yes	INTJ
dad-10729	208	26	hasinternet	hasinternet	NOUN
dad-10729	208	27	—	—	PUNCT
dad-10729	208	28	—	—	PUNCT
dad-10729	208	29	—	—	PUNCT
dad-10729	208	30	2	2	X
dad-10729	208	31	yes	yes	INTJ
dad-10729	208	32	childrenallowed	childrenallowed	ADJ
dad-10729	208	33	—	—	PUNCT
dad-10729	208	34	—	—	PUNCT
dad-10729	208	35	—	—	PUNCT
dad-10729	208	36	2	2	X
dad-10729	208	37	yes	yes	INTJ
dad-10729	208	38	addr	addr	PROPN
dad-10729	208	39	—	—	PUNCT
dad-10729	208	40	—	—	PUNCT
dad-10729	208	41	—	—	PUNCT
dad-10729	208	42	—	—	PUNCT
dad-10729	208	43	no	no	DET
dad-10729	208	44	phone	phone	NOUN
dad-10729	208	45	—	—	PUNCT
dad-10729	208	46	—	—	PUNCT
dad-10729	208	47	—	—	PUNCT
dad-10729	208	48	—	—	PUNCT
dad-10729	208	49	no	no	DET
dad-10729	208	50	postcode	postcode	NOUN
dad-10729	208	51	—	—	PUNCT
dad-10729	208	52	—	—	PUNCT
dad-10729	208	53	—	—	PUNCT
dad-10729	208	54	—	—	PUNCT
dad-10729	208	55	no	no	DET
dad-10729	208	56	table	table	NOUN
dad-10729	208	57	3	3	NUM
dad-10729	208	58	:	:	PUNCT
dad-10729	208	59	ontology	ontology	NOUN
dad-10729	208	60	used	use	VERB
dad-10729	208	61	in	in	ADP
dad-10729	208	62	dstc2	dstc2	NOUN
dad-10729	208	63	and	and	CCONJ
dad-10729	208	64	dstc3	dstc3	NOUN
dad-10729	208	65	for	for	ADP
dad-10729	208	66	tourist	tourist	NOUN
dad-10729	208	67	information	information	NOUN
dad-10729	208	68	.	.	PUNCT
dad-10729	209	1	counts	count	NOUN
dad-10729	209	2	do	do	AUX
dad-10729	209	3	not	not	PART
dad-10729	209	4	include	include	VERB
dad-10729	209	5	the	the	DET
dad-10729	209	6	special	special	ADJ
dad-10729	209	7	dontcare	dontcare	NOUN
dad-10729	209	8	value	value	NOUN
dad-10729	209	9	.	.	PUNCT
dad-10729	210	1	in	in	ADP
dad-10729	210	2	dstc2	dstc2	NOUN
dad-10729	210	3	-	-	PUNCT
dad-10729	210	4	3	3	NUM
dad-10729	210	5	,	,	PUNCT
dad-10729	210	6	the	the	DET
dad-10729	210	7	dialog	dialog	NOUN
dad-10729	210	8	state	state	NOUN
dad-10729	210	9	and	and	CCONJ
dad-10729	210	10	labeling	labeling	NOUN
dad-10729	210	11	procedure	procedure	NOUN
dad-10729	210	12	was	be	AUX
dad-10729	210	13	defined	define	VERB
dad-10729	210	14	somewhat	somewhat	ADV
dad-10729	210	15	differently	differently	ADV
dad-10729	210	16	.	.	PUNCT
dad-10729	211	1	in	in	ADP
dad-10729	211	2	addition	addition	NOUN
dad-10729	211	3	to	to	ADP
dad-10729	211	4	informable	informable	ADJ
dad-10729	211	5	slots	slot	NOUN
dad-10729	211	6	,	,	PUNCT
dad-10729	211	7	the	the	DET
dad-10729	211	8	dialog	dialog	NOUN
dad-10729	211	9	state	state	NOUN
dad-10729	211	10	in	in	ADP
dad-10729	211	11	dstc2	dstc2	PROPN
dad-10729	211	12	-	-	PUNCT
dad-10729	211	13	3	3	NUM
dad-10729	211	14	included	include	VERB
dad-10729	211	15	2	2	NUM
dad-10729	211	16	other	other	ADJ
dad-10729	211	17	quantities	quantity	NOUN
dad-10729	211	18	.	.	PUNCT
dad-10729	212	1	first	first	ADV
dad-10729	212	2	,	,	PUNCT
dad-10729	212	3	the	the	DET
dad-10729	212	4	state	state	NOUN
dad-10729	212	5	included	include	VERB
dad-10729	212	6	requested	request	VERB
dad-10729	212	7	slots	slot	NOUN
dad-10729	212	8	,	,	PUNCT
dad-10729	212	9	which	which	PRON
dad-10729	212	10	are	be	AUX
dad-10729	212	11	the	the	DET
dad-10729	212	12	slots	slot	NOUN
dad-10729	212	13	the	the	DET
dad-10729	212	14	user	user	NOUN
dad-10729	212	15	wants	want	VERB
dad-10729	212	16	to	to	PART
dad-10729	212	17	retrieve	retrieve	VERB
dad-10729	212	18	,	,	PUNCT
dad-10729	212	19	such	such	ADJ
dad-10729	212	20	as	as	ADP
dad-10729	212	21	the	the	DET
dad-10729	212	22	phone	phone	NOUN
dad-10729	212	23	number	number	NOUN
dad-10729	212	24	,	,	PUNCT
dad-10729	212	25	or	or	CCONJ
dad-10729	212	26	price	price	NOUN
dad-10729	212	27	range	range	NOUN
dad-10729	212	28	(	(	PUNCT
dad-10729	212	29	of	of	ADP
dad-10729	212	30	a	a	DET
dad-10729	212	31	restaurant	restaurant	NOUN
dad-10729	212	32	)	)	PUNCT
dad-10729	212	33	.	.	PUNCT
dad-10729	213	1	second	second	ADV
dad-10729	213	2	,	,	PUNCT
dad-10729	213	3	the	the	DET
dad-10729	213	4	state	state	NOUN
dad-10729	213	5	included	include	VERB
dad-10729	213	6	the	the	DET
dad-10729	213	7	search	search	NOUN
dad-10729	213	8	method	method	NOUN
dad-10729	213	9	which	which	PRON
dad-10729	213	10	indicated	indicate	VERB
dad-10729	213	11	if	if	SCONJ
dad-10729	213	12	the	the	DET
dad-10729	213	13	user	user	NOUN
dad-10729	213	14	wanted	want	VERB
dad-10729	213	15	to	to	PART
dad-10729	213	16	query	query	VERB
dad-10729	213	17	by	by	ADP
dad-10729	213	18	providing	provide	VERB
dad-10729	213	19	constraints	constraint	NOUN
dad-10729	213	20	,	,	PUNCT
dad-10729	213	21	providing	provide	VERB
dad-10729	213	22	the	the	DET
dad-10729	213	23	name	name	NOUN
dad-10729	213	24	of	of	ADP
dad-10729	213	25	a	a	DET
dad-10729	213	26	restaurant	restaurant	NOUN
dad-10729	213	27	,	,	PUNCT
dad-10729	213	28	navigating	navigate	VERB
dad-10729	213	29	a	a	DET
dad-10729	213	30	results	result	NOUN
dad-10729	213	31	list	list	NOUN
dad-10729	213	32	,	,	PUNCT
dad-10729	213	33	etc	etc	X
dad-10729	213	34	.	.	X
dad-10729	214	1	the	the	DET
dad-10729	214	2	values	value	NOUN
dad-10729	214	3	and	and	CCONJ
dad-10729	214	4	sizes	size	NOUN
dad-10729	214	5	of	of	ADP
dad-10729	214	6	all	all	PRON
dad-10729	214	7	of	of	ADP
dad-10729	214	8	the	the	DET
dad-10729	214	9	slots	slot	NOUN
dad-10729	214	10	in	in	ADP
dad-10729	214	11	dstc2	dstc2	NOUN
dad-10729	214	12	-	-	PUNCT
dad-10729	214	13	3	3	NUM
dad-10729	214	14	are	be	AUX
dad-10729	214	15	given	give	VERB
dad-10729	214	16	in	in	ADP
dad-10729	214	17	table	table	NOUN
dad-10729	214	18	3	3	NUM
dad-10729	214	19	.	.	PUNCT
dad-10729	215	1	in	in	ADP
dad-10729	215	2	dstc2	dstc2	NOUN
dad-10729	215	3	-	-	PUNCT
dad-10729	215	4	3	3	NUM
dad-10729	215	5	,	,	PUNCT
dad-10729	215	6	informable	informable	ADJ
dad-10729	215	7	slots	slot	NOUN
dad-10729	215	8	could	could	AUX
dad-10729	215	9	take	take	VERB
dad-10729	215	10	a	a	DET
dad-10729	215	11	special	special	ADJ
dad-10729	215	12	value	value	NOUN
dad-10729	215	13	called	call	VERB
dad-10729	215	14	dontcare	dontcare	NOUN
dad-10729	215	15	which	which	PRON
dad-10729	215	16	means	mean	VERB
dad-10729	215	17	the	the	DET
dad-10729	215	18	user	user	NOUN
dad-10729	215	19	said	say	VERB
dad-10729	215	20	they	they	PRON
dad-10729	215	21	had	have	VERB
dad-10729	215	22	no	no	DET
dad-10729	215	23	preference	preference	NOUN
dad-10729	215	24	for	for	ADP
dad-10729	215	25	that	that	DET
dad-10729	215	26	slot	slot	NOUN
dad-10729	215	27	–	–	PUNCT
dad-10729	215	28	for	for	ADP
dad-10729	215	29	example	example	NOUN
dad-10729	215	30	,	,	PUNCT
dad-10729	215	31	“	"	PUNCT
dad-10729	215	32	i	i	PRON
dad-10729	215	33	do	do	AUX
dad-10729	215	34	n’t	not	PART
dad-10729	215	35	mind	mind	VERB
dad-10729	215	36	which	which	DET
dad-10729	215	37	type	type	NOUN
dad-10729	215	38	of	of	ADP
dad-10729	215	39	food	food	NOUN
dad-10729	215	40	.	.	PUNCT
dad-10729	215	41	”	"	PUNCT
dad-10729	216	1	in	in	ADP
dad-10729	216	2	addition	addition	NOUN
dad-10729	216	3	,	,	PUNCT
dad-10729	216	4	dstc2	dstc2	NOUN
dad-10729	216	5	-	-	PUNCT
dad-10729	216	6	3	3	NUM
dad-10729	216	7	was	be	AUX
dad-10729	216	8	based	base	VERB
dad-10729	216	9	on	on	ADP
dad-10729	216	10	an	an	DET
dad-10729	216	11	explicit	explicit	ADJ
dad-10729	216	12	ontology	ontology	NOUN
dad-10729	216	13	.	.	PUNCT
dad-10729	217	1	because	because	SCONJ
dad-10729	217	2	of	of	ADP
dad-10729	217	3	this	this	PRON
dad-10729	217	4	,	,	PUNCT
dad-10729	217	5	unlike	unlike	ADP
dad-10729	217	6	in	in	ADP
dad-10729	217	7	dstc1	dstc1	PROPN
dad-10729	217	8	,	,	PUNCT
dad-10729	217	9	user	user	NOUN
dad-10729	217	10	requests	request	NOUN
dad-10729	217	11	in	in	ADP
dad-10729	217	12	dstc2	dstc2	NOUN
dad-10729	217	13	-	-	PUNCT
dad-10729	217	14	3	3	NUM
dad-10729	217	15	were	be	AUX
dad-10729	217	16	labeled	label	VERB
dad-10729	217	17	with	with	ADP
dad-10729	217	18	slot	slot	NOUN
dad-10729	217	19	-	-	PUNCT
dad-10729	217	20	value	value	NOUN
dad-10729	217	21	pairs	pair	NOUN
dad-10729	217	22	taken	take	VERB
dad-10729	217	23	from	from	ADP
dad-10729	217	24	the	the	DET
dad-10729	217	25	ontology	ontology	NOUN
dad-10729	217	26	,	,	PUNCT
dad-10729	217	27	regardless	regardless	ADV
dad-10729	217	28	of	of	ADP
dad-10729	217	29	the	the	DET
dad-10729	217	30	correctness	correctness	NOUN
dad-10729	217	31	of	of	ADP
dad-10729	217	32	the	the	DET
dad-10729	217	33	slu	slu	NOUN
dad-10729	217	34	output	output	NOUN
dad-10729	217	35	.	.	PUNCT
dad-10729	218	1	as	as	ADP
dad-10729	218	2	a	a	DET
dad-10729	218	3	result	result	NOUN
dad-10729	218	4	,	,	PUNCT
dad-10729	218	5	in	in	ADP
dad-10729	218	6	dstc2	dstc2	NOUN
dad-10729	218	7	-	-	PUNCT
dad-10729	218	8	3	3	NUM
dad-10729	218	9	,	,	PUNCT
dad-10729	218	10	at	at	ADP
dad-10729	218	11	each	each	DET
dad-10729	218	12	turn	turn	NOUN
dad-10729	218	13	there	there	PRON
dad-10729	218	14	was	be	VERB
dad-10729	218	15	a	a	DET
dad-10729	218	16	single	single	ADJ
dad-10729	218	17	correct	correct	ADJ
dad-10729	218	18	dialog	dialog	NOUN
dad-10729	218	19	state	state	NOUN
dad-10729	218	20	,	,	PUNCT
dad-10729	218	21	and	and	CCONJ
dad-10729	218	22	because	because	SCONJ
dad-10729	218	23	the	the	DET
dad-10729	218	24	slu	slu	NOUN
dad-10729	218	25	often	often	ADV
dad-10729	218	26	did	do	AUX
dad-10729	218	27	not	not	PART
dad-10729	218	28	contain	contain	VERB
dad-10729	218	29	the	the	DET
dad-10729	218	30	correct	correct	ADJ
dad-10729	218	31	interpretation	interpretation	NOUN
dad-10729	218	32	,	,	PUNCT
dad-10729	218	33	a	a	DET
dad-10729	218	34	tracker	tracker	NOUN
dad-10729	218	35	that	that	PRON
dad-10729	218	36	took	take	VERB
dad-10729	218	37	the	the	DET
dad-10729	218	38	slu	slu	NOUN
dad-10729	218	39	as	as	ADP
dad-10729	218	40	input	input	NOUN
dad-10729	218	41	could	could	AUX
dad-10729	218	42	at	at	ADV
dad-10729	218	43	best	well	ADV
dad-10729	218	44	achieve	achieve	VERB
dad-10729	218	45	less	less	ADJ
dad-10729	218	46	than	than	ADP
dad-10729	218	47	100	100	NUM
dad-10729	218	48	%	%	NOUN
dad-10729	218	49	accuracy	accuracy	NOUN
dad-10729	218	50	.	.	PUNCT
dad-10729	219	1	in	in	ADP
dad-10729	219	2	addition	addition	NOUN
dad-10729	219	3	to	to	ADP
dad-10729	219	4	labeling	label	VERB
dad-10729	219	5	dialog	dialog	NOUN
dad-10729	219	6	state	state	NOUN
dad-10729	219	7	,	,	PUNCT
dad-10729	219	8	all	all	DET
dad-10729	219	9	user	user	NOUN
dad-10729	219	10	speech	speech	NOUN
dad-10729	219	11	for	for	ADP
dad-10729	219	12	all	all	DET
dad-10729	219	13	datasets	dataset	NOUN
dad-10729	219	14	was	be	AUX
dad-10729	219	15	transcribed	transcribe	VERB
dad-10729	219	16	,	,	PUNCT
dad-10729	219	17	either	either	CCONJ
dad-10729	219	18	through	through	ADP
dad-10729	219	19	crowd	crowd	NOUN
dad-10729	219	20	-	-	PUNCT
dad-10729	219	21	sourcing	sourcing	NOUN
dad-10729	219	22	or	or	CCONJ
dad-10729	219	23	professional	professional	ADJ
dad-10729	219	24	services	service	NOUN
dad-10729	219	25	.	.	PUNCT
dad-10729	220	1	4.5	4.5	NUM
dad-10729	220	2	tracker	tracker	NOUN
dad-10729	220	3	output	output	NOUN
dad-10729	220	4	and	and	CCONJ
dad-10729	220	5	evaluation	evaluation	NOUN
dad-10729	220	6	metrics	metric	NOUN
dad-10729	220	7	each	each	DET
dad-10729	220	8	tracker	tracker	NOUN
dad-10729	220	9	outputs	output	VERB
dad-10729	220	10	a	a	DET
dad-10729	220	11	probability	probability	NOUN
dad-10729	220	12	distribution	distribution	NOUN
dad-10729	220	13	over	over	ADP
dad-10729	220	14	the	the	DET
dad-10729	220	15	set	set	NOUN
dad-10729	220	16	of	of	ADP
dad-10729	220	17	possible	possible	ADJ
dad-10729	220	18	dialog	dialog	NOUN
dad-10729	220	19	states	state	NOUN
dad-10729	220	20	.	.	PUNCT
dad-10729	221	1	the	the	DET
dad-10729	221	2	goal	goal	NOUN
dad-10729	221	3	is	be	AUX
dad-10729	221	4	to	to	PART
dad-10729	221	5	assign	assign	VERB
dad-10729	221	6	probability	probability	NOUN
dad-10729	221	7	1.0	1.0	NUM
dad-10729	221	8	to	to	ADP
dad-10729	221	9	the	the	DET
dad-10729	221	10	correct	correct	ADJ
dad-10729	221	11	state	state	NOUN
dad-10729	221	12	,	,	PUNCT
dad-10729	221	13	and	and	CCONJ
dad-10729	221	14	0.0	0.0	NUM
dad-10729	221	15	to	to	ADP
dad-10729	221	16	other	other	ADJ
dad-10729	221	17	states	state	NOUN
dad-10729	221	18	.	.	PUNCT
dad-10729	222	1	in	in	ADP
dad-10729	222	2	each	each	DET
dad-10729	222	3	dialog	dialog	NOUN
dad-10729	222	4	state	state	NOUN
dad-10729	222	5	hypothesis	hypothesis	NOUN
dad-10729	222	6	output	output	NOUN
dad-10729	222	7	by	by	ADP
dad-10729	222	8	a	a	DET
dad-10729	222	9	tracker	tracker	NOUN
dad-10729	222	10	,	,	PUNCT
dad-10729	222	11	every	every	DET
dad-10729	222	12	slot	slot	NOUN
dad-10729	222	13	is	be	AUX
dad-10729	222	14	scored	score	VERB
dad-10729	222	15	,	,	PUNCT
dad-10729	222	16	so	so	ADV
dad-10729	222	17	to	to	PART
dad-10729	222	18	be	be	AUX
dad-10729	222	19	correct	correct	ADJ
dad-10729	222	20	,	,	PUNCT
dad-10729	222	21	the	the	DET
dad-10729	222	22	hypothesis	hypothesis	NOUN
dad-10729	222	23	must	must	AUX
dad-10729	222	24	have	have	VERB
dad-10729	222	25	perfect	perfect	ADJ
dad-10729	222	26	precision	precision	NOUN
dad-10729	222	27	and	and	CCONJ
dad-10729	222	28	recall	recall	NOUN
dad-10729	222	29	.	.	PUNCT
dad-10729	223	1	based	base	VERB
dad-10729	223	2	on	on	ADP
dad-10729	223	3	the	the	DET
dad-10729	223	4	ground	ground	NOUN
dad-10729	223	5	truth	truth	NOUN
dad-10729	223	6	,	,	PUNCT
dad-10729	223	7	a	a	DET
dad-10729	223	8	number	number	NOUN
dad-10729	223	9	of	of	ADP
dad-10729	223	10	metrics	metric	NOUN
dad-10729	223	11	were	be	AUX
dad-10729	223	12	computed	compute	VERB
dad-10729	223	13	on	on	ADP
dad-10729	223	14	each	each	DET
dad-10729	223	15	tracker	tracker	NOUN
dad-10729	223	16	’s	’s	PART
dad-10729	223	17	output	output	NOUN
dad-10729	223	18	.	.	PUNCT
dad-10729	224	1	accuracy	accuracy	NOUN
dad-10729	224	2	measures	measure	NOUN
dad-10729	224	3	the	the	DET
dad-10729	224	4	percent	percent	NOUN
dad-10729	224	5	of	of	ADP
dad-10729	224	6	turns	turn	NOUN
dad-10729	224	7	where	where	SCONJ
dad-10729	224	8	the	the	DET
dad-10729	224	9	top	top	ADV
dad-10729	224	10	-	-	PUNCT
dad-10729	224	11	ranked	rank	VERB
dad-10729	224	12	hypothesis	hypothesis	NOUN
dad-10729	224	13	is	be	AUX
dad-10729	224	14	correct	correct	ADJ
dad-10729	224	15	.	.	PUNCT
dad-10729	225	1	this	this	PRON
dad-10729	225	2	indicates	indicate	VERB
dad-10729	225	3	the	the	DET
dad-10729	225	4	correctness	correctness	NOUN
dad-10729	225	5	of	of	ADP
dad-10729	225	6	the	the	DET
dad-10729	225	7	item	item	NOUN
dad-10729	225	8	with	with	ADP
dad-10729	225	9	the	the	DET
dad-10729	225	10	maximum	maximum	ADJ
dad-10729	225	11	score	score	NOUN
dad-10729	225	12	.	.	PUNCT
dad-10729	226	1	l2	l2	NOUN
dad-10729	226	2	measures	measure	VERB
dad-10729	226	3	the	the	DET
dad-10729	226	4	l2	l2	NOUN
dad-10729	226	5	distance	distance	NOUN
dad-10729	226	6	between	between	ADP
dad-10729	226	7	the	the	DET
dad-10729	226	8	vector	vector	NOUN
dad-10729	226	9	of	of	ADP
dad-10729	226	10	scores	score	NOUN
dad-10729	226	11	,	,	PUNCT
dad-10729	226	12	and	and	CCONJ
dad-10729	226	13	a	a	DET
dad-10729	226	14	vector	vector	NOUN
dad-10729	226	15	of	of	ADP
dad-10729	226	16	zeros	zero	NOUN
dad-10729	226	17	with	with	ADP
dad-10729	226	18	1	1	NUM
dad-10729	226	19	in	in	ADP
dad-10729	226	20	the	the	DET
dad-10729	226	21	position	position	NOUN
dad-10729	226	22	of	of	ADP
dad-10729	226	23	the	the	DET
dad-10729	226	24	correct	correct	ADJ
dad-10729	226	25	hypothesis	hypothesis	NOUN
dad-10729	226	26	.	.	PUNCT
dad-10729	227	1	this	this	PRON
dad-10729	227	2	indicates	indicate	VERB
dad-10729	227	3	the	the	DET
dad-10729	227	4	quality	quality	NOUN
dad-10729	227	5	of	of	ADP
dad-10729	227	6	all	all	DET
dad-10729	227	7	scores	score	NOUN
dad-10729	227	8	,	,	PUNCT
dad-10729	227	9	when	when	SCONJ
dad-10729	227	10	the	the	DET
dad-10729	227	11	scores	score	NOUN
dad-10729	227	12	are	be	AUX
dad-10729	227	13	viewed	view	VERB
dad-10729	227	14	as	as	ADP
dad-10729	227	15	probabilities	probability	NOUN
dad-10729	227	16	.	.	PUNCT
dad-10729	228	1	14	14	NUM
dad-10729	228	2	dialog	dialog	NOUN
dad-10729	228	3	state	state	NOUN
dad-10729	228	4	tracking	tracking	NOUN
dad-10729	228	5	overview	overview	NOUN
dad-10729	228	6	avgp	avgp	NOUN
dad-10729	228	7	measures	measure	VERB
dad-10729	228	8	the	the	DET
dad-10729	228	9	mean	mean	ADJ
dad-10729	228	10	score	score	NOUN
dad-10729	228	11	of	of	ADP
dad-10729	228	12	the	the	DET
dad-10729	228	13	first	first	ADJ
dad-10729	228	14	correct	correct	ADJ
dad-10729	228	15	hypothesis	hypothesis	NOUN
dad-10729	228	16	.	.	PUNCT
dad-10729	229	1	this	this	PRON
dad-10729	229	2	indicates	indicate	VERB
dad-10729	229	3	the	the	DET
dad-10729	229	4	quality	quality	NOUN
dad-10729	229	5	of	of	ADP
dad-10729	229	6	the	the	DET
dad-10729	229	7	score	score	NOUN
dad-10729	229	8	assigned	assign	VERB
dad-10729	229	9	to	to	ADP
dad-10729	229	10	the	the	DET
dad-10729	229	11	correct	correct	ADJ
dad-10729	229	12	hypothesis	hypothesis	NOUN
dad-10729	229	13	,	,	PUNCT
dad-10729	229	14	ignoring	ignore	VERB
dad-10729	229	15	the	the	DET
dad-10729	229	16	distribution	distribution	NOUN
dad-10729	229	17	of	of	ADP
dad-10729	229	18	scores	score	NOUN
dad-10729	229	19	to	to	ADP
dad-10729	229	20	incorrect	incorrect	ADJ
dad-10729	229	21	hypotheses	hypothesis	NOUN
dad-10729	229	22	.	.	PUNCT
dad-10729	230	1	mrr	mrr	NOUN
dad-10729	230	2	measures	measure	NOUN
dad-10729	230	3	the	the	DET
dad-10729	230	4	mean	mean	ADJ
dad-10729	230	5	reciprocal	reciprocal	ADJ
dad-10729	230	6	rank	rank	NOUN
dad-10729	230	7	of	of	ADP
dad-10729	230	8	the	the	DET
dad-10729	230	9	first	first	ADJ
dad-10729	230	10	correct	correct	ADJ
dad-10729	230	11	hypothesis	hypothesis	NOUN
dad-10729	230	12	.	.	PUNCT
dad-10729	231	1	this	this	PRON
dad-10729	231	2	indicates	indicate	VERB
dad-10729	231	3	the	the	DET
dad-10729	231	4	quality	quality	NOUN
dad-10729	231	5	of	of	ADP
dad-10729	231	6	the	the	DET
dad-10729	231	7	ordering	ordering	NOUN
dad-10729	231	8	of	of	ADP
dad-10729	231	9	the	the	DET
dad-10729	231	10	scores	score	NOUN
dad-10729	231	11	(	(	PUNCT
dad-10729	231	12	without	without	ADP
dad-10729	231	13	necessarily	necessarily	ADV
dad-10729	231	14	treating	treat	VERB
dad-10729	231	15	the	the	DET
dad-10729	231	16	scores	score	NOUN
dad-10729	231	17	as	as	ADP
dad-10729	231	18	probabilities	probability	NOUN
dad-10729	231	19	)	)	PUNCT
dad-10729	231	20	.	.	PUNCT
dad-10729	232	1	in	in	ADP
dad-10729	232	2	addition	addition	NOUN
dad-10729	232	3	,	,	PUNCT
dad-10729	232	4	two	two	NUM
dad-10729	232	5	versions	version	NOUN
dad-10729	232	6	of	of	ADP
dad-10729	232	7	the	the	DET
dad-10729	232	8	receiver	receiver	ADV
dad-10729	232	9	-	-	PUNCT
dad-10729	232	10	operating	operate	VERB
dad-10729	232	11	characteristic	characteristic	NOUN
dad-10729	232	12	(	(	PUNCT
dad-10729	232	13	roc	roc	PROPN
dad-10729	232	14	)	)	PUNCT
dad-10729	232	15	curves	curve	NOUN
dad-10729	232	16	were	be	AUX
dad-10729	232	17	computed	compute	VERB
dad-10729	232	18	,	,	PUNCT
dad-10729	232	19	which	which	PRON
dad-10729	232	20	measure	measure	VERB
dad-10729	232	21	the	the	DET
dad-10729	232	22	discrimination	discrimination	NOUN
dad-10729	232	23	of	of	ADP
dad-10729	232	24	the	the	DET
dad-10729	232	25	score	score	NOUN
dad-10729	232	26	for	for	ADP
dad-10729	232	27	the	the	DET
dad-10729	232	28	highest	highest	ADV
dad-10729	232	29	-	-	PUNCT
dad-10729	232	30	ranked	rank	VERB
dad-10729	232	31	state	state	NOUN
dad-10729	232	32	hypothesis	hypothesis	NOUN
dad-10729	232	33	.	.	PUNCT
dad-10729	233	1	roc.v1	roc.v1	PROPN
dad-10729	233	2	computes	compute	VERB
dad-10729	233	3	roc	roc	PROPN
dad-10729	233	4	as	as	ADP
dad-10729	233	5	a	a	DET
dad-10729	233	6	fraction	fraction	NOUN
dad-10729	233	7	of	of	ADP
dad-10729	233	8	all	all	DET
dad-10729	233	9	utterances	utterance	NOUN
dad-10729	233	10	,	,	PUNCT
dad-10729	233	11	and	and	CCONJ
dad-10729	233	12	roc.v2	roc.v2	NOUN
dad-10729	233	13	computes	compute	VERB
dad-10729	233	14	fractions	fraction	NOUN
dad-10729	233	15	of	of	ADP
dad-10729	233	16	correctly	correctly	ADV
dad-10729	233	17	classified	classified	ADJ
dad-10729	233	18	utterances	utterance	NOUN
dad-10729	233	19	.	.	PUNCT
dad-10729	234	1	from	from	ADP
dad-10729	234	2	each	each	PRON
dad-10729	234	3	of	of	ADP
dad-10729	234	4	these	these	DET
dad-10729	234	5	two	two	NUM
dad-10729	234	6	curves	curve	NOUN
dad-10729	234	7	,	,	PUNCT
dad-10729	234	8	four	four	NUM
dad-10729	234	9	values	value	NOUN
dad-10729	234	10	were	be	AUX
dad-10729	234	11	extracted	extract	VERB
dad-10729	234	12	.	.	PUNCT
dad-10729	235	1	roc.v1.eer	roc.v1.eer	NOUN
dad-10729	235	2	and	and	CCONJ
dad-10729	235	3	roc.v2.eer	roc.v2.eer	NOUN
dad-10729	235	4	give	give	VERB
dad-10729	235	5	the	the	DET
dad-10729	235	6	equal	equal	ADJ
dad-10729	235	7	error	error	NOUN
dad-10729	235	8	rate	rate	NOUN
dad-10729	235	9	–	–	PUNCT
dad-10729	235	10	i.e.	i.e.	X
dad-10729	235	11	,	,	PUNCT
dad-10729	235	12	the	the	DET
dad-10729	235	13	value	value	NOUN
dad-10729	235	14	at	at	ADP
dad-10729	235	15	which	which	PRON
dad-10729	235	16	the	the	DET
dad-10729	235	17	number	number	NOUN
dad-10729	235	18	of	of	ADP
dad-10729	235	19	false	false	ADJ
dad-10729	235	20	accepts	accept	NOUN
dad-10729	235	21	and	and	CCONJ
dad-10729	235	22	number	number	NOUN
dad-10729	235	23	of	of	ADP
dad-10729	235	24	false	false	ADJ
dad-10729	235	25	rejects	reject	NOUN
dad-10729	235	26	are	be	AUX
dad-10729	235	27	equal	equal	ADJ
dad-10729	235	28	.	.	PUNCT
dad-10729	236	1	using	use	VERB
dad-10729	236	2	the	the	DET
dad-10729	236	3	v1	v1	NOUN
dad-10729	236	4	curve	curve	NOUN
dad-10729	236	5	,	,	PUNCT
dad-10729	236	6	roc.v1.ca05	roc.v1.ca05	PROPN
dad-10729	236	7	,	,	PUNCT
dad-10729	236	8	roc.v1.ca10	roc.v1.ca10	NOUN
dad-10729	236	9	,	,	PUNCT
dad-10729	236	10	roc.v1.ca20	roc.v1.ca20	PROPN
dad-10729	236	11	give	give	VERB
dad-10729	236	12	the	the	DET
dad-10729	236	13	percent	percent	NOUN
dad-10729	236	14	of	of	ADP
dad-10729	236	15	correctly	correctly	ADV
dad-10729	236	16	accepted	accept	VERB
dad-10729	236	17	utterances	utterance	NOUN
dad-10729	236	18	when	when	SCONJ
dad-10729	236	19	the	the	DET
dad-10729	236	20	false	false	ADJ
dad-10729	236	21	-	-	PUNCT
dad-10729	236	22	accept	accept	NOUN
dad-10729	236	23	rate	rate	NOUN
dad-10729	236	24	is	be	AUX
dad-10729	236	25	set	set	VERB
dad-10729	236	26	to	to	ADP
dad-10729	236	27	5	5	NUM
dad-10729	236	28	%	%	NOUN
dad-10729	236	29	,	,	PUNCT
dad-10729	236	30	10	10	NUM
dad-10729	236	31	%	%	NOUN
dad-10729	236	32	,	,	PUNCT
dad-10729	236	33	and	and	CCONJ
dad-10729	236	34	20	20	NUM
dad-10729	236	35	%	%	NOUN
dad-10729	236	36	,	,	PUNCT
dad-10729	236	37	respectively	respectively	ADV
dad-10729	236	38	;	;	PUNCT
dad-10729	236	39	and	and	CCONJ
dad-10729	236	40	using	use	VERB
dad-10729	236	41	the	the	DET
dad-10729	236	42	v2	v2	PROPN
dad-10729	236	43	curve	curve	NOUN
dad-10729	236	44	,	,	PUNCT
dad-10729	236	45	roc.v2.ca05	roc.v2.ca05	PROPN
dad-10729	236	46	,	,	PUNCT
dad-10729	236	47	roc.v2.ca10	roc.v2.ca10	PROPN
dad-10729	236	48	,	,	PUNCT
dad-10729	236	49	roc.v2.ca20	roc.v2.ca20	PROPN
dad-10729	236	50	give	give	VERB
dad-10729	236	51	the	the	DET
dad-10729	236	52	percent	percent	NOUN
dad-10729	236	53	of	of	ADP
dad-10729	236	54	correctly	correctly	ADV
dad-10729	236	55	accepted	accept	VERB
dad-10729	236	56	utterances	utterance	NOUN
dad-10729	236	57	when	when	SCONJ
dad-10729	236	58	the	the	DET
dad-10729	236	59	false	false	ADJ
dad-10729	236	60	-	-	PUNCT
dad-10729	236	61	accept	accept	NOUN
dad-10729	236	62	rate	rate	NOUN
dad-10729	236	63	is	be	AUX
dad-10729	236	64	set	set	VERB
dad-10729	236	65	to	to	ADP
dad-10729	236	66	5	5	NUM
dad-10729	236	67	%	%	NOUN
dad-10729	236	68	,	,	PUNCT
dad-10729	236	69	10	10	NUM
dad-10729	236	70	%	%	NOUN
dad-10729	236	71	,	,	PUNCT
dad-10729	236	72	and	and	CCONJ
dad-10729	236	73	20	20	NUM
dad-10729	236	74	%	%	NOUN
dad-10729	236	75	,	,	PUNCT
dad-10729	236	76	respectively	respectively	ADV
dad-10729	236	77	.	.	PUNCT
dad-10729	237	1	in	in	ADP
dad-10729	237	2	addition	addition	NOUN
dad-10729	237	3	,	,	PUNCT
dad-10729	237	4	several	several	ADJ
dad-10729	237	5	additional	additional	ADJ
dad-10729	237	6	metrics	metric	NOUN
dad-10729	237	7	were	be	AUX
dad-10729	237	8	computed	compute	VERB
dad-10729	237	9	for	for	ADP
dad-10729	237	10	dstc2	dstc2	NOUN
dad-10729	237	11	-	-	PUNCT
dad-10729	237	12	3	3	NUM
dad-10729	237	13	.	.	PUNCT
dad-10729	238	1	neglogp	neglogp	NOUN
dad-10729	238	2	is	be	AUX
dad-10729	238	3	the	the	DET
dad-10729	238	4	mean	mean	ADJ
dad-10729	238	5	negative	negative	ADJ
dad-10729	238	6	logarithm	logarithm	NOUN
dad-10729	238	7	of	of	ADP
dad-10729	238	8	the	the	DET
dad-10729	238	9	score	score	NOUN
dad-10729	238	10	given	give	VERB
dad-10729	238	11	to	to	ADP
dad-10729	238	12	the	the	DET
dad-10729	238	13	correct	correct	ADJ
dad-10729	238	14	hypothesis	hypothesis	NOUN
dad-10729	238	15	,	,	PUNCT
dad-10729	238	16	−	−	PROPN
dad-10729	238	17	logpi	logpi	NOUN
dad-10729	238	18	.	.	PUNCT
dad-10729	239	1	sometimes	sometimes	ADV
dad-10729	239	2	called	call	VERB
dad-10729	239	3	the	the	DET
dad-10729	239	4	negative	negative	ADJ
dad-10729	239	5	log	log	NOUN
dad-10729	239	6	likelihood	likelihood	NOUN
dad-10729	239	7	,	,	PUNCT
dad-10729	239	8	this	this	PRON
dad-10729	239	9	is	be	AUX
dad-10729	239	10	a	a	DET
dad-10729	239	11	standard	standard	ADJ
dad-10729	239	12	score	score	NOUN
dad-10729	239	13	in	in	ADP
dad-10729	239	14	machine	machine	NOUN
dad-10729	239	15	learning	learning	NOUN
dad-10729	239	16	tasks	task	NOUN
dad-10729	239	17	.	.	PUNCT
dad-10729	240	1	two	two	NUM
dad-10729	240	2	metrics	metric	NOUN
dad-10729	240	3	,	,	PUNCT
dad-10729	240	4	update	update	NOUN
dad-10729	240	5	precision	precision	NOUN
dad-10729	240	6	and	and	CCONJ
dad-10729	240	7	update	update	NOUN
dad-10729	240	8	accuracy	accuracy	NOUN
dad-10729	240	9	measure	measure	NOUN
dad-10729	240	10	the	the	DET
dad-10729	240	11	accuracy	accuracy	NOUN
dad-10729	240	12	and	and	CCONJ
dad-10729	240	13	precision	precision	NOUN
dad-10729	240	14	of	of	ADP
dad-10729	240	15	updates	update	NOUN
dad-10729	240	16	to	to	ADP
dad-10729	240	17	the	the	DET
dad-10729	240	18	top	top	ADJ
dad-10729	240	19	scoring	scoring	NOUN
dad-10729	240	20	hypothesis	hypothesis	NOUN
dad-10729	240	21	from	from	ADP
dad-10729	240	22	one	one	NUM
dad-10729	240	23	turn	turn	NOUN
dad-10729	240	24	to	to	ADP
dad-10729	240	25	the	the	DET
dad-10729	240	26	next	next	ADJ
dad-10729	240	27	.	.	PUNCT
dad-10729	241	1	for	for	ADP
dad-10729	241	2	more	more	ADJ
dad-10729	241	3	details	detail	NOUN
dad-10729	241	4	,	,	PUNCT
dad-10729	241	5	see	see	VERB
dad-10729	241	6	higashinaka	higashinaka	NOUN
dad-10729	241	7	et	et	PROPN
dad-10729	241	8	al	al	PROPN
dad-10729	241	9	.	.	PROPN
dad-10729	242	1	(	(	PUNCT
dad-10729	242	2	2004	2004	NUM
dad-10729	242	3	)	)	PUNCT
dad-10729	242	4	,	,	PUNCT
dad-10729	242	5	which	which	PRON
dad-10729	242	6	finds	find	VERB
dad-10729	242	7	these	these	DET
dad-10729	242	8	metrics	metric	NOUN
dad-10729	242	9	to	to	PART
dad-10729	242	10	be	be	AUX
dad-10729	242	11	highly	highly	ADV
dad-10729	242	12	correlated	correlate	VERB
dad-10729	242	13	with	with	ADP
dad-10729	242	14	dialog	dialog	NOUN
dad-10729	242	15	success	success	NOUN
dad-10729	242	16	in	in	ADP
dad-10729	242	17	their	their	PRON
dad-10729	242	18	data	datum	NOUN
dad-10729	242	19	.	.	PUNCT
dad-10729	243	1	apart	apart	ADV
dad-10729	243	2	from	from	ADP
dad-10729	243	3	what	what	PRON
dad-10729	243	4	to	to	PART
dad-10729	243	5	measure	measure	VERB
dad-10729	243	6	,	,	PUNCT
dad-10729	243	7	when	when	SCONJ
dad-10729	243	8	to	to	PART
dad-10729	243	9	measure	measure	VERB
dad-10729	243	10	–	–	PUNCT
dad-10729	243	11	i.e.	i.e.	X
dad-10729	243	12	,	,	PUNCT
dad-10729	243	13	which	which	PRON
dad-10729	243	14	turns	turn	VERB
dad-10729	243	15	to	to	PART
dad-10729	243	16	include	include	VERB
dad-10729	243	17	when	when	SCONJ
dad-10729	243	18	computing	compute	VERB
dad-10729	243	19	each	each	DET
dad-10729	243	20	metric	metric	NOUN
dad-10729	243	21	,	,	PUNCT
dad-10729	243	22	must	must	AUX
dad-10729	243	23	also	also	ADV
dad-10729	243	24	be	be	AUX
dad-10729	243	25	defined	define	VERB
dad-10729	243	26	.	.	PUNCT
dad-10729	244	1	for	for	ADP
dad-10729	244	2	dstc1	dstc1	PROPN
dad-10729	244	3	,	,	PUNCT
dad-10729	244	4	a	a	DET
dad-10729	244	5	set	set	NOUN
dad-10729	244	6	of	of	ADP
dad-10729	244	7	3	3	NUM
dad-10729	244	8	schedules	schedule	NOUN
dad-10729	244	9	were	be	AUX
dad-10729	244	10	used	use	VERB
dad-10729	244	11	.	.	PUNCT
dad-10729	245	1	schedule1	schedule1	PROPN
dad-10729	245	2	includes	include	VERB
dad-10729	245	3	every	every	DET
dad-10729	245	4	turn	turn	NOUN
dad-10729	245	5	.	.	PUNCT
dad-10729	246	1	schedule2	schedule2	PROPN
dad-10729	246	2	include	include	VERB
dad-10729	246	3	turns	turn	VERB
dad-10729	246	4	where	where	SCONJ
dad-10729	246	5	the	the	DET
dad-10729	246	6	target	target	NOUN
dad-10729	246	7	slot	slot	NOUN
dad-10729	246	8	is	be	AUX
dad-10729	246	9	either	either	CCONJ
dad-10729	246	10	present	present	ADJ
dad-10729	246	11	on	on	ADP
dad-10729	246	12	the	the	DET
dad-10729	246	13	slu	slu	NOUN
dad-10729	246	14	n	n	CCONJ
dad-10729	246	15	-	-	PUNCT
dad-10729	246	16	best	good	ADJ
dad-10729	246	17	list	list	NOUN
dad-10729	246	18	,	,	PUNCT
dad-10729	246	19	or	or	CCONJ
dad-10729	246	20	where	where	SCONJ
dad-10729	246	21	the	the	DET
dad-10729	246	22	target	target	NOUN
dad-10729	246	23	slot	slot	NOUN
dad-10729	246	24	is	be	AUX
dad-10729	246	25	included	include	VERB
dad-10729	246	26	in	in	ADP
dad-10729	246	27	a	a	DET
dad-10729	246	28	system	system	NOUN
dad-10729	246	29	confirmation	confirmation	NOUN
dad-10729	246	30	action	action	NOUN
dad-10729	246	31	–	–	PUNCT
dad-10729	246	32	i.e.	i.e.	X
dad-10729	246	33	,	,	PUNCT
dad-10729	246	34	where	where	SCONJ
dad-10729	246	35	there	there	PRON
dad-10729	246	36	is	be	VERB
dad-10729	246	37	some	some	DET
dad-10729	246	38	observable	observable	ADJ
dad-10729	246	39	new	new	ADJ
dad-10729	246	40	information	information	NOUN
dad-10729	246	41	about	about	ADP
dad-10729	246	42	the	the	DET
dad-10729	246	43	target	target	NOUN
dad-10729	246	44	slot	slot	NOUN
dad-10729	246	45	.	.	PUNCT
dad-10729	247	1	schedule3	schedule3	PROPN
dad-10729	247	2	includes	include	VERB
dad-10729	247	3	only	only	ADV
dad-10729	247	4	the	the	DET
dad-10729	247	5	last	last	ADJ
dad-10729	247	6	turn	turn	NOUN
dad-10729	247	7	of	of	ADP
dad-10729	247	8	a	a	DET
dad-10729	247	9	dialog	dialog	NOUN
dad-10729	247	10	.	.	PUNCT
dad-10729	248	1	for	for	ADP
dad-10729	248	2	dstc2	dstc2	NOUN
dad-10729	248	3	and	and	CCONJ
dad-10729	248	4	dstc3	dstc3	PROPN
dad-10729	248	5	,	,	PUNCT
dad-10729	248	6	user	user	NOUN
dad-10729	248	7	goals	goal	NOUN
dad-10729	248	8	can	can	AUX
dad-10729	248	9	change	change	VERB
dad-10729	248	10	during	during	ADP
dad-10729	248	11	a	a	DET
dad-10729	248	12	dialog	dialog	NOUN
dad-10729	248	13	,	,	PUNCT
dad-10729	248	14	making	make	VERB
dad-10729	248	15	schedule3	schedule3	PROPN
dad-10729	248	16	less	less	ADV
dad-10729	248	17	meaningful	meaningful	ADJ
dad-10729	248	18	.	.	PUNCT
dad-10729	249	1	consequently	consequently	ADV
dad-10729	249	2	,	,	PUNCT
dad-10729	249	3	only	only	ADV
dad-10729	249	4	schedule1	schedule1	NOUN
dad-10729	249	5	and	and	CCONJ
dad-10729	249	6	schedule2	schedule2	NOUN
dad-10729	249	7	were	be	AUX
dad-10729	249	8	used	use	VERB
dad-10729	249	9	for	for	ADP
dad-10729	249	10	these	these	DET
dad-10729	249	11	challenges	challenge	NOUN
dad-10729	249	12	.	.	PUNCT
dad-10729	250	1	4.6	4.6	NUM
dad-10729	250	2	baselines	baseline	NOUN
dad-10729	250	3	all	all	DET
dad-10729	250	4	three	three	NUM
dad-10729	250	5	challenges	challenge	NOUN
dad-10729	250	6	featured	feature	VERB
dad-10729	250	7	a	a	DET
dad-10729	250	8	common	common	ADJ
dad-10729	250	9	simple	simple	ADJ
dad-10729	250	10	baseline	baseline	NOUN
dad-10729	250	11	that	that	PRON
dad-10729	250	12	mimics	mimic	VERB
dad-10729	250	13	standard	standard	ADJ
dad-10729	250	14	(	(	PUNCT
dad-10729	250	15	non	non	ADJ
dad-10729	250	16	-	-	ADJ
dad-10729	250	17	statistical	statistical	ADJ
dad-10729	250	18	)	)	PUNCT
dad-10729	250	19	approaches	approach	NOUN
dad-10729	250	20	commonly	commonly	ADV
dad-10729	250	21	used	use	VERB
dad-10729	250	22	in	in	ADP
dad-10729	250	23	spoken	spoken	ADJ
dad-10729	250	24	dialog	dialog	NOUN
dad-10729	250	25	systems	system	NOUN
dad-10729	250	26	,	,	PUNCT
dad-10729	250	27	denoted	denote	VERB
dad-10729	250	28	‘	'	PUNCT
dad-10729	250	29	team0	team0	NOUN
dad-10729	250	30	entry0	entry0	NOUN
dad-10729	250	31	’	'	PUNCT
dad-10729	250	32	.	.	PUNCT
dad-10729	251	1	it	it	PRON
dad-10729	251	2	maintains	maintain	VERB
dad-10729	251	3	a	a	DET
dad-10729	251	4	single	single	ADJ
dad-10729	251	5	hypothesis	hypothesis	NOUN
dad-10729	251	6	for	for	ADP
dad-10729	251	7	each	each	DET
dad-10729	251	8	slot	slot	NOUN
dad-10729	251	9	.	.	PUNCT
dad-10729	252	1	its	its	PRON
dad-10729	252	2	value	value	NOUN
dad-10729	252	3	is	be	AUX
dad-10729	252	4	the	the	DET
dad-10729	252	5	slu	slu	NOUN
dad-10729	252	6	1	1	NUM
dad-10729	252	7	-	-	PUNCT
dad-10729	252	8	best	good	ADJ
dad-10729	252	9	with	with	ADP
dad-10729	252	10	the	the	DET
dad-10729	252	11	highest	high	ADJ
dad-10729	252	12	confidence	confidence	NOUN
dad-10729	252	13	score	score	NOUN
dad-10729	252	14	observed	observe	VERB
dad-10729	252	15	so	so	ADV
dad-10729	252	16	far	far	ADV
dad-10729	252	17	,	,	PUNCT
dad-10729	252	18	with	with	ADP
dad-10729	252	19	score	score	NOUN
dad-10729	252	20	equal	equal	ADJ
dad-10729	252	21	to	to	ADP
dad-10729	252	22	that	that	DET
dad-10729	252	23	slu	slu	NOUN
dad-10729	252	24	item	item	NOUN
dad-10729	252	25	’s	’s	PART
dad-10729	252	26	confidence	confidence	NOUN
dad-10729	252	27	score	score	NOUN
dad-10729	252	28	.	.	PUNCT
dad-10729	253	1	in	in	ADP
dad-10729	253	2	addition	addition	NOUN
dad-10729	253	3	,	,	PUNCT
dad-10729	253	4	dstc1	dstc1	PROPN
dad-10729	253	5	featured	feature	VERB
dad-10729	253	6	a	a	DET
dad-10729	253	7	simpler	simple	ADJ
dad-10729	253	8	majority	majority	NOUN
dad-10729	253	9	baseline	baseline	NOUN
dad-10729	253	10	which	which	PRON
dad-10729	253	11	always	always	ADV
dad-10729	253	12	selects	select	VERB
dad-10729	253	13	the	the	DET
dad-10729	253	14	rest	rest	NOUN
dad-10729	253	15	hypothesis	hypothesis	NOUN
dad-10729	253	16	for	for	ADP
dad-10729	253	17	each	each	DET
dad-10729	253	18	turn	turn	NOUN
dad-10729	253	19	.	.	PUNCT
dad-10729	254	1	two	two	NUM
dad-10729	254	2	more	more	ADJ
dad-10729	254	3	baselines	baseline	NOUN
dad-10729	254	4	were	be	AUX
dad-10729	254	5	provided	provide	VERB
dad-10729	254	6	for	for	ADP
dad-10729	254	7	dstc2	dstc2	NOUN
dad-10729	254	8	and	and	CCONJ
dad-10729	254	9	dstc3	dstc3	PROPN
dad-10729	254	10	.	.	PUNCT
dad-10729	255	1	the	the	DET
dad-10729	255	2	focus	focus	NOUN
dad-10729	255	3	baseline	baseline	NOUN
dad-10729	255	4	,	,	PUNCT
dad-10729	255	5	denoted	denote	VERB
dad-10729	255	6	‘	'	PUNCT
dad-10729	255	7	team0	team0	NOUN
dad-10729	255	8	entry1	entry1	NOUN
dad-10729	255	9	’	'	PUNCT
dad-10729	255	10	,	,	PUNCT
dad-10729	255	11	includes	include	VERB
dad-10729	255	12	a	a	DET
dad-10729	255	13	simple	simple	ADJ
dad-10729	255	14	model	model	NOUN
dad-10729	255	15	of	of	ADP
dad-10729	255	16	changing	change	VERB
dad-10729	255	17	goal	goal	NOUN
dad-10729	255	18	constraints	constraint	NOUN
dad-10729	255	19	.	.	PUNCT
dad-10729	256	1	beliefs	belief	NOUN
dad-10729	256	2	are	be	AUX
dad-10729	256	3	updated	update	VERB
dad-10729	256	4	for	for	ADP
dad-10729	256	5	the	the	DET
dad-10729	256	6	goal	goal	NOUN
dad-10729	256	7	constraint	constraint	NOUN
dad-10729	256	8	s	s	NOUN
dad-10729	256	9	=	=	SYM
dad-10729	256	10	v	v	NOUN
dad-10729	256	11	,	,	PUNCT
dad-10729	256	12	at	at	ADP
dad-10729	256	13	turn	turn	NOUN
dad-10729	256	14	t	t	PROPN
dad-10729	256	15	,	,	PUNCT
dad-10729	256	16	p	p	X
dad-10729	256	17	(	(	PUNCT
dad-10729	256	18	s	s	NOUN
dad-10729	256	19	=	=	NOUN
dad-10729	256	20	v	v	NOUN
dad-10729	256	21	)	)	PUNCT
dad-10729	256	22	,	,	PUNCT
dad-10729	256	23	using	use	VERB
dad-10729	256	24	the	the	DET
dad-10729	256	25	rule	rule	NOUN
dad-10729	256	26	:	:	PUNCT
dad-10729	256	27	p	p	X
dad-10729	256	28	(	(	PUNCT
dad-10729	256	29	s	s	NOUN
dad-10729	256	30	=	=	PUNCT
dad-10729	256	31	v)t	v)t	X
dad-10729	256	32	=	=	SYM
dad-10729	256	33	qtp	qtp	X
dad-10729	256	34	(	(	PUNCT
dad-10729	256	35	s	s	NOUN
dad-10729	256	36	=	=	SYM
dad-10729	256	37	v)t−1	v)t−1	X
dad-10729	256	38	+	+	X
dad-10729	256	39	slu	slu	NOUN
dad-10729	256	40	(	(	PUNCT
dad-10729	256	41	s	s	NOUN
dad-10729	256	42	=	=	PUNCT
dad-10729	256	43	v)t	v)t	X
dad-10729	256	44	(	(	PUNCT
dad-10729	256	45	2	2	X
dad-10729	256	46	)	)	PUNCT
dad-10729	256	47	where	where	SCONJ
dad-10729	256	48	0	0	NUM
dad-10729	256	49	≤	≤	NUM
dad-10729	256	50	slu(s	slu(s	PROPN
dad-10729	256	51	=	=	SYM
dad-10729	256	52	v)t	v)t	SYM
dad-10729	256	53	≤	≤	NUM
dad-10729	256	54	1	1	NUM
dad-10729	256	55	is	be	AUX
dad-10729	256	56	the	the	DET
dad-10729	256	57	slu	slu	NOUN
dad-10729	256	58	confidence	confidence	NOUN
dad-10729	256	59	score	score	NOUN
dad-10729	256	60	for	for	ADP
dad-10729	256	61	s	s	NOUN
dad-10729	256	62	=	=	SYM
dad-10729	256	63	v	v	NOUN
dad-10729	256	64	given	give	VERB
dad-10729	256	65	by	by	ADP
dad-10729	256	66	the	the	DET
dad-10729	256	67	slu	slu	NOUN
dad-10729	256	68	in	in	ADP
dad-10729	256	69	turn	turn	NOUN
dad-10729	256	70	t	t	PROPN
dad-10729	256	71	,	,	PUNCT
dad-10729	256	72	and	and	CCONJ
dad-10729	256	73	qt	qt	X
dad-10729	256	74	=	=	SYM
dad-10729	256	75	∑	∑	PUNCT
dad-10729	256	76	v′	v′	VERB
dad-10729	256	77	slu(s	slu(s	PROPN
dad-10729	256	78	=	=	SYM
dad-10729	256	79	v′)t	v′)t	NOUN
dad-10729	256	80	≤	≤	NUM
dad-10729	256	81	1	1	NUM
dad-10729	256	82	.	.	PUNCT
dad-10729	257	1	another	another	DET
dad-10729	257	2	baseline	baseline	PROPN
dad-10729	257	3	tracker	tracker	NOUN
dad-10729	257	4	,	,	PUNCT
dad-10729	257	5	based	base	VERB
dad-10729	257	6	on	on	ADP
dad-10729	257	7	the	the	DET
dad-10729	257	8	tracker	tracker	NOUN
dad-10729	257	9	presented	present	VERB
dad-10729	257	10	in	in	ADP
dad-10729	257	11	wang	wang	PROPN
dad-10729	257	12	and	and	CCONJ
dad-10729	257	13	lemon	lemon	PROPN
dad-10729	257	14	(	(	PUNCT
dad-10729	257	15	2013	2013	NUM
dad-10729	257	16	)	)	PUNCT
dad-10729	257	17	is	be	AUX
dad-10729	257	18	included	include	VERB
dad-10729	257	19	in	in	ADP
dad-10729	257	20	the	the	DET
dad-10729	257	21	evaluation	evaluation	NOUN
dad-10729	257	22	,	,	PUNCT
dad-10729	257	23	denoted	denote	VERB
dad-10729	257	24	‘	'	PUNCT
dad-10729	257	25	team0	team0	NOUN
dad-10729	257	26	entry2	entry2	NOUN
dad-10729	257	27	’	'	PUNCT
dad-10729	257	28	.	.	PUNCT
dad-10729	258	1	this	this	DET
dad-10729	258	2	tracker	tracker	NOUN
dad-10729	258	3	uses	use	VERB
dad-10729	258	4	a	a	DET
dad-10729	258	5	selection	selection	NOUN
dad-10729	258	6	of	of	ADP
dad-10729	258	7	domain	domain	NOUN
dad-10729	258	8	independent	independent	ADJ
dad-10729	258	9	rules	rule	NOUN
dad-10729	258	10	to	to	PART
dad-10729	258	11	update	update	VERB
dad-10729	258	12	the	the	DET
dad-10729	258	13	beliefs	belief	NOUN
dad-10729	258	14	,	,	PUNCT
dad-10729	258	15	similar	similar	ADJ
dad-10729	258	16	to	to	ADP
dad-10729	258	17	the	the	DET
dad-10729	258	18	focus	focus	NOUN
dad-10729	258	19	baseline	baseline	NOUN
dad-10729	258	20	.	.	PUNCT
dad-10729	259	1	one	one	NUM
dad-10729	259	2	rule	rule	NOUN
dad-10729	259	3	uses	use	VERB
dad-10729	259	4	a	a	DET
dad-10729	259	5	learnt	learnt	ADJ
dad-10729	259	6	parameter	parameter	NOUN
dad-10729	259	7	called	call	VERB
dad-10729	259	8	15	15	NUM
dad-10729	259	9	williams	william	NOUN
dad-10729	259	10	,	,	PUNCT
dad-10729	259	11	raux	raux	PROPN
dad-10729	259	12	,	,	PUNCT
dad-10729	259	13	and	and	CCONJ
dad-10729	259	14	henderson	henderson	PROPN
dad-10729	259	15	the	the	DET
dad-10729	259	16	noise	noise	NOUN
dad-10729	259	17	adjustment	adjustment	NOUN
dad-10729	259	18	,	,	PUNCT
dad-10729	259	19	to	to	PART
dad-10729	259	20	adjust	adjust	VERB
dad-10729	259	21	the	the	DET
dad-10729	259	22	slu	slu	NOUN
dad-10729	259	23	scores	score	NOUN
dad-10729	259	24	.	.	PUNCT
dad-10729	260	1	finally	finally	ADV
dad-10729	260	2	,	,	PUNCT
dad-10729	260	3	an	an	DET
dad-10729	260	4	oracle	oracle	NOUN
dad-10729	260	5	tracker	tracker	NOUN
dad-10729	260	6	is	be	AUX
dad-10729	260	7	included	include	VERB
dad-10729	260	8	in	in	ADP
dad-10729	260	9	dstc2	dstc2	NOUN
dad-10729	260	10	and	and	CCONJ
dad-10729	260	11	dstc3	dstc3	NOUN
dad-10729	260	12	under	under	ADP
dad-10729	260	13	the	the	DET
dad-10729	260	14	label	label	NOUN
dad-10729	260	15	‘	'	PUNCT
dad-10729	260	16	team0	team0	NOUN
dad-10729	260	17	entry3	entry3	NOUN
dad-10729	260	18	’	'	PUNCT
dad-10729	260	19	.	.	PUNCT
dad-10729	261	1	this	this	PRON
dad-10729	261	2	reports	report	VERB
dad-10729	261	3	the	the	DET
dad-10729	261	4	correct	correct	ADJ
dad-10729	261	5	label	label	NOUN
dad-10729	261	6	with	with	ADP
dad-10729	261	7	score	score	NOUN
dad-10729	261	8	1	1	NUM
dad-10729	261	9	for	for	ADP
dad-10729	261	10	each	each	DET
dad-10729	261	11	component	component	NOUN
dad-10729	261	12	of	of	ADP
dad-10729	261	13	the	the	DET
dad-10729	261	14	dialog	dialog	NOUN
dad-10729	261	15	state	state	NOUN
dad-10729	261	16	,	,	PUNCT
dad-10729	261	17	but	but	CCONJ
dad-10729	261	18	only	only	ADV
dad-10729	261	19	if	if	SCONJ
dad-10729	261	20	it	it	PRON
dad-10729	261	21	has	have	AUX
dad-10729	261	22	been	be	AUX
dad-10729	261	23	suggested	suggest	VERB
dad-10729	261	24	in	in	ADP
dad-10729	261	25	the	the	DET
dad-10729	261	26	dialog	dialog	NOUN
dad-10729	261	27	so	so	ADV
dad-10729	261	28	far	far	ADV
dad-10729	261	29	by	by	ADP
dad-10729	261	30	the	the	DET
dad-10729	261	31	slu	slu	NOUN
dad-10729	261	32	.	.	PUNCT
dad-10729	262	1	this	this	PRON
dad-10729	262	2	gives	give	VERB
dad-10729	262	3	an	an	DET
dad-10729	262	4	upper	upper	ADV
dad-10729	262	5	-	-	PUNCT
dad-10729	262	6	bound	bind	VERB
dad-10729	262	7	for	for	ADP
dad-10729	262	8	the	the	DET
dad-10729	262	9	performance	performance	NOUN
dad-10729	262	10	of	of	ADP
dad-10729	262	11	a	a	DET
dad-10729	262	12	tracker	tracker	NOUN
dad-10729	262	13	which	which	PRON
dad-10729	262	14	uses	use	VERB
dad-10729	262	15	only	only	ADV
dad-10729	262	16	the	the	DET
dad-10729	262	17	slu	slu	NOUN
dad-10729	262	18	and	and	CCONJ
dad-10729	262	19	its	its	PRON
dad-10729	262	20	suggested	suggest	VERB
dad-10729	262	21	hypotheses	hypothesis	NOUN
dad-10729	262	22	.	.	PUNCT
dad-10729	263	1	4.7	4.7	NUM
dad-10729	263	2	participants	participant	NOUN
dad-10729	263	3	participation	participation	NOUN
dad-10729	263	4	to	to	ADP
dad-10729	263	5	each	each	DET
dad-10729	263	6	challenge	challenge	NOUN
dad-10729	263	7	was	be	AUX
dad-10729	263	8	free	free	ADJ
dad-10729	263	9	to	to	ADP
dad-10729	263	10	any	any	DET
dad-10729	263	11	group	group	NOUN
dad-10729	263	12	willing	willing	ADJ
dad-10729	263	13	to	to	PART
dad-10729	263	14	submit	submit	VERB
dad-10729	263	15	one	one	NUM
dad-10729	263	16	or	or	CCONJ
dad-10729	263	17	more	more	ADJ
dad-10729	263	18	entries	entry	NOUN
dad-10729	263	19	by	by	ADP
dad-10729	263	20	the	the	DET
dad-10729	263	21	challenge	challenge	NOUN
dad-10729	263	22	evaluation	evaluation	NOUN
dad-10729	263	23	deadline	deadline	NOUN
dad-10729	263	24	.	.	PUNCT
dad-10729	264	1	participants	participant	NOUN
dad-10729	264	2	were	be	AUX
dad-10729	264	3	kept	keep	VERB
dad-10729	264	4	anonymous	anonymous	ADJ
dad-10729	264	5	and	and	CCONJ
dad-10729	264	6	only	only	ADV
dad-10729	264	7	referred	refer	VERB
dad-10729	264	8	to	to	ADP
dad-10729	264	9	in	in	ADP
dad-10729	264	10	terms	term	NOUN
dad-10729	264	11	of	of	ADP
dad-10729	264	12	team	team	NOUN
dad-10729	264	13	and	and	CCONJ
dad-10729	264	14	entry	entry	NOUN
dad-10729	264	15	numbers	number	NOUN
dad-10729	264	16	(	(	PUNCT
dad-10729	264	17	e.g.	e.g.	ADV
dad-10729	264	18	team2.entry4	team2.entry4	ADJ
dad-10729	264	19	)	)	PUNCT
dad-10729	264	20	,	,	PUNCT
dad-10729	264	21	except	except	SCONJ
dad-10729	264	22	when	when	SCONJ
dad-10729	264	23	they	they	PRON
dad-10729	264	24	chose	choose	VERB
dad-10729	264	25	to	to	PART
dad-10729	264	26	give	give	VERB
dad-10729	264	27	their	their	PRON
dad-10729	264	28	identity	identity	NOUN
dad-10729	264	29	in	in	ADP
dad-10729	264	30	their	their	PRON
dad-10729	264	31	own	own	ADJ
dad-10729	264	32	published	publish	VERB
dad-10729	264	33	papers	paper	NOUN
dad-10729	264	34	.	.	PUNCT
dad-10729	265	1	between	between	SCONJ
dad-10729	265	2	7	7	NUM
dad-10729	265	3	and	and	CCONJ
dad-10729	265	4	9	9	NUM
dad-10729	265	5	research	research	NOUN
dad-10729	265	6	groups	group	NOUN
dad-10729	265	7	participated	participate	VERB
dad-10729	265	8	in	in	ADP
dad-10729	265	9	each	each	DET
dad-10729	265	10	challenge	challenge	NOUN
dad-10729	265	11	,	,	PUNCT
dad-10729	265	12	fielding	field	VERB
dad-10729	265	13	between	between	ADP
dad-10729	265	14	27	27	NUM
dad-10729	265	15	and	and	CCONJ
dad-10729	265	16	31	31	NUM
dad-10729	265	17	trackers	tracker	NOUN
dad-10729	265	18	in	in	ADP
dad-10729	265	19	total	total	NOUN
dad-10729	265	20	,	,	PUNCT
dad-10729	265	21	as	as	SCONJ
dad-10729	265	22	shown	show	VERB
dad-10729	265	23	in	in	ADP
dad-10729	265	24	table	table	NOUN
dad-10729	265	25	4	4	NUM
dad-10729	265	26	.	.	PUNCT
dad-10729	266	1	#	#	NOUN
dad-10729	266	2	teams	team	NOUN
dad-10729	266	3	#	#	NOUN
dad-10729	266	4	trackers	tracker	NOUN
dad-10729	266	5	dstc1	dstc1	NOUN
dad-10729	266	6	9	9	NUM
dad-10729	266	7	27	27	NUM
dad-10729	266	8	dstc2	dstc2	NOUN
dad-10729	266	9	9	9	NUM
dad-10729	266	10	31	31	NUM
dad-10729	266	11	dstc3	dstc3	NOUN
dad-10729	266	12	7	7	NUM
dad-10729	266	13	28	28	NUM
dad-10729	266	14	table	table	NOUN
dad-10729	266	15	4	4	NUM
dad-10729	266	16	:	:	PUNCT
dad-10729	266	17	participation	participation	NOUN
dad-10729	266	18	statistics	statistic	NOUN
dad-10729	266	19	for	for	ADP
dad-10729	266	20	all	all	DET
dad-10729	266	21	three	three	NUM
dad-10729	266	22	challenges	challenge	NOUN
dad-10729	266	23	.	.	PUNCT
dad-10729	267	1	a	a	DET
dad-10729	267	2	subset	subset	NOUN
dad-10729	267	3	of	of	ADP
dad-10729	267	4	teams	team	NOUN
dad-10729	267	5	entered	enter	VERB
dad-10729	267	6	multiple	multiple	ADJ
dad-10729	267	7	dstcs	dstcs	NOUN
dad-10729	267	8	.	.	PUNCT
dad-10729	268	1	5	5	X
dad-10729	268	2	.	.	X
dad-10729	268	3	challenge	challenge	NOUN
dad-10729	268	4	entries	entry	NOUN
dad-10729	268	5	and	and	CCONJ
dad-10729	268	6	results	result	VERB
dad-10729	268	7	5.1	5.1	NUM
dad-10729	268	8	which	which	PRON
dad-10729	268	9	metrics	metric	NOUN
dad-10729	268	10	are	be	AUX
dad-10729	268	11	appropriate	appropriate	ADJ
dad-10729	268	12	for	for	ADP
dad-10729	268	13	dialog	dialog	NOUN
dad-10729	268	14	state	state	NOUN
dad-10729	268	15	tracking	tracking	NOUN
dad-10729	268	16	?	?	PUNCT
dad-10729	269	1	as	as	SCONJ
dad-10729	269	2	mentioned	mention	VERB
dad-10729	269	3	above	above	ADV
dad-10729	269	4	,	,	PUNCT
dad-10729	269	5	the	the	DET
dad-10729	269	6	evaluation	evaluation	NOUN
dad-10729	269	7	in	in	ADP
dad-10729	269	8	each	each	PRON
dad-10729	269	9	of	of	ADP
dad-10729	269	10	the	the	DET
dad-10729	269	11	dstcs	dstcs	NOUN
dad-10729	269	12	measured	measure	VERB
dad-10729	269	13	numerous	numerous	ADJ
dad-10729	269	14	properties	property	NOUN
dad-10729	269	15	of	of	ADP
dad-10729	269	16	each	each	DET
dad-10729	269	17	entry	entry	NOUN
dad-10729	269	18	,	,	PUNCT
dad-10729	269	19	including	include	VERB
dad-10729	269	20	accuracy	accuracy	NOUN
dad-10729	269	21	,	,	PUNCT
dad-10729	269	22	probability	probability	NOUN
dad-10729	269	23	quality	quality	NOUN
dad-10729	269	24	,	,	PUNCT
dad-10729	269	25	score	score	NOUN
dad-10729	269	26	discrimination	discrimination	NOUN
dad-10729	269	27	,	,	PUNCT
dad-10729	269	28	etc	etc	X
dad-10729	269	29	.	.	X
dad-10729	269	30	therefore	therefore	ADV
dad-10729	269	31	,	,	PUNCT
dad-10729	269	32	the	the	DET
dad-10729	269	33	question	question	NOUN
dad-10729	269	34	immediately	immediately	ADV
dad-10729	269	35	arises	arise	VERB
dad-10729	269	36	which	which	PRON
dad-10729	269	37	metrics	metric	NOUN
dad-10729	269	38	are	be	AUX
dad-10729	269	39	most	most	ADV
dad-10729	269	40	appropriate	appropriate	ADJ
dad-10729	269	41	to	to	PART
dad-10729	269	42	study	study	VERB
dad-10729	269	43	.	.	PUNCT
dad-10729	270	1	two	two	NUM
dad-10729	270	2	studies	study	NOUN
dad-10729	270	3	have	have	AUX
dad-10729	270	4	examined	examine	VERB
dad-10729	270	5	this	this	DET
dad-10729	270	6	question	question	NOUN
dad-10729	270	7	.	.	PUNCT
dad-10729	271	1	first	first	ADV
dad-10729	271	2	,	,	PUNCT
dad-10729	271	3	in	in	ADP
dad-10729	271	4	dstc1	dstc1	PROPN
dad-10729	271	5	,	,	PUNCT
dad-10729	271	6	metrics	metric	NOUN
dad-10729	271	7	were	be	AUX
dad-10729	271	8	clustered	cluster	VERB
dad-10729	271	9	by	by	ADP
dad-10729	271	10	their	their	PRON
dad-10729	271	11	correlations	correlation	NOUN
dad-10729	271	12	with	with	ADP
dad-10729	271	13	each	each	DET
dad-10729	271	14	other	other	ADJ
dad-10729	271	15	,	,	PUNCT
dad-10729	271	16	and	and	CCONJ
dad-10729	271	17	found	find	VERB
dad-10729	271	18	to	to	PART
dad-10729	271	19	form	form	VERB
dad-10729	271	20	4	4	NUM
dad-10729	271	21	clusters	cluster	NOUN
dad-10729	271	22	:	:	PUNCT
dad-10729	271	23	one	one	NUM
dad-10729	271	24	related	relate	VERB
dad-10729	271	25	to	to	ADP
dad-10729	271	26	correctness	correctness	NOUN
dad-10729	271	27	with	with	ADP
dad-10729	271	28	accuracy	accuracy	NOUN
dad-10729	271	29	,	,	PUNCT
dad-10729	271	30	mrr	mrr	PROPN
dad-10729	271	31	,	,	PUNCT
dad-10729	271	32	and	and	CCONJ
dad-10729	271	33	the	the	DET
dad-10729	271	34	three	three	NUM
dad-10729	271	35	roc.v1.ca	roc.v1.ca	NOUN
dad-10729	271	36	metrics	metric	NOUN
dad-10729	271	37	;	;	PUNCT
dad-10729	271	38	a	a	DET
dad-10729	271	39	second	second	ADV
dad-10729	271	40	related	relate	VERB
dad-10729	271	41	to	to	ADP
dad-10729	271	42	probability	probability	VERB
dad-10729	271	43	quality	quality	NOUN
dad-10729	271	44	with	with	ADP
dad-10729	271	45	l2	l2	NOUN
dad-10729	271	46	and	and	CCONJ
dad-10729	271	47	avgp	avgp	PROPN
dad-10729	271	48	;	;	PUNCT
dad-10729	271	49	a	a	DET
dad-10729	271	50	third	third	ADV
dad-10729	271	51	related	relate	VERB
dad-10729	271	52	to	to	PART
dad-10729	271	53	score	score	VERB
dad-10729	271	54	discrimination	discrimination	NOUN
dad-10729	271	55	with	with	ADP
dad-10729	271	56	only	only	ADJ
dad-10729	271	57	roc.v1.eer	roc.v1.eer	NOUN
dad-10729	271	58	;	;	PUNCT
dad-10729	271	59	and	and	CCONJ
dad-10729	271	60	a	a	DET
dad-10729	271	61	fourth	fourth	ADJ
dad-10729	271	62	also	also	ADV
dad-10729	271	63	related	relate	VERB
dad-10729	271	64	to	to	PART
dad-10729	271	65	score	score	VERB
dad-10729	271	66	discrimination	discrimination	NOUN
dad-10729	271	67	with	with	ADP
dad-10729	271	68	the	the	DET
dad-10729	271	69	roc.v2.ca	roc.v2.ca	NUM
dad-10729	271	70	measures	measure	NOUN
dad-10729	271	71	(	(	PUNCT
dad-10729	271	72	williams	williams	PROPN
dad-10729	271	73	et	et	PROPN
dad-10729	271	74	al	al	PROPN
dad-10729	271	75	.	.	PROPN
dad-10729	271	76	,	,	PUNCT
dad-10729	271	77	2013	2013	NUM
dad-10729	271	78	)	)	PUNCT
dad-10729	271	79	.	.	PUNCT
dad-10729	272	1	this	this	DET
dad-10729	272	2	study	study	NOUN
dad-10729	272	3	suggests	suggest	VERB
dad-10729	272	4	that	that	SCONJ
dad-10729	272	5	,	,	PUNCT
dad-10729	272	6	within	within	ADP
dad-10729	272	7	each	each	DET
dad-10729	272	8	cluster	cluster	NOUN
dad-10729	272	9	,	,	PUNCT
dad-10729	272	10	it	it	PRON
dad-10729	272	11	is	be	AUX
dad-10729	272	12	sufficient	sufficient	ADJ
dad-10729	272	13	to	to	PART
dad-10729	272	14	choose	choose	VERB
dad-10729	272	15	a	a	DET
dad-10729	272	16	single	single	ADJ
dad-10729	272	17	metric	metric	NOUN
dad-10729	272	18	,	,	PUNCT
dad-10729	272	19	since	since	SCONJ
dad-10729	272	20	all	all	DET
dad-10729	272	21	metrics	metric	NOUN
dad-10729	272	22	within	within	ADP
dad-10729	272	23	a	a	DET
dad-10729	272	24	cluster	cluster	NOUN
dad-10729	272	25	will	will	AUX
dad-10729	272	26	empirically	empirically	ADV
dad-10729	272	27	yield	yield	VERB
dad-10729	272	28	nearly	nearly	ADV
dad-10729	272	29	the	the	DET
dad-10729	272	30	same	same	ADJ
dad-10729	272	31	ordering	ordering	NOUN
dad-10729	272	32	of	of	ADP
dad-10729	272	33	entries	entry	NOUN
dad-10729	272	34	.	.	PUNCT
dad-10729	273	1	second	second	ADJ
dad-10729	273	2	,	,	PUNCT
dad-10729	273	3	in	in	ADP
dad-10729	273	4	dstc2	dstc2	NOUN
dad-10729	273	5	,	,	PUNCT
dad-10729	273	6	the	the	DET
dad-10729	273	7	question	question	NOUN
dad-10729	273	8	of	of	ADP
dad-10729	273	9	what	what	PRON
dad-10729	273	10	to	to	PART
dad-10729	273	11	measure	measure	VERB
dad-10729	273	12	was	be	AUX
dad-10729	273	13	posed	pose	VERB
dad-10729	273	14	differently	differently	ADV
dad-10729	273	15	,	,	PUNCT
dad-10729	273	16	as	as	SCONJ
dad-10729	273	17	“	"	PUNCT
dad-10729	273	18	which	which	DET
dad-10729	273	19	evaluation	evaluation	NOUN
dad-10729	273	20	metric	metric	NOUN
dad-10729	273	21	and	and	CCONJ
dad-10729	273	22	schedule	schedule	NOUN
dad-10729	273	23	would	would	AUX
dad-10729	273	24	best	well	ADV
dad-10729	273	25	predict	predict	VERB
dad-10729	273	26	improvement	improvement	NOUN
dad-10729	273	27	in	in	ADP
dad-10729	273	28	overall	overall	ADJ
dad-10729	273	29	dialog	dialog	NOUN
dad-10729	273	30	performance	performance	NOUN
dad-10729	273	31	?	?	PUNCT
dad-10729	273	32	”	"	PUNCT
dad-10729	274	1	(	(	PUNCT
dad-10729	274	2	lee	lee	PROPN
dad-10729	274	3	,	,	PUNCT
dad-10729	274	4	2014	2014	NUM
dad-10729	274	5	)	)	PUNCT
dad-10729	274	6	.	.	PUNCT
dad-10729	275	1	the	the	DET
dad-10729	275	2	author	author	NOUN
dad-10729	275	3	uses	use	VERB
dad-10729	275	4	the	the	DET
dad-10729	275	5	data	datum	NOUN
dad-10729	275	6	to	to	PART
dad-10729	275	7	optimize	optimize	VERB
dad-10729	275	8	a	a	DET
dad-10729	275	9	reinforcement	reinforcement	NOUN
dad-10729	275	10	learning	learning	NOUN
dad-10729	275	11	-	-	PUNCT
dad-10729	275	12	based	base	VERB
dad-10729	275	13	dialog	dialog	NOUN
dad-10729	275	14	manager	manager	NOUN
dad-10729	275	15	,	,	PUNCT
dad-10729	275	16	then	then	ADV
dad-10729	275	17	runs	run	VERB
dad-10729	275	18	a	a	DET
dad-10729	275	19	regression	regression	NOUN
dad-10729	275	20	analysis	analysis	NOUN
dad-10729	275	21	to	to	PART
dad-10729	275	22	see	see	VERB
dad-10729	275	23	which	which	DET
dad-10729	275	24	metrics	metric	NOUN
dad-10729	275	25	are	be	AUX
dad-10729	275	26	the	the	DET
dad-10729	275	27	best	good	ADJ
dad-10729	275	28	predictors	predictor	NOUN
dad-10729	275	29	of	of	ADP
dad-10729	275	30	end	end	NOUN
dad-10729	275	31	-	-	PUNCT
dad-10729	275	32	to	to	ADP
dad-10729	275	33	-	-	PUNCT
dad-10729	275	34	end	end	NOUN
dad-10729	275	35	dialog	dialog	NOUN
dad-10729	275	36	performance	performance	NOUN
dad-10729	275	37	.	.	PUNCT
dad-10729	276	1	l2	l2	NOUN
dad-10729	276	2	,	,	PUNCT
dad-10729	276	3	avgp	avgp	PROPN
dad-10729	276	4	,	,	PUNCT
dad-10729	276	5	and	and	CCONJ
dad-10729	276	6	accuracy	accuracy	NOUN
dad-10729	276	7	are	be	AUX
dad-10729	276	8	found	find	VERB
dad-10729	276	9	to	to	PART
dad-10729	276	10	be	be	AUX
dad-10729	276	11	the	the	DET
dad-10729	276	12	most	most	ADV
dad-10729	276	13	predictive	predictive	ADJ
dad-10729	276	14	.	.	PUNCT
dad-10729	277	1	the	the	DET
dad-10729	277	2	study	study	NOUN
dad-10729	277	3	also	also	ADV
dad-10729	277	4	finds	find	VERB
dad-10729	277	5	that	that	SCONJ
dad-10729	277	6	evaluating	evaluate	VERB
dad-10729	277	7	the	the	DET
dad-10729	277	8	joint	joint	ADJ
dad-10729	277	9	goal	goal	NOUN
dad-10729	277	10	is	be	AUX
dad-10729	277	11	more	more	ADV
dad-10729	277	12	predictive	predictive	ADJ
dad-10729	277	13	than	than	ADP
dad-10729	277	14	evaluating	evaluate	VERB
dad-10729	277	15	slots	slot	NOUN
dad-10729	277	16	in	in	ADP
dad-10729	277	17	isolation	isolation	NOUN
dad-10729	277	18	,	,	PUNCT
dad-10729	277	19	and	and	CCONJ
dad-10729	277	20	that	that	SCONJ
dad-10729	277	21	metrics	metric	NOUN
dad-10729	277	22	evaluating	evaluate	VERB
dad-10729	277	23	only	only	ADV
dad-10729	277	24	discrimination	discrimination	NOUN
dad-10729	277	25	(	(	PUNCT
dad-10729	277	26	e.g.	e.g.	ADV
dad-10729	277	27	,	,	PUNCT
dad-10729	277	28	roc.v2	roc.v2	NOUN
dad-10729	277	29	)	)	PUNCT
dad-10729	277	30	are	be	AUX
dad-10729	277	31	not	not	PART
dad-10729	277	32	good	good	ADJ
dad-10729	277	33	predictors	predictor	NOUN
dad-10729	277	34	of	of	ADP
dad-10729	277	35	dialog	dialog	NOUN
dad-10729	277	36	performance	performance	NOUN
dad-10729	277	37	.	.	PUNCT
dad-10729	278	1	given	give	VERB
dad-10729	278	2	these	these	DET
dad-10729	278	3	findings	finding	NOUN
dad-10729	278	4	,	,	PUNCT
dad-10729	278	5	we	we	PRON
dad-10729	278	6	focus	focus	VERB
dad-10729	278	7	on	on	ADP
dad-10729	278	8	accuracy	accuracy	NOUN
dad-10729	278	9	and	and	CCONJ
dad-10729	278	10	l2	l2	NOUN
dad-10729	278	11	on	on	ADP
dad-10729	278	12	joint	joint	ADJ
dad-10729	278	13	goals	goal	NOUN
dad-10729	278	14	throughout	throughout	ADP
dad-10729	278	15	the	the	DET
dad-10729	278	16	results	result	NOUN
dad-10729	278	17	section	section	NOUN
dad-10729	278	18	.	.	PUNCT
dad-10729	279	1	for	for	ADP
dad-10729	279	2	consistency	consistency	NOUN
dad-10729	279	3	,	,	PUNCT
dad-10729	279	4	we	we	PRON
dad-10729	279	5	report	report	VERB
dad-10729	279	6	results	result	NOUN
dad-10729	279	7	on	on	ADP
dad-10729	279	8	schedule2	schedule2	PROPN
dad-10729	279	9	.	.	PUNCT
dad-10729	280	1	we	we	PRON
dad-10729	280	2	note	note	VERB
dad-10729	280	3	,	,	PUNCT
dad-10729	280	4	however	however	ADV
dad-10729	280	5	,	,	PUNCT
dad-10729	280	6	that	that	SCONJ
dad-10729	280	7	all	all	DET
dad-10729	280	8	metrics	metric	NOUN
dad-10729	280	9	from	from	ADP
dad-10729	280	10	every	every	DET
dad-10729	280	11	tracker	tracker	NOUN
dad-10729	280	12	in	in	ADP
dad-10729	280	13	all	all	DET
dad-10729	280	14	three	three	NUM
dad-10729	280	15	dstcs	dstcs	NOUN
dad-10729	280	16	are	be	AUX
dad-10729	280	17	publicly	publicly	ADV
dad-10729	280	18	available	available	ADJ
dad-10729	280	19	for	for	ADP
dad-10729	280	20	analysis	analysis	NOUN
dad-10729	280	21	.	.	PUNCT
dad-10729	281	1	16	16	NUM
dad-10729	281	2	dialog	dialog	NOUN
dad-10729	281	3	state	state	NOUN
dad-10729	281	4	tracking	tracking	NOUN
dad-10729	281	5	overview	overview	NOUN
dad-10729	281	6	5.2	5.2	NUM
dad-10729	281	7	what	what	PRON
dad-10729	281	8	were	be	AUX
dad-10729	281	9	the	the	DET
dad-10729	281	10	entries	entry	NOUN
dad-10729	281	11	,	,	PUNCT
dad-10729	281	12	and	and	CCONJ
dad-10729	281	13	what	what	PRON
dad-10729	281	14	was	be	AUX
dad-10729	281	15	their	their	PRON
dad-10729	281	16	performance	performance	NOUN
dad-10729	281	17	?	?	PUNCT
dad-10729	282	1	tables	table	NOUN
dad-10729	282	2	5	5	NUM
dad-10729	282	3	-	-	SYM
dad-10729	282	4	7	7	NUM
dad-10729	282	5	show	show	VERB
dad-10729	282	6	the	the	DET
dad-10729	282	7	entries	entry	NOUN
dad-10729	282	8	with	with	ADP
dad-10729	282	9	the	the	DET
dad-10729	282	10	highest	high	ADJ
dad-10729	282	11	joint	joint	ADJ
dad-10729	282	12	goal	goal	NOUN
dad-10729	282	13	accuracy	accuracy	NOUN
dad-10729	282	14	from	from	ADP
dad-10729	282	15	each	each	DET
dad-10729	282	16	team	team	NOUN
dad-10729	282	17	in	in	ADP
dad-10729	282	18	dstc1	dstc1	PROPN
dad-10729	282	19	-	-	PUNCT
dad-10729	282	20	3	3	NUM
dad-10729	282	21	,	,	PUNCT
dad-10729	282	22	using	use	VERB
dad-10729	282	23	schedule	schedule	NOUN
dad-10729	282	24	2	2	NUM
dad-10729	282	25	.	.	PUNCT
dad-10729	283	1	the	the	DET
dad-10729	283	2	descriptions	description	NOUN
dad-10729	283	3	in	in	ADP
dad-10729	283	4	these	these	DET
dad-10729	283	5	tables	table	NOUN
dad-10729	283	6	are	be	AUX
dad-10729	283	7	based	base	VERB
dad-10729	283	8	on	on	ADP
dad-10729	283	9	a	a	DET
dad-10729	283	10	participant	participant	ADJ
dad-10729	283	11	survey	survey	NOUN
dad-10729	283	12	included	include	VERB
dad-10729	283	13	with	with	ADP
dad-10729	283	14	each	each	PRON
dad-10729	283	15	of	of	ADP
dad-10729	283	16	the	the	DET
dad-10729	283	17	dstcs	dstcs	NOUN
dad-10729	283	18	,	,	PUNCT
dad-10729	283	19	and	and	CCONJ
dad-10729	283	20	references	reference	NOUN
dad-10729	283	21	are	be	AUX
dad-10729	283	22	provided	provide	VERB
dad-10729	283	23	if	if	SCONJ
dad-10729	283	24	teams	team	NOUN
dad-10729	283	25	identified	identify	VERB
dad-10729	283	26	their	their	PRON
dad-10729	283	27	entry	entry	NOUN
dad-10729	283	28	in	in	ADP
dad-10729	283	29	a	a	DET
dad-10729	283	30	publication	publication	NOUN
dad-10729	283	31	.	.	PUNCT
dad-10729	284	1	5.3	5.3	NUM
dad-10729	284	2	what	what	DET
dad-10729	284	3	types	type	NOUN
dad-10729	284	4	of	of	ADP
dad-10729	284	5	errors	error	NOUN
dad-10729	284	6	do	do	AUX
dad-10729	284	7	the	the	DET
dad-10729	284	8	trackers	tracker	NOUN
dad-10729	284	9	make	make	VERB
dad-10729	284	10	?	?	PUNCT
dad-10729	285	1	as	as	SCONJ
dad-10729	285	2	pointed	point	VERB
dad-10729	285	3	out	out	ADP
dad-10729	285	4	by	by	ADP
dad-10729	285	5	smith	smith	PROPN
dad-10729	285	6	(	(	PUNCT
dad-10729	285	7	2014	2014	NUM
dad-10729	285	8	)	)	PUNCT
dad-10729	285	9	,	,	PUNCT
dad-10729	285	10	it	it	PRON
dad-10729	285	11	is	be	AUX
dad-10729	285	12	important	important	ADJ
dad-10729	285	13	to	to	PART
dad-10729	285	14	examine	examine	VERB
dad-10729	285	15	the	the	DET
dad-10729	285	16	types	type	NOUN
dad-10729	285	17	of	of	ADP
dad-10729	285	18	errors	error	NOUN
dad-10729	285	19	made	make	VERB
dad-10729	285	20	by	by	ADP
dad-10729	285	21	a	a	DET
dad-10729	285	22	tracker	tracker	NOUN
dad-10729	285	23	in	in	ADP
dad-10729	285	24	order	order	NOUN
dad-10729	285	25	to	to	PART
dad-10729	285	26	make	make	VERB
dad-10729	285	27	improvements	improvement	NOUN
dad-10729	285	28	.	.	PUNCT
dad-10729	286	1	to	to	PART
dad-10729	286	2	do	do	VERB
dad-10729	286	3	this	this	PRON
dad-10729	286	4	,	,	PUNCT
dad-10729	286	5	at	at	ADP
dad-10729	286	6	each	each	DET
dad-10729	286	7	turn	turn	NOUN
dad-10729	286	8	,	,	PUNCT
dad-10729	286	9	we	we	PRON
dad-10729	286	10	compare	compare	VERB
dad-10729	286	11	the	the	DET
dad-10729	286	12	top	top	ADJ
dad-10729	286	13	dialog	dialog	NOUN
dad-10729	286	14	state	state	NOUN
dad-10729	286	15	output	output	NOUN
dad-10729	286	16	by	by	ADP
dad-10729	286	17	each	each	DET
dad-10729	286	18	tracker	tracker	NOUN
dad-10729	286	19	with	with	ADP
dad-10729	286	20	the	the	DET
dad-10729	286	21	true	true	ADJ
dad-10729	286	22	dialog	dialog	NOUN
dad-10729	286	23	state	state	NOUN
dad-10729	286	24	,	,	PUNCT
dad-10729	286	25	and	and	CCONJ
dad-10729	286	26	examine	examine	VERB
dad-10729	286	27	each	each	DET
dad-10729	286	28	slot	slot	NOUN
dad-10729	286	29	.	.	PUNCT
dad-10729	287	1	if	if	SCONJ
dad-10729	287	2	a	a	DET
dad-10729	287	3	slot	slot	NOUN
dad-10729	287	4	value	value	NOUN
dad-10729	287	5	is	be	AUX
dad-10729	287	6	present	present	ADJ
dad-10729	287	7	in	in	ADP
dad-10729	287	8	both	both	CCONJ
dad-10729	287	9	the	the	DET
dad-10729	287	10	true	true	ADJ
dad-10729	287	11	and	and	CCONJ
dad-10729	287	12	output	output	NOUN
dad-10729	287	13	dialog	dialog	NOUN
dad-10729	287	14	states	state	NOUN
dad-10729	287	15	and	and	CCONJ
dad-10729	287	16	the	the	DET
dad-10729	287	17	slot	slot	NOUN
dad-10729	287	18	values	value	NOUN
dad-10729	287	19	are	be	AUX
dad-10729	287	20	equal	equal	ADJ
dad-10729	287	21	,	,	PUNCT
dad-10729	287	22	we	we	PRON
dad-10729	287	23	mark	mark	VERB
dad-10729	287	24	the	the	DET
dad-10729	287	25	slot	slot	NOUN
dad-10729	287	26	as	as	ADP
dad-10729	287	27	correct	correct	ADJ
dad-10729	287	28	.	.	PUNCT
dad-10729	288	1	if	if	SCONJ
dad-10729	288	2	the	the	DET
dad-10729	288	3	slot	slot	NOUN
dad-10729	288	4	value	value	NOUN
dad-10729	288	5	is	be	AUX
dad-10729	288	6	present	present	ADJ
dad-10729	288	7	in	in	ADP
dad-10729	288	8	both	both	CCONJ
dad-10729	288	9	the	the	DET
dad-10729	288	10	true	true	ADJ
dad-10729	288	11	and	and	CCONJ
dad-10729	288	12	output	output	NOUN
dad-10729	288	13	dialog	dialog	NOUN
dad-10729	288	14	states	state	NOUN
dad-10729	288	15	and	and	CCONJ
dad-10729	288	16	the	the	DET
dad-10729	288	17	slot	slot	NOUN
dad-10729	288	18	values	value	NOUN
dad-10729	288	19	are	be	AUX
dad-10729	288	20	not	not	PART
dad-10729	288	21	equal	equal	ADJ
dad-10729	288	22	,	,	PUNCT
dad-10729	288	23	we	we	PRON
dad-10729	288	24	mark	mark	VERB
dad-10729	288	25	the	the	DET
dad-10729	288	26	slot	slot	NOUN
dad-10729	288	27	as	as	ADP
dad-10729	288	28	wrong	wrong	ADJ
dad-10729	288	29	–	–	PUNCT
dad-10729	288	30	i.e.	i.e.	X
dad-10729	288	31	,	,	PUNCT
dad-10729	288	32	a	a	DET
dad-10729	288	33	substitution	substitution	NOUN
dad-10729	288	34	error	error	NOUN
dad-10729	288	35	.	.	PUNCT
dad-10729	289	1	if	if	SCONJ
dad-10729	289	2	the	the	DET
dad-10729	289	3	slot	slot	NOUN
dad-10729	289	4	value	value	NOUN
dad-10729	289	5	is	be	AUX
dad-10729	289	6	present	present	ADJ
dad-10729	289	7	in	in	ADP
dad-10729	289	8	the	the	DET
dad-10729	289	9	true	true	ADJ
dad-10729	289	10	dialog	dialog	NOUN
dad-10729	289	11	state	state	NOUN
dad-10729	289	12	but	but	CCONJ
dad-10729	289	13	not	not	PART
dad-10729	289	14	in	in	ADP
dad-10729	289	15	the	the	DET
dad-10729	289	16	output	output	NOUN
dad-10729	289	17	dialog	dialog	NOUN
dad-10729	289	18	state	state	NOUN
dad-10729	289	19	,	,	PUNCT
dad-10729	289	20	we	we	PRON
dad-10729	289	21	mark	mark	VERB
dad-10729	289	22	the	the	DET
dad-10729	289	23	slot	slot	NOUN
dad-10729	289	24	as	as	ADP
dad-10729	289	25	missing	miss	VERB
dad-10729	289	26	–	–	PUNCT
dad-10729	289	27	i.e.	i.e.	X
dad-10729	289	28	,	,	PUNCT
dad-10729	289	29	a	a	DET
dad-10729	289	30	deletion	deletion	NOUN
dad-10729	289	31	error	error	NOUN
dad-10729	289	32	.	.	PUNCT
dad-10729	290	1	finally	finally	ADV
dad-10729	290	2	,	,	PUNCT
dad-10729	290	3	if	if	SCONJ
dad-10729	290	4	the	the	DET
dad-10729	290	5	slot	slot	NOUN
dad-10729	290	6	value	value	NOUN
dad-10729	290	7	is	be	AUX
dad-10729	290	8	not	not	PART
dad-10729	290	9	present	present	ADJ
dad-10729	290	10	in	in	ADP
dad-10729	290	11	the	the	DET
dad-10729	290	12	true	true	ADJ
dad-10729	290	13	dialog	dialog	NOUN
dad-10729	290	14	state	state	NOUN
dad-10729	290	15	but	but	CCONJ
dad-10729	290	16	is	be	AUX
dad-10729	290	17	present	present	ADJ
dad-10729	290	18	in	in	ADP
dad-10729	290	19	the	the	DET
dad-10729	290	20	output	output	NOUN
dad-10729	290	21	dialog	dialog	NOUN
dad-10729	290	22	state	state	NOUN
dad-10729	290	23	,	,	PUNCT
dad-10729	290	24	we	we	PRON
dad-10729	290	25	mark	mark	VERB
dad-10729	290	26	the	the	DET
dad-10729	290	27	slot	slot	NOUN
dad-10729	290	28	as	as	ADP
dad-10729	290	29	extra	extra	ADJ
dad-10729	290	30	–	–	PUNCT
dad-10729	290	31	i.e.	i.e.	X
dad-10729	290	32	,	,	PUNCT
dad-10729	290	33	an	an	DET
dad-10729	290	34	insertion	insertion	NOUN
dad-10729	290	35	error	error	NOUN
dad-10729	290	36	.	.	PUNCT
dad-10729	291	1	note	note	VERB
dad-10729	291	2	that	that	SCONJ
dad-10729	291	3	,	,	PUNCT
dad-10729	291	4	since	since	SCONJ
dad-10729	291	5	there	there	PRON
dad-10729	291	6	are	be	VERB
dad-10729	291	7	multiple	multiple	ADJ
dad-10729	291	8	slots	slot	NOUN
dad-10729	291	9	in	in	ADP
dad-10729	291	10	a	a	DET
dad-10729	291	11	dialog	dialog	NOUN
dad-10729	291	12	state	state	NOUN
dad-10729	291	13	,	,	PUNCT
dad-10729	291	14	a	a	DET
dad-10729	291	15	single	single	ADJ
dad-10729	291	16	turn	turn	NOUN
dad-10729	291	17	may	may	AUX
dad-10729	291	18	have	have	VERB
dad-10729	291	19	multiple	multiple	ADJ
dad-10729	291	20	slot	slot	NOUN
dad-10729	291	21	-	-	PUNCT
dad-10729	291	22	level	level	NOUN
dad-10729	291	23	errors	error	NOUN
dad-10729	291	24	.	.	PUNCT
dad-10729	292	1	results	result	NOUN
dad-10729	292	2	are	be	AUX
dad-10729	292	3	given	give	VERB
dad-10729	292	4	in	in	ADP
dad-10729	292	5	figure	figure	NOUN
dad-10729	292	6	3	3	NUM
dad-10729	292	7	(	(	PUNCT
dad-10729	292	8	p.	p.	NOUN
dad-10729	292	9	22	22	NUM
dad-10729	292	10	)	)	PUNCT
dad-10729	292	11	,	,	PUNCT
dad-10729	292	12	including	include	VERB
dad-10729	292	13	performance	performance	NOUN
dad-10729	292	14	of	of	ADP
dad-10729	292	15	the	the	DET
dad-10729	292	16	best	good	ADJ
dad-10729	292	17	baselines	baseline	NOUN
dad-10729	292	18	.	.	PUNCT
dad-10729	293	1	these	these	DET
dad-10729	293	2	results	result	NOUN
dad-10729	293	3	show	show	VERB
dad-10729	293	4	that	that	SCONJ
dad-10729	293	5	the	the	DET
dad-10729	293	6	dominant	dominant	ADJ
dad-10729	293	7	error	error	NOUN
dad-10729	293	8	type	type	NOUN
dad-10729	293	9	is	be	AUX
dad-10729	293	10	missing	miss	VERB
dad-10729	293	11	slots	slot	NOUN
dad-10729	293	12	.	.	PUNCT
dad-10729	294	1	since	since	SCONJ
dad-10729	294	2	all	all	DET
dad-10729	294	3	error	error	NOUN
dad-10729	294	4	types	type	NOUN
dad-10729	294	5	were	be	AUX
dad-10729	294	6	scored	score	VERB
dad-10729	294	7	equally	equally	ADV
dad-10729	294	8	,	,	PUNCT
dad-10729	294	9	this	this	DET
dad-10729	294	10	result	result	NOUN
dad-10729	294	11	suggests	suggest	VERB
dad-10729	294	12	that	that	SCONJ
dad-10729	294	13	teams	team	NOUN
dad-10729	294	14	were	be	AUX
dad-10729	294	15	rather	rather	ADV
dad-10729	294	16	conservative	conservative	ADJ
dad-10729	294	17	about	about	ADP
dad-10729	294	18	guessing	guess	VERB
dad-10729	294	19	the	the	DET
dad-10729	294	20	slot	slot	NOUN
dad-10729	294	21	value	value	NOUN
dad-10729	294	22	when	when	SCONJ
dad-10729	294	23	confidence	confidence	NOUN
dad-10729	294	24	was	be	AUX
dad-10729	294	25	low	low	ADJ
dad-10729	294	26	.	.	PUNCT
dad-10729	295	1	it	it	PRON
dad-10729	295	2	also	also	ADV
dad-10729	295	3	suggests	suggest	VERB
dad-10729	295	4	that	that	SCONJ
dad-10729	295	5	recall	recall	VERB
dad-10729	295	6	in	in	ADP
dad-10729	295	7	the	the	DET
dad-10729	295	8	upstream	upstream	ADJ
dad-10729	295	9	slu	slu	NOUN
dad-10729	295	10	is	be	AUX
dad-10729	295	11	an	an	DET
dad-10729	295	12	important	important	ADJ
dad-10729	295	13	issue	issue	NOUN
dad-10729	295	14	.	.	PUNCT
dad-10729	296	1	5.4	5.4	NUM
dad-10729	296	2	how	how	SCONJ
dad-10729	296	3	much	much	ADJ
dad-10729	296	4	opportunity	opportunity	NOUN
dad-10729	296	5	for	for	ADP
dad-10729	296	6	improvement	improvement	NOUN
dad-10729	296	7	remains	remain	VERB
dad-10729	296	8	?	?	PUNCT
dad-10729	297	1	we	we	PRON
dad-10729	297	2	next	next	ADV
dad-10729	297	3	compared	compare	VERB
dad-10729	297	4	each	each	DET
dad-10729	297	5	tracker	tracker	NOUN
dad-10729	297	6	to	to	ADP
dad-10729	297	7	the	the	DET
dad-10729	297	8	strongest	strong	ADJ
dad-10729	297	9	baseline	baseline	NOUN
dad-10729	297	10	,	,	PUNCT
dad-10729	297	11	and	and	CCONJ
dad-10729	297	12	computed	compute	VERB
dad-10729	297	13	the	the	DET
dad-10729	297	14	percentage	percentage	NOUN
dad-10729	297	15	of	of	ADP
dad-10729	297	16	turns	turn	NOUN
dad-10729	297	17	where	where	SCONJ
dad-10729	297	18	the	the	DET
dad-10729	297	19	tracker	tracker	NOUN
dad-10729	297	20	was	be	AUX
dad-10729	297	21	correct	correct	ADJ
dad-10729	297	22	and	and	CCONJ
dad-10729	297	23	the	the	DET
dad-10729	297	24	baseline	baseline	NOUN
dad-10729	297	25	was	be	AUX
dad-10729	297	26	not	not	PART
dad-10729	297	27	,	,	PUNCT
dad-10729	297	28	and	and	CCONJ
dad-10729	297	29	the	the	DET
dad-10729	297	30	percentage	percentage	NOUN
dad-10729	297	31	of	of	ADP
dad-10729	297	32	turns	turn	NOUN
dad-10729	297	33	where	where	SCONJ
dad-10729	297	34	the	the	DET
dad-10729	297	35	baseline	baseline	NOUN
dad-10729	297	36	was	be	AUX
dad-10729	297	37	correct	correct	ADJ
dad-10729	297	38	and	and	CCONJ
dad-10729	297	39	the	the	DET
dad-10729	297	40	tracker	tracker	NOUN
dad-10729	297	41	was	be	AUX
dad-10729	297	42	not	not	PART
dad-10729	297	43	.	.	PUNCT
dad-10729	298	1	results	result	NOUN
dad-10729	298	2	are	be	AUX
dad-10729	298	3	shown	show	VERB
dad-10729	298	4	in	in	ADP
dad-10729	298	5	figure	figure	NOUN
dad-10729	298	6	4	4	NUM
dad-10729	298	7	.	.	PUNCT
dad-10729	298	8	even	even	ADV
dad-10729	298	9	the	the	DET
dad-10729	298	10	best	good	ADJ
dad-10729	298	11	trackers	tracker	NOUN
dad-10729	298	12	–	–	PUNCT
dad-10729	298	13	which	which	PRON
dad-10729	298	14	in	in	ADP
dad-10729	298	15	total	total	ADJ
dad-10729	298	16	make	make	VERB
dad-10729	298	17	fewer	few	ADJ
dad-10729	298	18	errors	error	NOUN
dad-10729	298	19	than	than	ADP
dad-10729	298	20	the	the	DET
dad-10729	298	21	baseline	baseline	NOUN
dad-10729	298	22	–	–	PUNCT
dad-10729	298	23	still	still	ADV
dad-10729	298	24	make	make	VERB
dad-10729	298	25	some	some	DET
dad-10729	298	26	errors	error	NOUN
dad-10729	298	27	that	that	SCONJ
dad-10729	298	28	the	the	DET
dad-10729	298	29	baselines	baseline	NOUN
dad-10729	298	30	do	do	VERB
dad-10729	298	31	not	not	PART
dad-10729	298	32	.	.	PUNCT
dad-10729	299	1	this	this	PRON
dad-10729	299	2	implies	imply	VERB
dad-10729	299	3	that	that	SCONJ
dad-10729	299	4	there	there	PRON
dad-10729	299	5	is	be	VERB
dad-10729	299	6	additional	additional	ADJ
dad-10729	299	7	scope	scope	NOUN
dad-10729	299	8	for	for	ADP
dad-10729	299	9	improvement	improvement	NOUN
dad-10729	299	10	,	,	PUNCT
dad-10729	299	11	perhaps	perhaps	ADV
dad-10729	299	12	through	through	ADP
dad-10729	299	13	combining	combine	VERB
dad-10729	299	14	multiple	multiple	ADJ
dad-10729	299	15	trackers	tracker	NOUN
dad-10729	299	16	using	use	VERB
dad-10729	299	17	ensemble	ensemble	ADJ
dad-10729	299	18	methods	method	NOUN
dad-10729	299	19	(	(	PUNCT
dad-10729	299	20	lee	lee	PROPN
dad-10729	299	21	and	and	CCONJ
dad-10729	299	22	eskenazi	eskenazi	ADJ
dad-10729	299	23	,	,	PUNCT
dad-10729	299	24	2013	2013	NUM
dad-10729	299	25	;	;	PUNCT
dad-10729	299	26	sun	sun	PROPN
dad-10729	299	27	et	et	PROPN
dad-10729	299	28	al	al	PROPN
dad-10729	299	29	.	.	PROPN
dad-10729	299	30	,	,	PUNCT
dad-10729	299	31	2014b	2014b	NUM
dad-10729	299	32	;	;	PUNCT
dad-10729	299	33	henderson	henderson	PROPN
dad-10729	299	34	et	et	PROPN
dad-10729	299	35	al	al	PROPN
dad-10729	299	36	.	.	PROPN
dad-10729	299	37	,	,	PUNCT
dad-10729	299	38	2014b	2014b	NUM
dad-10729	299	39	)	)	PUNCT
dad-10729	299	40	.	.	PUNCT
dad-10729	300	1	5.5	5.5	NUM
dad-10729	300	2	what	what	PRON
dad-10729	300	3	is	be	AUX
dad-10729	300	4	the	the	DET
dad-10729	300	5	value	value	NOUN
dad-10729	300	6	beyond	beyond	ADP
dad-10729	300	7	slu	slu	NOUN
dad-10729	300	8	?	?	PUNCT
dad-10729	301	1	figure	figure	NOUN
dad-10729	301	2	5	5	NUM
dad-10729	301	3	shows	show	VERB
dad-10729	301	4	the	the	DET
dad-10729	301	5	same	same	ADJ
dad-10729	301	6	analysis	analysis	NOUN
dad-10729	301	7	for	for	ADP
dad-10729	301	8	an	an	DET
dad-10729	301	9	“	"	PUNCT
dad-10729	301	10	slu	slu	NOUN
dad-10729	301	11	-	-	PUNCT
dad-10729	301	12	based	base	VERB
dad-10729	301	13	oracle	oracle	PROPN
dad-10729	301	14	tracker	tracker	PROPN
dad-10729	301	15	”	"	PUNCT
dad-10729	301	16	,	,	PUNCT
dad-10729	301	17	again	again	ADV
dad-10729	301	18	for	for	ADP
dad-10729	301	19	the	the	DET
dad-10729	301	20	best	well	ADV
dad-10729	301	21	-	-	PUNCT
dad-10729	301	22	performing	perform	VERB
dad-10729	301	23	entry	entry	NOUN
dad-10729	301	24	for	for	ADP
dad-10729	301	25	each	each	DET
dad-10729	301	26	team	team	NOUN
dad-10729	301	27	.	.	PUNCT
dad-10729	302	1	this	this	DET
dad-10729	302	2	tracker	tracker	NOUN
dad-10729	302	3	considers	consider	VERB
dad-10729	302	4	the	the	DET
dad-10729	302	5	items	item	NOUN
dad-10729	302	6	on	on	ADP
dad-10729	302	7	the	the	DET
dad-10729	302	8	slun	slun	ADJ
dad-10729	302	9	-best	-best	PROPN
dad-10729	302	10	list	list	NOUN
dad-10729	302	11	–	–	PUNCT
dad-10729	302	12	it	it	PRON
dad-10729	302	13	is	be	AUX
dad-10729	302	14	an	an	DET
dad-10729	302	15	“	"	PUNCT
dad-10729	302	16	oracle	oracle	NOUN
dad-10729	302	17	”	"	PUNCT
dad-10729	302	18	in	in	ADP
dad-10729	302	19	the	the	DET
dad-10729	302	20	sense	sense	NOUN
dad-10729	302	21	that	that	SCONJ
dad-10729	302	22	,	,	PUNCT
dad-10729	302	23	if	if	SCONJ
dad-10729	302	24	a	a	DET
dad-10729	302	25	slot	slot	NOUN
dad-10729	302	26	/	/	SYM
dad-10729	302	27	value	value	NOUN
dad-10729	302	28	pair	pair	NOUN
dad-10729	302	29	appears	appear	VERB
dad-10729	302	30	that	that	SCONJ
dad-10729	302	31	corresponds	correspond	VERB
dad-10729	302	32	to	to	ADP
dad-10729	302	33	the	the	DET
dad-10729	302	34	user	user	NOUN
dad-10729	302	35	’s	’s	PART
dad-10729	302	36	goal	goal	NOUN
dad-10729	302	37	,	,	PUNCT
dad-10729	302	38	it	it	PRON
dad-10729	302	39	is	be	AUX
dad-10729	302	40	added	add	VERB
dad-10729	302	41	to	to	ADP
dad-10729	302	42	the	the	DET
dad-10729	302	43	state	state	NOUN
dad-10729	302	44	with	with	ADP
dad-10729	302	45	confidence	confidence	NOUN
dad-10729	302	46	1.0	1.0	NUM
dad-10729	302	47	.	.	PUNCT
dad-10729	303	1	in	in	ADP
dad-10729	303	2	other	other	ADJ
dad-10729	303	3	words	word	NOUN
dad-10729	303	4	,	,	PUNCT
dad-10729	303	5	when	when	SCONJ
dad-10729	303	6	the	the	DET
dad-10729	303	7	user	user	NOUN
dad-10729	303	8	’s	’s	PART
dad-10729	303	9	goal	goal	NOUN
dad-10729	303	10	appears	appear	VERB
dad-10729	303	11	somewhere	somewhere	ADV
dad-10729	303	12	in	in	ADP
dad-10729	303	13	the	the	DET
dad-10729	303	14	slu	slu	NOUN
dad-10729	303	15	n	n	CCONJ
dad-10729	303	16	-best	-best	ADJ
dad-10729	303	17	list	list	NOUN
dad-10729	303	18	,	,	PUNCT
dad-10729	303	19	an	an	DET
dad-10729	303	20	oracle	oracle	NOUN
dad-10729	303	21	in	in	ADP
dad-10729	303	22	dstc1	dstc1	PROPN
dad-10729	303	23	would	would	AUX
dad-10729	303	24	always	always	ADV
dad-10729	303	25	achieve	achieve	VERB
dad-10729	303	26	perfect	perfect	ADJ
dad-10729	303	27	accuracy	accuracy	NOUN
dad-10729	303	28	.	.	PUNCT
dad-10729	304	1	the	the	DET
dad-10729	304	2	only	only	ADJ
dad-10729	304	3	errors	error	NOUN
dad-10729	304	4	made	make	VERB
dad-10729	304	5	by	by	ADP
dad-10729	304	6	the	the	DET
dad-10729	304	7	oracle	oracle	NOUN
dad-10729	304	8	are	be	AUX
dad-10729	304	9	omissions	omission	NOUN
dad-10729	304	10	of	of	ADP
dad-10729	304	11	slot	slot	NOUN
dad-10729	304	12	/	/	SYM
dad-10729	304	13	value	value	NOUN
dad-10729	304	14	pairs	pair	NOUN
dad-10729	304	15	which	which	PRON
dad-10729	304	16	have	have	AUX
dad-10729	304	17	not	not	PART
dad-10729	304	18	appeared	appear	VERB
dad-10729	304	19	on	on	ADP
dad-10729	304	20	any	any	DET
dad-10729	304	21	slun	slun	ADJ
dad-10729	304	22	-best	-best	ADJ
dad-10729	304	23	list	list	NOUN
dad-10729	304	24	.	.	PUNCT
dad-10729	305	1	due	due	ADP
dad-10729	305	2	to	to	ADP
dad-10729	305	3	the	the	DET
dad-10729	305	4	use	use	NOUN
dad-10729	305	5	of	of	ADP
dad-10729	305	6	the	the	DET
dad-10729	305	7	rest	rest	NOUN
dad-10729	305	8	meta	meta	ADJ
dad-10729	305	9	-	-	PUNCT
dad-10729	305	10	value	value	NOUN
dad-10729	305	11	in	in	ADP
dad-10729	305	12	dstc1	dstc1	PROPN
dad-10729	305	13	,	,	PUNCT
dad-10729	305	14	the	the	DET
dad-10729	305	15	oracle	oracle	NOUN
dad-10729	305	16	always	always	ADV
dad-10729	305	17	achieves	achieve	VERB
dad-10729	305	18	100	100	NUM
dad-10729	305	19	%	%	NOUN
dad-10729	305	20	accuracy	accuracy	NOUN
dad-10729	305	21	(	(	PUNCT
dad-10729	305	22	c.f	c.f	PROPN
dad-10729	305	23	.	.	PROPN
dad-10729	305	24	section	section	PROPN
dad-10729	305	25	4.4	4.4	NUM
dad-10729	305	26	)	)	PUNCT
dad-10729	305	27	.	.	PUNCT
dad-10729	306	1	therefore	therefore	ADV
dad-10729	306	2	only	only	ADV
dad-10729	306	3	results	result	NOUN
dad-10729	306	4	for	for	ADP
dad-10729	306	5	dstc2	dstc2	NOUN
dad-10729	306	6	and	and	CCONJ
dad-10729	306	7	dstc3	dstc3	NOUN
dad-10729	306	8	are	be	AUX
dad-10729	306	9	shown	show	VERB
dad-10729	306	10	.	.	PUNCT
dad-10729	307	1	figure	figure	NOUN
dad-10729	307	2	5	5	NUM
dad-10729	307	3	shows	show	VERB
dad-10729	307	4	that	that	SCONJ
dad-10729	307	5	,	,	PUNCT
dad-10729	307	6	for	for	ADP
dad-10729	307	7	the	the	DET
dad-10729	307	8	best	good	ADJ
dad-10729	307	9	trackers	tracker	NOUN
dad-10729	307	10	,	,	PUNCT
dad-10729	307	11	5	5	NUM
dad-10729	307	12	%	%	NOUN
dad-10729	307	13	or	or	CCONJ
dad-10729	307	14	more	more	ADJ
dad-10729	307	15	of	of	ADP
dad-10729	307	16	tracker	tracker	NOUN
dad-10729	307	17	turns	turn	NOUN
dad-10729	307	18	outperformed	outperform	VERB
dad-10729	307	19	the	the	DET
dad-10729	307	20	oracle	oracle	NOUN
dad-10729	307	21	.	.	PUNCT
dad-10729	308	1	these	these	DET
dad-10729	308	2	teams	team	NOUN
dad-10729	308	3	also	also	ADV
dad-10729	308	4	used	use	VERB
dad-10729	308	5	asr	asr	NOUN
dad-10729	308	6	features	feature	NOUN
dad-10729	308	7	,	,	PUNCT
dad-10729	308	8	which	which	PRON
dad-10729	308	9	indicates	indicate	VERB
dad-10729	308	10	they	they	PRON
dad-10729	308	11	were	be	AUX
dad-10729	308	12	successfully	successfully	ADV
dad-10729	308	13	using	use	VERB
dad-10729	308	14	asr	asr	NOUN
dad-10729	308	15	results	result	NOUN
dad-10729	308	16	or	or	CCONJ
dad-10729	308	17	dialog	dialog	NOUN
dad-10729	308	18	history	history	NOUN
dad-10729	308	19	to	to	PART
dad-10729	308	20	infer	infer	VERB
dad-10729	308	21	new	new	ADJ
dad-10729	308	22	slot	slot	NOUN
dad-10729	308	23	/	/	SYM
dad-10729	308	24	value	value	NOUN
dad-10729	308	25	pairs	pair	NOUN
dad-10729	308	26	–	–	PUNCT
dad-10729	308	27	i.e.	i.e.	X
dad-10729	308	28	,	,	PUNCT
dad-10729	308	29	to	to	PART
dad-10729	308	30	improve	improve	VERB
dad-10729	308	31	the	the	DET
dad-10729	308	32	recall	recall	NOUN
dad-10729	308	33	of	of	ADP
dad-10729	308	34	the	the	DET
dad-10729	308	35	existing	exist	VERB
dad-10729	308	36	slu	slu	NOUN
dad-10729	308	37	.	.	PUNCT
dad-10729	309	1	17	17	NUM
dad-10729	309	2	williams	williams	PROPN
dad-10729	309	3	,	,	PUNCT
dad-10729	309	4	raux	raux	PROPN
dad-10729	309	5	,	,	PUNCT
dad-10729	309	6	and	and	CCONJ
dad-10729	309	7	henderson	henderson	PROPN
dad-10729	309	8	unsurprisingly	unsurprisingly	ADV
dad-10729	309	9	,	,	PUNCT
dad-10729	309	10	despite	despite	SCONJ
dad-10729	309	11	these	these	DET
dad-10729	309	12	gains	gain	NOUN
dad-10729	309	13	no	no	DET
dad-10729	309	14	team	team	NOUN
dad-10729	309	15	was	be	AUX
dad-10729	309	16	able	able	ADJ
dad-10729	309	17	to	to	PART
dad-10729	309	18	achieve	achieve	VERB
dad-10729	309	19	a	a	DET
dad-10729	309	20	net	net	ADJ
dad-10729	309	21	performance	performance	NOUN
dad-10729	309	22	gain	gain	NOUN
dad-10729	309	23	over	over	ADP
dad-10729	309	24	the	the	DET
dad-10729	309	25	oracle	oracle	NOUN
dad-10729	309	26	.	.	PUNCT
dad-10729	310	1	5.6	5.6	NUM
dad-10729	311	1	what	what	PRON
dad-10729	311	2	is	be	AUX
dad-10729	311	3	the	the	DET
dad-10729	311	4	state	state	NOUN
dad-10729	311	5	-	-	PUNCT
dad-10729	311	6	of	of	ADP
dad-10729	311	7	-	-	PUNCT
dad-10729	311	8	the	the	DET
dad-10729	311	9	-	-	PUNCT
dad-10729	311	10	art	art	NOUN
dad-10729	311	11	?	?	PUNCT
dad-10729	312	1	synthesizing	synthesize	VERB
dad-10729	312	2	the	the	DET
dad-10729	312	3	results	result	NOUN
dad-10729	312	4	above	above	ADV
dad-10729	312	5	,	,	PUNCT
dad-10729	312	6	we	we	PRON
dad-10729	312	7	can	can	AUX
dad-10729	312	8	summarize	summarize	VERB
dad-10729	312	9	the	the	DET
dad-10729	312	10	properties	property	NOUN
dad-10729	312	11	of	of	ADP
dad-10729	312	12	state	state	NOUN
dad-10729	312	13	-	-	PUNCT
dad-10729	312	14	of	of	ADP
dad-10729	312	15	-	-	PUNCT
dad-10729	312	16	the	the	DET
dad-10729	312	17	-	-	PUNCT
dad-10729	312	18	art	art	NOUN
dad-10729	312	19	dialog	dialog	NOUN
dad-10729	312	20	state	state	NOUN
dad-10729	312	21	trackers	tracker	NOUN
dad-10729	312	22	:	:	PUNCT
dad-10729	312	23	•	•	NUM
dad-10729	312	24	discriminative	discriminative	NOUN
dad-10729	312	25	models	model	NOUN
dad-10729	312	26	:	:	PUNCT
dad-10729	312	27	the	the	DET
dad-10729	312	28	strongest	strong	ADJ
dad-10729	312	29	entries	entry	NOUN
dad-10729	312	30	are	be	AUX
dad-10729	312	31	consistently	consistently	ADV
dad-10729	312	32	discriminative	discriminative	NOUN
dad-10729	312	33	models	model	NOUN
dad-10729	312	34	.	.	PUNCT
dad-10729	313	1	although	although	SCONJ
dad-10729	313	2	some	some	DET
dad-10729	313	3	rule	rule	NOUN
dad-10729	313	4	-	-	PUNCT
dad-10729	313	5	based	base	VERB
dad-10729	313	6	systems	system	NOUN
dad-10729	313	7	have	have	AUX
dad-10729	313	8	achieved	achieve	VERB
dad-10729	313	9	noteable	noteable	ADJ
dad-10729	313	10	performance	performance	NOUN
dad-10729	313	11	–	–	PUNCT
dad-10729	313	12	for	for	ADP
dad-10729	313	13	example	example	NOUN
dad-10729	313	14	,	,	PUNCT
dad-10729	313	15	team2	team2	PROPN
dad-10729	313	16	entry1	entry1	PROPN
dad-10729	313	17	in	in	ADP
dad-10729	313	18	dstc1	dstc1	PROPN
dad-10729	313	19	,	,	PUNCT
dad-10729	313	20	team3	team3	ADJ
dad-10729	313	21	entry1	entry1	NOUN
dad-10729	313	22	in	in	ADP
dad-10729	313	23	dstc2	dstc2	NOUN
dad-10729	313	24	,	,	PUNCT
dad-10729	313	25	and	and	CCONJ
dad-10729	313	26	team4	team4	NOUN
dad-10729	313	27	entry0	entry0	PROPN
dad-10729	313	28	in	in	ADP
dad-10729	313	29	dstc3	dstc3	PROPN
dad-10729	313	30	–	–	PUNCT
dad-10729	313	31	in	in	ADP
dad-10729	313	32	no	no	DET
dad-10729	313	33	case	case	NOUN
dad-10729	313	34	has	have	VERB
dad-10729	313	35	a	a	DET
dad-10729	313	36	rule	rule	NOUN
dad-10729	313	37	-	-	PUNCT
dad-10729	313	38	base	base	NOUN
dad-10729	313	39	or	or	CCONJ
dad-10729	313	40	generative	generative	ADJ
dad-10729	313	41	model	model	NOUN
dad-10729	313	42	achieved	achieve	VERB
dad-10729	313	43	best	good	ADJ
dad-10729	313	44	performance	performance	NOUN
dad-10729	313	45	in	in	ADP
dad-10729	313	46	any	any	PRON
dad-10729	313	47	of	of	ADP
dad-10729	313	48	the	the	DET
dad-10729	313	49	dstcs	dstcs	NOUN
dad-10729	313	50	.	.	PUNCT
dad-10729	314	1	•	•	NUM
dad-10729	314	2	use	use	VERB
dad-10729	314	3	asr	asr	NOUN
dad-10729	314	4	features	feature	NOUN
dad-10729	314	5	:	:	PUNCT
dad-10729	314	6	the	the	DET
dad-10729	314	7	best	good	ADJ
dad-10729	314	8	trackers	tracker	NOUN
dad-10729	314	9	consistently	consistently	ADV
dad-10729	314	10	incorporate	incorporate	VERB
dad-10729	314	11	low	low	ADJ
dad-10729	314	12	-	-	PUNCT
dad-10729	314	13	level	level	NOUN
dad-10729	314	14	asr	asr	NOUN
dad-10729	314	15	features	feature	NOUN
dad-10729	314	16	.	.	PUNCT
dad-10729	315	1	lowlevel	lowlevel	VERB
dad-10729	315	2	asr	asr	NOUN
dad-10729	315	3	features	feature	NOUN
dad-10729	315	4	such	such	ADJ
dad-10729	315	5	as	as	ADP
dad-10729	315	6	n	n	ADV
dad-10729	315	7	-	-	PUNCT
dad-10729	315	8	best	good	ADJ
dad-10729	315	9	scores	score	NOUN
dad-10729	315	10	and	and	CCONJ
dad-10729	315	11	word	word	NOUN
dad-10729	315	12	confusion	confusion	NOUN
dad-10729	315	13	network	network	NOUN
dad-10729	315	14	scores	score	NOUN
dad-10729	315	15	provide	provide	VERB
dad-10729	315	16	additional	additional	ADJ
dad-10729	315	17	signals	signal	NOUN
dad-10729	315	18	that	that	PRON
dad-10729	315	19	improves	improve	VERB
dad-10729	315	20	precision	precision	NOUN
dad-10729	315	21	(	(	PUNCT
dad-10729	315	22	williams	williams	PROPN
dad-10729	315	23	,	,	PUNCT
dad-10729	315	24	2014	2014	NUM
dad-10729	315	25	)	)	PUNCT
dad-10729	315	26	.	.	PUNCT
dad-10729	316	1	further	far	ADV
dad-10729	316	2	,	,	PUNCT
dad-10729	316	3	incorporating	incorporate	VERB
dad-10729	316	4	the	the	DET
dad-10729	316	5	asr	asr	NOUN
dad-10729	316	6	results	result	VERB
dad-10729	316	7	themselves	themselves	PRON
dad-10729	316	8	yields	yield	VERB
dad-10729	316	9	additional	additional	ADJ
dad-10729	316	10	dialog	dialog	NOUN
dad-10729	316	11	state	state	NOUN
dad-10729	316	12	hypotheses	hypothesis	NOUN
dad-10729	316	13	that	that	PRON
dad-10729	316	14	improve	improve	VERB
dad-10729	316	15	recall	recall	NOUN
dad-10729	316	16	(	(	PUNCT
dad-10729	316	17	section	section	NOUN
dad-10729	316	18	5.5	5.5	NUM
dad-10729	316	19	)	)	PUNCT
dad-10729	316	20	.	.	PUNCT
dad-10729	317	1	•	•	NOUN
dad-10729	317	2	sequential	sequential	ADJ
dad-10729	317	3	:	:	PUNCT
dad-10729	317	4	the	the	DET
dad-10729	317	5	best	good	ADJ
dad-10729	317	6	trackers	tracker	NOUN
dad-10729	317	7	either	either	CCONJ
dad-10729	317	8	model	model	NOUN
dad-10729	317	9	dialog	dialog	NOUN
dad-10729	317	10	directly	directly	ADV
dad-10729	317	11	as	as	ADP
dad-10729	317	12	a	a	DET
dad-10729	317	13	sequence	sequence	NOUN
dad-10729	317	14	–	–	PUNCT
dad-10729	317	15	crfs	crf	NOUN
dad-10729	317	16	for	for	ADP
dad-10729	317	17	team6	team6	PROPN
dad-10729	317	18	entry4	entry4	PROPN
dad-10729	317	19	in	in	ADP
dad-10729	317	20	dstc1	dstc1	PROPN
dad-10729	317	21	and	and	CCONJ
dad-10729	317	22	rnns	rnn	NOUN
dad-10729	317	23	for	for	ADP
dad-10729	317	24	team4	team4	NOUN
dad-10729	317	25	in	in	ADP
dad-10729	317	26	dstc2	dstc2	NOUN
dad-10729	317	27	and	and	CCONJ
dad-10729	317	28	team3	team3	NOUN
dad-10729	317	29	in	in	ADP
dad-10729	317	30	dstc3	dstc3	NOUN
dad-10729	317	31	–	–	PUNCT
dad-10729	317	32	or	or	CCONJ
dad-10729	317	33	otherwise	otherwise	ADV
dad-10729	317	34	incorporate	incorporate	VERB
dad-10729	317	35	extensive	extensive	ADJ
dad-10729	317	36	dialog	dialog	NOUN
dad-10729	317	37	history	history	NOUN
dad-10729	317	38	features	feature	VERB
dad-10729	317	39	,	,	PUNCT
dad-10729	317	40	as	as	ADP
dad-10729	317	41	in	in	ADP
dad-10729	317	42	team2	team2	PROPN
dad-10729	317	43	entries	entry	NOUN
dad-10729	317	44	1	1	NUM
dad-10729	317	45	and	and	CCONJ
dad-10729	317	46	3	3	NUM
dad-10729	317	47	in	in	ADP
dad-10729	317	48	dstc3	dstc3	PROPN
dad-10729	317	49	,	,	PUNCT
dad-10729	317	50	which	which	PRON
dad-10729	317	51	used	use	VERB
dad-10729	317	52	hundreds	hundred	NOUN
dad-10729	317	53	of	of	ADP
dad-10729	317	54	features	feature	NOUN
dad-10729	317	55	from	from	ADP
dad-10729	317	56	the	the	DET
dad-10729	317	57	dialog	dialog	NOUN
dad-10729	317	58	history	history	NOUN
dad-10729	317	59	.	.	PUNCT
dad-10729	318	1	passing	pass	VERB
dad-10729	318	2	only	only	ADV
dad-10729	318	3	the	the	DET
dad-10729	318	4	distribution	distribution	NOUN
dad-10729	318	5	over	over	ADP
dad-10729	318	6	hidden	hide	VERB
dad-10729	318	7	states	state	NOUN
dad-10729	318	8	from	from	ADP
dad-10729	318	9	one	one	NUM
dad-10729	318	10	turn	turn	NOUN
dad-10729	318	11	to	to	ADP
dad-10729	318	12	the	the	DET
dad-10729	318	13	next	next	ADJ
dad-10729	318	14	,	,	PUNCT
dad-10729	318	15	as	as	SCONJ
dad-10729	318	16	is	be	AUX
dad-10729	318	17	often	often	ADV
dad-10729	318	18	done	do	VERB
dad-10729	318	19	with	with	ADP
dad-10729	318	20	generative	generative	NOUN
dad-10729	318	21	or	or	CCONJ
dad-10729	318	22	rule	rule	NOUN
dad-10729	318	23	-	-	PUNCT
dad-10729	318	24	based	base	VERB
dad-10729	318	25	approaches	approach	NOUN
dad-10729	318	26	,	,	PUNCT
dad-10729	318	27	does	do	AUX
dad-10729	318	28	not	not	PART
dad-10729	318	29	perform	perform	VERB
dad-10729	318	30	as	as	ADV
dad-10729	318	31	well	well	ADV
dad-10729	318	32	.	.	PUNCT
dad-10729	319	1	relying	rely	VERB
dad-10729	319	2	on	on	ADP
dad-10729	319	3	the	the	DET
dad-10729	319	4	distribution	distribution	NOUN
dad-10729	319	5	over	over	ADP
dad-10729	319	6	states	state	NOUN
dad-10729	319	7	assumes	assume	VERB
dad-10729	319	8	that	that	SCONJ
dad-10729	319	9	state	state	NOUN
dad-10729	319	10	transitions	transition	NOUN
dad-10729	319	11	are	be	AUX
dad-10729	319	12	markovian	markovian	ADJ
dad-10729	319	13	;	;	PUNCT
dad-10729	319	14	this	this	DET
dad-10729	319	15	result	result	NOUN
dad-10729	319	16	suggests	suggest	VERB
dad-10729	319	17	that	that	SCONJ
dad-10729	319	18	states	state	NOUN
dad-10729	319	19	may	may	AUX
dad-10729	319	20	be	be	AUX
dad-10729	319	21	encoding	encode	VERB
dad-10729	319	22	insufficient	insufficient	ADJ
dad-10729	319	23	history	history	NOUN
dad-10729	319	24	for	for	ADP
dad-10729	319	25	the	the	DET
dad-10729	319	26	markov	markov	NOUN
dad-10729	319	27	assumption	assumption	NOUN
dad-10729	319	28	to	to	PART
dad-10729	319	29	be	be	AUX
dad-10729	319	30	valid	valid	ADJ
dad-10729	319	31	.	.	PUNCT
dad-10729	320	1	•	•	NUM
dad-10729	320	2	capture	capture	NOUN
dad-10729	320	3	feature	feature	NOUN
dad-10729	320	4	interactions	interaction	NOUN
dad-10729	320	5	:	:	PUNCT
dad-10729	320	6	the	the	DET
dad-10729	320	7	best	good	ADJ
dad-10729	320	8	trackers	tracker	NOUN
dad-10729	320	9	directly	directly	ADV
dad-10729	320	10	model	model	VERB
dad-10729	320	11	interactions	interaction	NOUN
dad-10729	320	12	between	between	ADP
dad-10729	320	13	features	feature	NOUN
dad-10729	320	14	.	.	PUNCT
dad-10729	321	1	for	for	ADP
dad-10729	321	2	example	example	NOUN
dad-10729	321	3	,	,	PUNCT
dad-10729	321	4	the	the	DET
dad-10729	321	5	best	good	ADJ
dad-10729	321	6	trackers	tracker	NOUN
dad-10729	321	7	in	in	ADP
dad-10729	321	8	dstc2	dstc2	NOUN
dad-10729	321	9	and	and	CCONJ
dad-10729	321	10	dstc3	dstc3	NOUN
dad-10729	321	11	directly	directly	ADV
dad-10729	321	12	modeled	model	VERB
dad-10729	321	13	feature	feature	NOUN
dad-10729	321	14	interactions	interaction	NOUN
dad-10729	321	15	,	,	PUNCT
dad-10729	321	16	either	either	CCONJ
dad-10729	321	17	via	via	ADP
dad-10729	321	18	(	(	PUNCT
dad-10729	321	19	recurrent	recurrent	ADJ
dad-10729	321	20	)	)	PUNCT
dad-10729	321	21	neural	neural	ADJ
dad-10729	321	22	networks	network	NOUN
dad-10729	321	23	or	or	CCONJ
dad-10729	321	24	collections	collection	NOUN
dad-10729	321	25	of	of	ADP
dad-10729	321	26	decision	decision	NOUN
dad-10729	321	27	trees	tree	NOUN
dad-10729	321	28	.	.	PUNCT
dad-10729	322	1	approaches	approach	NOUN
dad-10729	322	2	that	that	PRON
dad-10729	322	3	do	do	AUX
dad-10729	322	4	not	not	PART
dad-10729	322	5	capture	capture	VERB
dad-10729	322	6	feature	feature	NOUN
dad-10729	322	7	interactions	interaction	NOUN
dad-10729	322	8	,	,	PUNCT
dad-10729	322	9	such	such	ADJ
dad-10729	322	10	as	as	ADP
dad-10729	322	11	log	log	NOUN
dad-10729	322	12	-	-	PUNCT
dad-10729	322	13	linear	linear	NOUN
dad-10729	322	14	models	model	NOUN
dad-10729	322	15	where	where	SCONJ
dad-10729	322	16	each	each	DET
dad-10729	322	17	feature	feature	NOUN
dad-10729	322	18	of	of	ADP
dad-10729	322	19	a	a	DET
dad-10729	322	20	dialog	dialog	NOUN
dad-10729	322	21	state	state	NOUN
dad-10729	322	22	affects	affect	VERB
dad-10729	322	23	its	its	PRON
dad-10729	322	24	score	score	NOUN
dad-10729	322	25	independently	independently	ADV
dad-10729	322	26	–	–	PUNCT
dad-10729	322	27	for	for	ADP
dad-10729	322	28	example	example	NOUN
dad-10729	322	29	,	,	PUNCT
dad-10729	322	30	team5	team5	NOUN
dad-10729	322	31	entry1	entry1	NOUN
dad-10729	322	32	in	in	ADP
dad-10729	322	33	dstc1	dstc1	ADV
dad-10729	322	34	–	–	PUNCT
dad-10729	322	35	were	be	AUX
dad-10729	322	36	not	not	PART
dad-10729	322	37	top	top	ADJ
dad-10729	322	38	finishers	finisher	NOUN
dad-10729	322	39	.	.	PUNCT
dad-10729	323	1	•	•	NUM
dad-10729	323	2	joint	joint	ADJ
dad-10729	323	3	posteriors	posterior	NOUN
dad-10729	323	4	:	:	PUNCT
dad-10729	323	5	in	in	ADP
dad-10729	323	6	dstc1	dstc1	NOUN
dad-10729	323	7	and	and	CCONJ
dad-10729	323	8	dstc2	dstc2	PROPN
dad-10729	323	9	,	,	PUNCT
dad-10729	323	10	the	the	DET
dad-10729	323	11	best	good	ADJ
dad-10729	323	12	systems	system	NOUN
dad-10729	323	13	computed	compute	VERB
dad-10729	323	14	a	a	DET
dad-10729	323	15	joint	joint	ADJ
dad-10729	323	16	posterior	posterior	NOUN
dad-10729	323	17	over	over	ADP
dad-10729	323	18	all	all	DET
dad-10729	323	19	slots	slot	NOUN
dad-10729	323	20	,	,	PUNCT
dad-10729	323	21	rather	rather	ADV
dad-10729	323	22	than	than	ADP
dad-10729	323	23	computing	compute	VERB
dad-10729	323	24	a	a	DET
dad-10729	323	25	posterior	posterior	NOUN
dad-10729	323	26	as	as	ADP
dad-10729	323	27	a	a	DET
dad-10729	323	28	product	product	NOUN
dad-10729	323	29	of	of	ADP
dad-10729	323	30	the	the	DET
dad-10729	323	31	marginals	marginal	NOUN
dad-10729	323	32	for	for	ADP
dad-10729	323	33	each	each	DET
dad-10729	323	34	slot	slot	NOUN
dad-10729	323	35	.	.	PUNCT
dad-10729	324	1	the	the	DET
dad-10729	324	2	gain	gain	NOUN
dad-10729	324	3	observed	observe	VERB
dad-10729	324	4	in	in	ADP
dad-10729	324	5	dstc1	dstc1	PROPN
dad-10729	324	6	(	(	PUNCT
dad-10729	324	7	table	table	NOUN
dad-10729	324	8	5b	5b	NUM
dad-10729	324	9	)	)	PUNCT
dad-10729	324	10	was	be	AUX
dad-10729	324	11	particularly	particularly	ADV
dad-10729	324	12	large	large	ADJ
dad-10729	324	13	,	,	PUNCT
dad-10729	324	14	whereas	whereas	SCONJ
dad-10729	324	15	the	the	DET
dad-10729	324	16	gain	gain	NOUN
dad-10729	324	17	in	in	ADP
dad-10729	324	18	dstc2	dstc2	NOUN
dad-10729	324	19	was	be	AUX
dad-10729	324	20	present	present	ADJ
dad-10729	324	21	but	but	CCONJ
dad-10729	324	22	small	small	ADJ
dad-10729	324	23	(	(	PUNCT
dad-10729	324	24	henderson	henderson	PROPN
dad-10729	324	25	et	et	PROPN
dad-10729	324	26	al	al	PROPN
dad-10729	324	27	.	.	PROPN
dad-10729	324	28	,	,	PUNCT
dad-10729	324	29	2014b	2014b	NUM
dad-10729	324	30	)	)	PUNCT
dad-10729	324	31	.	.	PUNCT
dad-10729	325	1	this	this	DET
dad-10729	325	2	difference	difference	NOUN
dad-10729	325	3	is	be	AUX
dad-10729	325	4	probably	probably	ADV
dad-10729	325	5	due	due	ADJ
dad-10729	325	6	to	to	ADP
dad-10729	325	7	differences	difference	NOUN
dad-10729	325	8	in	in	ADP
dad-10729	325	9	the	the	DET
dad-10729	325	10	domains	domain	NOUN
dad-10729	325	11	:	:	PUNCT
dad-10729	325	12	bus	bus	NOUN
dad-10729	325	13	stops	stop	NOUN
dad-10729	325	14	and	and	CCONJ
dad-10729	325	15	bus	bus	NOUN
dad-10729	325	16	routes	route	NOUN
dad-10729	325	17	requested	request	VERB
dad-10729	325	18	by	by	ADP
dad-10729	325	19	real	real	ADJ
dad-10729	325	20	callers	caller	NOUN
dad-10729	325	21	in	in	ADP
dad-10729	325	22	dstc1	dstc1	ADV
dad-10729	325	23	were	be	AUX
dad-10729	325	24	highly	highly	ADV
dad-10729	325	25	correlated	correlate	VERB
dad-10729	325	26	,	,	PUNCT
dad-10729	325	27	whereas	whereas	SCONJ
dad-10729	325	28	the	the	DET
dad-10729	325	29	subjects	subject	NOUN
dad-10729	325	30	in	in	ADP
dad-10729	325	31	dstc2	dstc2	NOUN
dad-10729	325	32	and	and	CCONJ
dad-10729	325	33	dstc3	dstc3	NOUN
dad-10729	325	34	were	be	AUX
dad-10729	325	35	given	give	VERB
dad-10729	325	36	a	a	DET
dad-10729	325	37	specification	specification	NOUN
dad-10729	325	38	with	with	ADP
dad-10729	325	39	slot	slot	NOUN
dad-10729	325	40	values	value	NOUN
dad-10729	325	41	drawn	draw	VERB
dad-10729	325	42	closer	close	ADV
dad-10729	325	43	to	to	ADP
dad-10729	325	44	uniform	uniform	NOUN
dad-10729	325	45	.	.	PUNCT
dad-10729	326	1	6	6	NUM
dad-10729	326	2	.	.	NOUN
dad-10729	326	3	practical	practical	ADJ
dad-10729	326	4	issues	issue	NOUN
dad-10729	326	5	and	and	CCONJ
dad-10729	326	6	lessons	lesson	NOUN
dad-10729	326	7	learned	learn	VERB
dad-10729	326	8	the	the	DET
dad-10729	326	9	main	main	ADJ
dad-10729	326	10	effort	effort	NOUN
dad-10729	326	11	in	in	ADP
dad-10729	326	12	organizing	organize	VERB
dad-10729	326	13	the	the	DET
dad-10729	326	14	dstc	dstc	NOUN
dad-10729	326	15	series	series	NOUN
dad-10729	326	16	was	be	AUX
dad-10729	326	17	the	the	DET
dad-10729	326	18	preparation	preparation	NOUN
dad-10729	326	19	of	of	ADP
dad-10729	326	20	the	the	DET
dad-10729	326	21	data	datum	NOUN
dad-10729	326	22	.	.	PUNCT
dad-10729	327	1	in	in	ADP
dad-10729	327	2	dstc1	dstc1	PROPN
dad-10729	327	3	,	,	PUNCT
dad-10729	327	4	this	this	DET
dad-10729	327	5	task	task	NOUN
dad-10729	327	6	was	be	AUX
dad-10729	327	7	particularly	particularly	ADV
dad-10729	327	8	labor	labor	NOUN
dad-10729	327	9	-	-	PUNCT
dad-10729	327	10	intensive	intensive	ADJ
dad-10729	327	11	because	because	SCONJ
dad-10729	327	12	there	there	PRON
dad-10729	327	13	was	be	VERB
dad-10729	327	14	no	no	DET
dad-10729	327	15	ontology	ontology	NOUN
dad-10729	327	16	of	of	ADP
dad-10729	327	17	bus	bus	NOUN
dad-10729	327	18	stops	stop	NOUN
dad-10729	327	19	available	available	ADJ
dad-10729	327	20	,	,	PUNCT
dad-10729	327	21	which	which	PRON
dad-10729	327	22	18	18	NUM
dad-10729	327	23	dialog	dialog	NOUN
dad-10729	327	24	state	state	NOUN
dad-10729	327	25	tracking	tracking	NOUN
dad-10729	327	26	overview	overview	NOUN
dad-10729	327	27	entry	entry	NOUN
dad-10729	327	28	reference	reference	NOUN
dad-10729	327	29	description	description	NOUN
dad-10729	327	30	team1	team1	PROPN
dad-10729	327	31	entry1	entry1	PROPN
dad-10729	327	32	(	(	PUNCT
dad-10729	327	33	henderson	henderson	PROPN
dad-10729	327	34	et	et	PROPN
dad-10729	327	35	al	al	PROPN
dad-10729	327	36	.	.	PROPN
dad-10729	327	37	,	,	PUNCT
dad-10729	327	38	2013	2013	NUM
dad-10729	327	39	)	)	PUNCT
dad-10729	327	40	deep	deep	ADJ
dad-10729	327	41	neural	neural	ADJ
dad-10729	327	42	network	network	PROPN
dad-10729	327	43	team2	team2	PROPN
dad-10729	327	44	entry1	entry1	PROPN
dad-10729	327	45	(	(	PUNCT
dad-10729	327	46	wang	wang	PROPN
dad-10729	327	47	and	and	CCONJ
dad-10729	327	48	lemon	lemon	PROPN
dad-10729	327	49	,	,	PUNCT
dad-10729	327	50	2013	2013	NUM
dad-10729	327	51	)	)	PUNCT
dad-10729	327	52	hand	hand	NOUN
dad-10729	327	53	-	-	PUNCT
dad-10729	327	54	crafted	craft	VERB
dad-10729	327	55	rules	rule	NOUN
dad-10729	327	56	based	base	VERB
dad-10729	327	57	on	on	ADP
dad-10729	327	58	confidence	confidence	NOUN
dad-10729	327	59	scores	score	NOUN
dad-10729	327	60	team3	team3	NOUN
dad-10729	327	61	entry2	entry2	PROPN
dad-10729	327	62	(	(	PUNCT
dad-10729	327	63	zilka	zilka	NOUN
dad-10729	327	64	et	et	PROPN
dad-10729	327	65	al	al	PROPN
dad-10729	327	66	.	.	PROPN
dad-10729	327	67	,	,	PUNCT
dad-10729	327	68	2013	2013	NUM
dad-10729	327	69	)	)	PUNCT
dad-10729	327	70	discriminative	discriminative	NOUN
dad-10729	327	71	classifier	classifier	NOUN
dad-10729	327	72	+	+	CCONJ
dad-10729	327	73	hand	hand	NOUN
dad-10729	327	74	-	-	PUNCT
dad-10729	327	75	crafted	craft	VERB
dad-10729	327	76	transition	transition	NOUN
dad-10729	327	77	probabilities	probability	NOUN
dad-10729	327	78	team4	team4	NOUN
dad-10729	327	79	entry1	entry1	PROPN
dad-10729	327	80	(	(	PUNCT
dad-10729	327	81	anonymous	anonymous	ADJ
dad-10729	327	82	)	)	PUNCT
dad-10729	327	83	discriminative	discriminative	NOUN
dad-10729	327	84	dynamic	dynamic	ADJ
dad-10729	327	85	bayesian	bayesian	NOUN
dad-10729	327	86	network	network	NOUN
dad-10729	327	87	team5	team5	NOUN
dad-10729	327	88	entry1	entry1	NOUN
dad-10729	327	89	(	(	PUNCT
dad-10729	327	90	williams	williams	PROPN
dad-10729	327	91	,	,	PUNCT
dad-10729	327	92	2013	2013	NUM
dad-10729	327	93	)	)	PUNCT
dad-10729	327	94	decision	decision	NOUN
dad-10729	327	95	tree	tree	NOUN
dad-10729	327	96	team6	team6	PROPN
dad-10729	327	97	entry4	entry4	PROPN
dad-10729	328	1	(	(	PUNCT
dad-10729	328	2	lee	lee	PROPN
dad-10729	328	3	and	and	CCONJ
dad-10729	328	4	eskenazi	eskenazi	ADJ
dad-10729	328	5	,	,	PUNCT
dad-10729	328	6	2013	2013	NUM
dad-10729	328	7	)	)	PUNCT
dad-10729	328	8	discriminative	discriminative	NOUN
dad-10729	328	9	+	+	CCONJ
dad-10729	328	10	generative	generative	ADJ
dad-10729	328	11	(	(	PUNCT
dad-10729	328	12	system	system	NOUN
dad-10729	328	13	combination	combination	NOUN
dad-10729	328	14	)	)	PUNCT
dad-10729	328	15	;	;	PUNCT
dad-10729	328	16	unsupervised	unsupervised	ADJ
dad-10729	328	17	prior	prior	ADJ
dad-10729	328	18	adaptation	adaptation	NOUN
dad-10729	328	19	team7	team7	X
dad-10729	329	1	entry1	entry1	NOUN
dad-10729	330	1	(	(	PUNCT
dad-10729	330	2	anonymous	anonymous	PROPN
dad-10729	330	3	)	)	PUNCT
dad-10729	330	4	discriminatively	discriminatively	ADV
dad-10729	330	5	trained	train	VERB
dad-10729	330	6	graphical	graphical	ADJ
dad-10729	330	7	model	model	NOUN
dad-10729	330	8	team8	team8	PROPN
dad-10729	330	9	entry4	entry4	PROPN
dad-10729	330	10	(	(	PUNCT
dad-10729	330	11	anonymous	anonymous	ADJ
dad-10729	330	12	)	)	PUNCT
dad-10729	330	13	support	support	NOUN
dad-10729	330	14	vector	vector	NOUN
dad-10729	330	15	machines	machine	NOUN
dad-10729	330	16	team9	team9	PROPN
dad-10729	330	17	entry4	entry4	PROPN
dad-10729	331	1	(	(	PUNCT
dad-10729	331	2	kim	kim	PROPN
dad-10729	331	3	et	et	PROPN
dad-10729	331	4	al	al	PROPN
dad-10729	331	5	.	.	PROPN
dad-10729	331	6	,	,	PUNCT
dad-10729	331	7	2013	2013	NUM
dad-10729	331	8	)	)	PUNCT
dad-10729	331	9	generative	generative	NOUN
dad-10729	331	10	plus	plus	CCONJ
dad-10729	331	11	discriminative	discriminative	NOUN
dad-10729	331	12	re	re	NOUN
dad-10729	331	13	-	-	NOUN
dad-10729	331	14	scoring	scoring	ADJ
dad-10729	331	15	.	.	PUNCT
dad-10729	332	1	(	(	PUNCT
dad-10729	332	2	a	a	X
dad-10729	332	3	)	)	PUNCT
dad-10729	332	4	dstc1	dstc1	PROPN
dad-10729	332	5	entries	entry	NOUN
dad-10729	332	6	.	.	PUNCT
dad-10729	333	1	references	reference	NOUN
dad-10729	333	2	cited	cite	VERB
dad-10729	333	3	where	where	SCONJ
dad-10729	333	4	teams	team	NOUN
dad-10729	333	5	identified	identify	VERB
dad-10729	333	6	their	their	PRON
dad-10729	333	7	entry	entry	NOUN
dad-10729	333	8	in	in	ADP
dad-10729	333	9	a	a	DET
dad-10729	333	10	published	publish	VERB
dad-10729	333	11	paper	paper	NOUN
dad-10729	333	12	.	.	PUNCT
dad-10729	334	1	description	description	NOUN
dad-10729	334	2	based	base	VERB
dad-10729	334	3	on	on	ADP
dad-10729	334	4	survey	survey	NOUN
dad-10729	334	5	collected	collect	VERB
dad-10729	334	6	from	from	ADP
dad-10729	334	7	participants	participant	NOUN
dad-10729	334	8	.	.	PUNCT
dad-10729	335	1	features	feature	VERB
dad-10729	335	2	goals	goal	NOUN
dad-10729	335	3	joint	joint	ADJ
dad-10729	335	4	goals	goal	NOUN
dad-10729	335	5	entry	entry	NOUN
dad-10729	335	6	asr	asr	PROPN
dad-10729	335	7	slu	slu	PROPN
dad-10729	335	8	acc	acc	PROPN
dad-10729	335	9	.	.	PROPN
dad-10729	335	10	l2	l2	PROPN
dad-10729	335	11	acc	acc	PROPN
dad-10729	335	12	.	.	PROPN
dad-10729	335	13	l2	l2	PROPN
dad-10729	335	14	majority	majority	NOUN
dad-10729	335	15	class	class	NOUN
dad-10729	335	16	baseline1	baseline1	PROPN
dad-10729	335	17	x	x	PROPN
dad-10729	336	1	0.554	0.554	SYM
dad-10729	336	2	0.631	0.631	NUM
dad-10729	336	3	0.166	0.166	NUM
dad-10729	336	4	1.180	1.180	NUM
dad-10729	336	5	1	1	NUM
dad-10729	336	6	-	-	PUNCT
dad-10729	336	7	best	good	ADJ
dad-10729	336	8	baseline1	baseline1	NOUN
dad-10729	336	9	x	x	PUNCT
dad-10729	337	1	0.564	0.564	NUM
dad-10729	337	2	0.599	0.599	NUM
dad-10729	337	3	0.241	0.241	NUM
dad-10729	337	4	1.078	1.078	NUM
dad-10729	337	5	team1	team1	X
dad-10729	337	6	entry1	entry1	NOUN
dad-10729	337	7	x	x	PUNCT
dad-10729	338	1	0.674	0.674	NUM
dad-10729	338	2	0.612	0.612	NUM
dad-10729	338	3	0.349	0.349	NUM
dad-10729	338	4	1.067	1.067	NUM
dad-10729	338	5	team2	team2	X
dad-10729	338	6	entry1	entry1	NOUN
dad-10729	338	7	x	x	PUNCT
dad-10729	338	8	0.683	0.683	SYM
dad-10729	338	9	0.532	0.532	NUM
dad-10729	338	10	0.354	0.354	NUM
dad-10729	338	11	1.055	1.055	NUM
dad-10729	338	12	team3	team3	NOUN
dad-10729	338	13	entry2	entry2	NOUN
dad-10729	338	14	x	x	PUNCT
dad-10729	338	15	0.650	0.650	NUM
dad-10729	338	16	0.503	0.503	NUM
dad-10729	338	17	0.339	0.339	NUM
dad-10729	338	18	0.964	0.964	NUM
dad-10729	338	19	team4	team4	NOUN
dad-10729	338	20	entry1	entry1	NOUN
dad-10729	338	21	x	x	PUNCT
dad-10729	338	22	0.565	0.565	NUM
dad-10729	338	23	0.626	0.626	NUM
dad-10729	338	24	0.278	0.278	NUM
dad-10729	338	25	1.045	1.045	NUM
dad-10729	338	26	team5	team5	NOUN
dad-10729	338	27	entry1	entry1	NOUN
dad-10729	338	28	x	x	PUNCT
dad-10729	338	29	0.691	0.691	NUM
dad-10729	338	30	0.503	0.503	NUM
dad-10729	338	31	0.237	0.237	NUM
dad-10729	338	32	1.087	1.087	NUM
dad-10729	338	33	team6	team6	NOUN
dad-10729	338	34	entry4	entry4	NOUN
dad-10729	338	35	x	x	PUNCT
dad-10729	339	1	0.765	0.765	NUM
dad-10729	339	2	0.443	0.443	NUM
dad-10729	339	3	0.466	0.466	NUM
dad-10729	339	4	0.890	0.890	NUM
dad-10729	339	5	team7	team7	VERB
dad-10729	339	6	entry1	entry1	NOUN
dad-10729	339	7	x	x	PUNCT
dad-10729	339	8	0.615	0.615	NUM
dad-10729	339	9	0.562	0.562	NUM
dad-10729	339	10	0.283	0.283	NUM
dad-10729	339	11	1.058	1.058	NUM
dad-10729	339	12	team8	team8	NOUN
dad-10729	339	13	entry4	entry4	NOUN
dad-10729	339	14	x	x	PUNCT
dad-10729	340	1	0.584	0.584	NUM
dad-10729	340	2	0.592	0.592	NUM
dad-10729	340	3	0.226	0.226	NUM
dad-10729	340	4	1.098	1.098	NUM
dad-10729	340	5	team9	team9	NOUN
dad-10729	340	6	entry4	entry4	NOUN
dad-10729	340	7	x	x	PUNCT
dad-10729	341	1	0.724	0.724	NUM
dad-10729	341	2	0.492	0.492	NUM
dad-10729	341	3	0.357	0.357	NUM
dad-10729	341	4	1.024	1.024	NUM
dad-10729	341	5	slu	slu	NOUN
dad-10729	341	6	-	-	PUNCT
dad-10729	341	7	based	base	VERB
dad-10729	341	8	oracle	oracle	NOUN
dad-10729	341	9	x	x	PUNCT
dad-10729	341	10	1.000	1.000	NUM
dad-10729	341	11	0.000	0.000	NUM
dad-10729	341	12	1.000	1.000	NUM
dad-10729	341	13	0.000	0.000	NUM
dad-10729	341	14	(	(	PUNCT
dad-10729	341	15	b	b	NOUN
dad-10729	341	16	)	)	PUNCT
dad-10729	341	17	dstc1	dstc1	NOUN
dad-10729	341	18	results	result	NOUN
dad-10729	341	19	.	.	PUNCT
dad-10729	342	1	the	the	DET
dad-10729	342	2	top	top	ADJ
dad-10729	342	3	performing	perform	VERB
dad-10729	342	4	trackers	tracker	NOUN
dad-10729	342	5	from	from	ADP
dad-10729	342	6	each	each	DET
dad-10729	342	7	team	team	NOUN
dad-10729	342	8	are	be	AUX
dad-10729	342	9	selected	select	VERB
dad-10729	342	10	.	.	PUNCT
dad-10729	343	1	results	result	NOUN
dad-10729	343	2	are	be	AUX
dad-10729	343	3	derived	derive	VERB
dad-10729	343	4	from	from	ADP
dad-10729	343	5	combining	combine	VERB
dad-10729	343	6	all	all	DET
dad-10729	343	7	test	test	NOUN
dad-10729	343	8	sets	set	NOUN
dad-10729	343	9	in	in	ADP
dad-10729	343	10	the	the	DET
dad-10729	343	11	evaluation	evaluation	NOUN
dad-10729	343	12	.	.	PUNCT
dad-10729	344	1	in	in	ADP
dad-10729	344	2	dstc1	dstc1	PROPN
dad-10729	344	3	,	,	PUNCT
dad-10729	344	4	none	none	NOUN
dad-10729	344	5	of	of	ADP
dad-10729	344	6	the	the	DET
dad-10729	344	7	entries	entry	NOUN
dad-10729	344	8	used	use	VERB
dad-10729	344	9	the	the	DET
dad-10729	344	10	asr	asr	NOUN
dad-10729	344	11	output	output	NOUN
dad-10729	344	12	.	.	PUNCT
dad-10729	345	1	1williams	1williams	NUM
dad-10729	345	2	et	et	NOUN
dad-10729	345	3	al	al	PROPN
dad-10729	345	4	.	.	PUNCT
dad-10729	346	1	(	(	PUNCT
dad-10729	346	2	2013	2013	NUM
dad-10729	346	3	)	)	PUNCT
dad-10729	346	4	.	.	PUNCT
dad-10729	347	1	table	table	NOUN
dad-10729	347	2	5	5	NUM
dad-10729	347	3	:	:	PUNCT
dad-10729	347	4	entries	entry	NOUN
dad-10729	347	5	and	and	CCONJ
dad-10729	347	6	results	result	NOUN
dad-10729	347	7	of	of	ADP
dad-10729	347	8	dstc1	dstc1	PROPN
dad-10729	347	9	.	.	PUNCT
dad-10729	348	1	19	19	NUM
dad-10729	348	2	williams	williams	PROPN
dad-10729	348	3	,	,	PUNCT
dad-10729	348	4	raux	raux	PROPN
dad-10729	348	5	,	,	PUNCT
dad-10729	348	6	and	and	CCONJ
dad-10729	348	7	henderson	henderson	PROPN
dad-10729	348	8	entry	entry	NOUN
dad-10729	348	9	reference	reference	NOUN
dad-10729	348	10	description	description	NOUN
dad-10729	348	11	team1	team1	PROPN
dad-10729	348	12	entry0	entry0	PROPN
dad-10729	348	13	(	(	PUNCT
dad-10729	348	14	kim	kim	PROPN
dad-10729	348	15	and	and	CCONJ
dad-10729	348	16	banchs	banch	NOUN
dad-10729	348	17	,	,	PUNCT
dad-10729	348	18	2014	2014	NUM
dad-10729	348	19	)	)	PUNCT
dad-10729	348	20	linear	linear	PROPN
dad-10729	348	21	crf	crf	PROPN
dad-10729	348	22	team3	team3	PROPN
dad-10729	348	23	entry0	entry0	PROPN
dad-10729	349	1	(	(	PUNCT
dad-10729	349	2	smith	smith	PROPN
dad-10729	349	3	,	,	PUNCT
dad-10729	349	4	2014	2014	NUM
dad-10729	349	5	)	)	PUNCT
dad-10729	349	6	discourse	discourse	NOUN
dad-10729	349	7	rules	rule	NOUN
dad-10729	349	8	+	+	CCONJ
dad-10729	349	9	dialog	dialog	PROPN
dad-10729	349	10	act	act	NOUN
dad-10729	349	11	bigrams	bigrams	PROPN
dad-10729	349	12	team4	team4	PROPN
dad-10729	349	13	entry2	entry2	PROPN
dad-10729	349	14	(	(	PUNCT
dad-10729	349	15	henderson	henderson	PROPN
dad-10729	349	16	et	et	PROPN
dad-10729	349	17	al	al	PROPN
dad-10729	349	18	.	.	PROPN
dad-10729	349	19	,	,	PUNCT
dad-10729	349	20	2014d	2014d	NUM
dad-10729	349	21	)	)	PUNCT
dad-10729	349	22	recurrent	recurrent	ADJ
dad-10729	349	23	neural	neural	ADJ
dad-10729	349	24	network	network	NOUN
dad-10729	349	25	team6	team6	PROPN
dad-10729	349	26	entry2	entry2	PROPN
dad-10729	349	27	(	(	PUNCT
dad-10729	349	28	anonymous	anonymous	PROPN
dad-10729	349	29	)	)	PUNCT
dad-10729	349	30	maximum	maximum	PROPN
dad-10729	349	31	entropy	entropy	PROPN
dad-10729	349	32	markov	markov	PROPN
dad-10729	349	33	model	model	NOUN
dad-10729	349	34	,	,	PUNCT
dad-10729	349	35	with	with	ADP
dad-10729	349	36	dnn	dnn	PROPN
dad-10729	349	37	output	output	NOUN
dad-10729	349	38	distribution	distribution	NOUN
dad-10729	349	39	team7	team7	X
dad-10729	350	1	entry4	entry4	PROPN
dad-10729	351	1	(	(	PUNCT
dad-10729	351	2	sun	sun	NOUN
dad-10729	351	3	et	et	PROPN
dad-10729	351	4	al	al	PROPN
dad-10729	351	5	.	.	PROPN
dad-10729	351	6	,	,	PUNCT
dad-10729	351	7	2014b	2014b	NUM
dad-10729	351	8	)	)	PUNCT
dad-10729	351	9	system	system	NOUN
dad-10729	351	10	combination	combination	NOUN
dad-10729	351	11	of	of	ADP
dad-10729	351	12	a	a	DET
dad-10729	351	13	deep	deep	ADJ
dad-10729	351	14	neural	neural	ADJ
dad-10729	351	15	network	network	NOUN
dad-10729	351	16	and	and	CCONJ
dad-10729	351	17	maximum	maximum	PROPN
dad-10729	351	18	entropy	entropy	PROPN
dad-10729	351	19	model	model	PROPN
dad-10729	351	20	team8	team8	NOUN
dad-10729	351	21	entry1	entry1	NOUN
dad-10729	351	22	(	(	PUNCT
dad-10729	351	23	lee	lee	PROPN
dad-10729	351	24	et	et	PROPN
dad-10729	351	25	al	al	PROPN
dad-10729	351	26	.	.	PROPN
dad-10729	351	27	,	,	PUNCT
dad-10729	351	28	2014	2014	NUM
dad-10729	351	29	)	)	PUNCT
dad-10729	351	30	hidden	hide	VERB
dad-10729	351	31	information	information	NOUN
dad-10729	351	32	state	state	NOUN
dad-10729	351	33	model	model	NOUN
dad-10729	351	34	+	+	CCONJ
dad-10729	351	35	goal	goal	NOUN
dad-10729	351	36	change	change	NOUN
dad-10729	351	37	handling	handle	VERB
dad-10729	351	38	model	model	NOUN
dad-10729	351	39	+	+	CCONJ
dad-10729	351	40	system	system	NOUN
dad-10729	351	41	-	-	PUNCT
dad-10729	351	42	user	user	NOUN
dad-10729	351	43	action	action	NOUN
dad-10729	351	44	pair	pair	NOUN
dad-10729	351	45	weighting	weight	VERB
dad-10729	351	46	model	model	NOUN
dad-10729	351	47	team9	team9	PROPN
dad-10729	351	48	entry0	entry0	PROPN
dad-10729	352	1	(	(	PUNCT
dad-10729	352	2	anonymous	anonymous	PROPN
dad-10729	352	3	)	)	PUNCT
dad-10729	352	4	baseline	baseline	NOUN
dad-10729	352	5	,	,	PUNCT
dad-10729	352	6	augmented	augment	VERB
dad-10729	352	7	with	with	ADP
dad-10729	352	8	priors	prior	NOUN
dad-10729	352	9	from	from	ADP
dad-10729	352	10	a	a	DET
dad-10729	352	11	confusion	confusion	NOUN
dad-10729	352	12	matrix	matrix	NOUN
dad-10729	352	13	team2	team2	PROPN
dad-10729	352	14	entry2	entry2	PROPN
dad-10729	352	15	(	(	PUNCT
dad-10729	352	16	williams	williams	PROPN
dad-10729	352	17	,	,	PUNCT
dad-10729	352	18	2014	2014	NUM
dad-10729	352	19	)	)	PUNCT
dad-10729	352	20	recurrent	recurrent	ADJ
dad-10729	352	21	neural	neural	ADJ
dad-10729	352	22	network	network	NOUN
dad-10729	352	23	team4	team4	PROPN
dad-10729	352	24	entry0	entry0	PROPN
dad-10729	352	25	(	(	PUNCT
dad-10729	352	26	henderson	henderson	PROPN
dad-10729	352	27	et	et	PROPN
dad-10729	352	28	al	al	PROPN
dad-10729	352	29	.	.	PROPN
dad-10729	352	30	,	,	PUNCT
dad-10729	352	31	2014d	2014d	NUM
dad-10729	352	32	)	)	PUNCT
dad-10729	352	33	recurrent	recurrent	ADJ
dad-10729	352	34	neural	neural	ADJ
dad-10729	352	35	network	network	NOUN
dad-10729	352	36	team7	team7	PROPN
dad-10729	353	1	entry0	entry0	PROPN
dad-10729	354	1	(	(	PUNCT
dad-10729	354	2	sun	sun	PROPN
dad-10729	354	3	et	et	PROPN
dad-10729	354	4	al	al	PROPN
dad-10729	354	5	.	.	PROPN
dad-10729	354	6	,	,	PUNCT
dad-10729	354	7	2014b	2014b	NUM
dad-10729	354	8	)	)	PUNCT
dad-10729	354	9	system	system	NOUN
dad-10729	354	10	combination	combination	NOUN
dad-10729	354	11	of	of	ADP
dad-10729	354	12	a	a	DET
dad-10729	354	13	deep	deep	ADJ
dad-10729	354	14	neural	neural	ADJ
dad-10729	354	15	network	network	NOUN
dad-10729	354	16	,	,	PUNCT
dad-10729	354	17	maximum	maximum	PROPN
dad-10729	354	18	entropy	entropy	NOUN
dad-10729	354	19	model	model	NOUN
dad-10729	354	20	,	,	PUNCT
dad-10729	354	21	and	and	CCONJ
dad-10729	354	22	rules	rule	VERB
dad-10729	354	23	team2	team2	PROPN
dad-10729	354	24	entry1	entry1	PROPN
dad-10729	354	25	(	(	PUNCT
dad-10729	354	26	williams	williams	PROPN
dad-10729	354	27	,	,	PUNCT
dad-10729	354	28	2014	2014	NUM
dad-10729	354	29	)	)	PUNCT
dad-10729	355	1	ranking	rank	VERB
dad-10729	355	2	(	(	PUNCT
dad-10729	355	3	lambdamart	lambdamart	NOUN
dad-10729	355	4	)	)	PUNCT
dad-10729	355	5	team2	team2	PROPN
dad-10729	355	6	entry3	entry3	PROPN
dad-10729	356	1	(	(	PUNCT
dad-10729	356	2	williams	williams	PROPN
dad-10729	356	3	,	,	PUNCT
dad-10729	356	4	2014	2014	NUM
dad-10729	356	5	)	)	PUNCT
dad-10729	356	6	ranking	rank	VERB
dad-10729	356	7	(	(	PUNCT
dad-10729	356	8	lambdamart	lambdamart	NOUN
dad-10729	356	9	)	)	PUNCT
dad-10729	356	10	team5	team5	NOUN
dad-10729	357	1	entry4	entry4	NOUN
dad-10729	358	1	(	(	PUNCT
dad-10729	358	2	anonymous	anonymous	PROPN
dad-10729	358	3	)	)	PUNCT
dad-10729	358	4	asr	asr	PROPN
dad-10729	358	5	/	/	SYM
dad-10729	358	6	slu	slu	NOUN
dad-10729	358	7	re	re	NOUN
dad-10729	358	8	-	-	VERB
dad-10729	358	9	ranking	ranking	ADJ
dad-10729	358	10	(	(	PUNCT
dad-10729	358	11	a	a	NOUN
dad-10729	358	12	)	)	PUNCT
dad-10729	358	13	dstc2	dstc2	NOUN
dad-10729	358	14	entries	entry	NOUN
dad-10729	358	15	.	.	PUNCT
dad-10729	359	1	references	reference	NOUN
dad-10729	359	2	cited	cite	VERB
dad-10729	359	3	where	where	SCONJ
dad-10729	359	4	teams	team	NOUN
dad-10729	359	5	identified	identify	VERB
dad-10729	359	6	their	their	PRON
dad-10729	359	7	entry	entry	NOUN
dad-10729	359	8	in	in	ADP
dad-10729	359	9	a	a	DET
dad-10729	359	10	published	publish	VERB
dad-10729	359	11	paper	paper	NOUN
dad-10729	359	12	.	.	PUNCT
dad-10729	360	1	description	description	NOUN
dad-10729	360	2	based	base	VERB
dad-10729	360	3	on	on	ADP
dad-10729	360	4	survey	survey	NOUN
dad-10729	360	5	collected	collect	VERB
dad-10729	360	6	from	from	ADP
dad-10729	360	7	participants	participant	NOUN
dad-10729	360	8	.	.	PUNCT
dad-10729	361	1	features	feature	VERB
dad-10729	361	2	joint	joint	ADJ
dad-10729	361	3	goals	goal	NOUN
dad-10729	361	4	search	search	NOUN
dad-10729	361	5	method	method	NOUN
dad-10729	361	6	requested	request	VERB
dad-10729	361	7	entry	entry	NOUN
dad-10729	361	8	asr	asr	PROPN
dad-10729	361	9	slu	slu	PROPN
dad-10729	361	10	acc	acc	PROPN
dad-10729	361	11	.	.	PROPN
dad-10729	361	12	l2	l2	PROPN
dad-10729	361	13	acc	acc	PROPN
dad-10729	361	14	.	.	PROPN
dad-10729	361	15	l2	l2	PROPN
dad-10729	361	16	acc	acc	PROPN
dad-10729	361	17	.	.	PUNCT
dad-10729	361	18	l2	l2	PROPN
dad-10729	361	19	1	1	NUM
dad-10729	361	20	-	-	PUNCT
dad-10729	361	21	best	good	ADJ
dad-10729	361	22	baseline1	baseline1	NOUN
dad-10729	361	23	x	x	PUNCT
dad-10729	362	1	0.619	0.619	NUM
dad-10729	362	2	0.738	0.738	NUM
dad-10729	362	3	0.879	0.879	NUM
dad-10729	362	4	0.209	0.209	NUM
dad-10729	362	5	0.884	0.884	NUM
dad-10729	362	6	0.196	0.196	NUM
dad-10729	362	7	focus	focus	NOUN
dad-10729	362	8	baseline1	baseline1	NOUN
dad-10729	362	9	x	x	PUNCT
dad-10729	362	10	0.719	0.719	NUM
dad-10729	362	11	0.464	0.464	NUM
dad-10729	362	12	0.867	0.867	NUM
dad-10729	362	13	0.210	0.210	NUM
dad-10729	362	14	0.879	0.879	NUM
dad-10729	362	15	0.206	0.206	NUM
dad-10729	362	16	hwu	hwu	PROPN
dad-10729	362	17	baseline2	baseline2	NOUN
dad-10729	362	18	x	x	PUNCT
dad-10729	362	19	0.711	0.711	NUM
dad-10729	362	20	0.466	0.466	NUM
dad-10729	362	21	0.897	0.897	NUM
dad-10729	362	22	0.158	0.158	NUM
dad-10729	362	23	0.884	0.884	NUM
dad-10729	362	24	0.201	0.201	NUM
dad-10729	362	25	team1	team1	X
dad-10729	362	26	entry0	entry0	PROPN
dad-10729	363	1	x	x	PUNCT
dad-10729	363	2	0.601	0.601	NUM
dad-10729	363	3	0.648	0.648	NUM
dad-10729	363	4	0.904	0.904	NUM
dad-10729	363	5	0.155	0.155	NUM
dad-10729	363	6	0.960	0.960	NUM
dad-10729	363	7	0.073	0.073	NUM
dad-10729	363	8	team3	team3	NOUN
dad-10729	363	9	entry0	entry0	NOUN
dad-10729	364	1	x	x	PUNCT
dad-10729	364	2	0.729	0.729	NUM
dad-10729	364	3	0.452	0.452	NUM
dad-10729	364	4	0.878	0.878	NUM
dad-10729	364	5	0.210	0.210	NUM
dad-10729	364	6	0.889	0.889	NUM
dad-10729	364	7	0.188	0.188	NUM
dad-10729	364	8	team4	team4	NOUN
dad-10729	364	9	entry2	entry2	PROPN
dad-10729	364	10	x	x	PUNCT
dad-10729	364	11	0.742	0.742	NUM
dad-10729	364	12	0.387	0.387	NUM
dad-10729	364	13	0.922	0.922	NUM
dad-10729	364	14	0.124	0.124	NUM
dad-10729	364	15	0.957	0.957	NUM
dad-10729	364	16	0.069	0.069	NUM
dad-10729	364	17	team6	team6	NOUN
dad-10729	364	18	entry2	entry2	PROPN
dad-10729	364	19	x	x	PUNCT
dad-10729	364	20	0.718	0.718	NUM
dad-10729	364	21	0.437	0.437	NUM
dad-10729	364	22	0.871	0.871	NUM
dad-10729	364	23	0.210	0.210	NUM
dad-10729	364	24	0.951	0.951	NUM
dad-10729	364	25	0.085	0.085	NUM
dad-10729	364	26	team7	team7	PUNCT
dad-10729	365	1	entry4	entry4	NOUN
dad-10729	366	1	x	x	PUNCT
dad-10729	366	2	0.735	0.735	NUM
dad-10729	366	3	0.433	0.433	NUM
dad-10729	366	4	0.910	0.910	NUM
dad-10729	366	5	0.140	0.140	NUM
dad-10729	366	6	0.946	0.946	NUM
dad-10729	366	7	0.089	0.089	NUM
dad-10729	366	8	team8	team8	NOUN
dad-10729	366	9	entry1	entry1	NOUN
dad-10729	366	10	x	x	PUNCT
dad-10729	366	11	0.699	0.699	NUM
dad-10729	366	12	0.498	0.498	NUM
dad-10729	366	13	0.899	0.899	NUM
dad-10729	366	14	0.153	0.153	NUM
dad-10729	366	15	0.939	0.939	NUM
dad-10729	366	16	0.101	0.101	NUM
dad-10729	366	17	team9	team9	NOUN
dad-10729	367	1	entry0	entry0	NOUN
dad-10729	368	1	x	x	PUNCT
dad-10729	369	1	0.499	0.499	NUM
dad-10729	369	2	0.760	0.760	NUM
dad-10729	369	3	0.857	0.857	NUM
dad-10729	369	4	0.229	0.229	NUM
dad-10729	369	5	0.905	0.905	NUM
dad-10729	369	6	0.149	0.149	NUM
dad-10729	369	7	team2	team2	PROPN
dad-10729	369	8	entry2	entry2	PROPN
dad-10729	369	9	x	x	PUNCT
dad-10729	369	10	0.668	0.668	SYM
dad-10729	369	11	0.505	0.505	NUM
dad-10729	369	12	0.944	0.944	NUM
dad-10729	369	13	0.095	0.095	NUM
dad-10729	369	14	0.972	0.972	NUM
dad-10729	369	15	0.043	0.043	NUM
dad-10729	369	16	team4	team4	NOUN
dad-10729	369	17	entry0	entry0	PROPN
dad-10729	369	18	x	x	PUNCT
dad-10729	369	19	0.768	0.768	NUM
dad-10729	369	20	0.346	0.346	NUM
dad-10729	369	21	0.940	0.940	NUM
dad-10729	369	22	0.095	0.095	NUM
dad-10729	369	23	0.978	0.978	NUM
dad-10729	369	24	0.035	0.035	NUM
dad-10729	369	25	team7	team7	PUNCT
dad-10729	370	1	entry0	entry0	NOUN
dad-10729	371	1	x	x	PUNCT
dad-10729	372	1	0.750	0.750	NUM
dad-10729	372	2	0.416	0.416	NUM
dad-10729	372	3	0.936	0.936	NUM
dad-10729	372	4	0.105	0.105	NUM
dad-10729	372	5	0.970	0.970	NUM
dad-10729	372	6	0.056	0.056	NUM
dad-10729	372	7	team2	team2	X
dad-10729	372	8	entry1	entry1	NOUN
dad-10729	372	9	x	x	PUNCT
dad-10729	373	1	x	x	ADP
dad-10729	373	2	0.784	0.784	NUM
dad-10729	373	3	0.735	0.735	NUM
dad-10729	373	4	0.947	0.947	NUM
dad-10729	373	5	0.087	0.087	NUM
dad-10729	373	6	0.957	0.957	NUM
dad-10729	373	7	0.068	0.068	NUM
dad-10729	373	8	team2	team2	PROPN
dad-10729	373	9	entry3	entry3	PROPN
dad-10729	373	10	x	x	X
dad-10729	374	1	x	x	X
dad-10729	374	2	0.771	0.771	NUM
dad-10729	374	3	0.354	0.354	NUM
dad-10729	374	4	0.947	0.947	NUM
dad-10729	374	5	0.087	0.087	NUM
dad-10729	374	6	0.941	0.941	NUM
dad-10729	374	7	0.090	0.090	NUM
dad-10729	374	8	team5	team5	NOUN
dad-10729	374	9	entry4	entry4	NOUN
dad-10729	374	10	x	x	PUNCT
dad-10729	375	1	x	x	SYM
dad-10729	375	2	0.695	0.695	NUM
dad-10729	375	3	0.610	0.610	NUM
dad-10729	375	4	0.927	0.927	NUM
dad-10729	375	5	0.147	0.147	NUM
dad-10729	375	6	0.974	0.974	NUM
dad-10729	375	7	0.053	0.053	NUM
dad-10729	375	8	slu	slu	NOUN
dad-10729	375	9	-	-	PUNCT
dad-10729	375	10	based	base	VERB
dad-10729	375	11	oracle1	oracle1	NOUN
dad-10729	375	12	x	x	PUNCT
dad-10729	375	13	0.850	0.850	NUM
dad-10729	375	14	0.300	0.300	NUM
dad-10729	375	15	0.986	0.986	NUM
dad-10729	375	16	0.028	0.028	NUM
dad-10729	375	17	0.957	0.957	NUM
dad-10729	375	18	0.086	0.086	NUM
dad-10729	375	19	(	(	PUNCT
dad-10729	375	20	b	b	NOUN
dad-10729	375	21	)	)	PUNCT
dad-10729	375	22	results	result	NOUN
dad-10729	375	23	of	of	ADP
dad-10729	375	24	dstc2	dstc2	NOUN
dad-10729	375	25	evaluation	evaluation	NOUN
dad-10729	375	26	.	.	PUNCT
dad-10729	376	1	the	the	DET
dad-10729	376	2	top	top	ADJ
dad-10729	376	3	performing	perform	VERB
dad-10729	376	4	trackers	tracker	NOUN
dad-10729	376	5	from	from	ADP
dad-10729	376	6	each	each	DET
dad-10729	376	7	team	team	NOUN
dad-10729	376	8	are	be	AUX
dad-10729	376	9	selected	select	VERB
dad-10729	376	10	.	.	PUNCT
dad-10729	377	1	results	result	NOUN
dad-10729	377	2	are	be	AUX
dad-10729	377	3	split	split	VERB
dad-10729	377	4	by	by	ADP
dad-10729	377	5	the	the	DET
dad-10729	377	6	input	input	NOUN
dad-10729	377	7	features	feature	NOUN
dad-10729	377	8	used	use	VERB
dad-10729	377	9	.	.	PUNCT
dad-10729	378	1	1henderson	1henderson	NUM
dad-10729	378	2	et	et	NOUN
dad-10729	378	3	al	al	PROPN
dad-10729	378	4	.	.	PUNCT
dad-10729	378	5	(	(	PUNCT
dad-10729	378	6	2014b	2014b	NUM
dad-10729	378	7	)	)	PUNCT
dad-10729	378	8	,	,	PUNCT
dad-10729	378	9	2wang	2wang	NUM
dad-10729	378	10	and	and	CCONJ
dad-10729	378	11	lemon	lemon	NOUN
dad-10729	378	12	(	(	PUNCT
dad-10729	378	13	2013	2013	NUM
dad-10729	378	14	)	)	PUNCT
dad-10729	378	15	.	.	PUNCT
dad-10729	379	1	table	table	NOUN
dad-10729	379	2	6	6	NUM
dad-10729	379	3	:	:	PUNCT
dad-10729	379	4	entries	entry	NOUN
dad-10729	379	5	and	and	CCONJ
dad-10729	379	6	results	result	NOUN
dad-10729	379	7	of	of	ADP
dad-10729	379	8	dstc2	dstc2	NOUN
dad-10729	379	9	.	.	PUNCT
dad-10729	380	1	20	20	NUM
dad-10729	380	2	dialog	dialog	NOUN
dad-10729	380	3	state	state	NOUN
dad-10729	380	4	tracking	tracking	NOUN
dad-10729	380	5	overview	overview	NOUN
dad-10729	380	6	entry	entry	NOUN
dad-10729	380	7	reference	reference	NOUN
dad-10729	380	8	description	description	NOUN
dad-10729	380	9	team1	team1	PROPN
dad-10729	380	10	entry3	entry3	PROPN
dad-10729	380	11	(	(	PUNCT
dad-10729	380	12	anonymous	anonymous	ADJ
dad-10729	380	13	)	)	PUNCT
dad-10729	380	14	rules	rule	NOUN
dad-10729	380	15	with	with	ADP
dad-10729	380	16	parameters	parameter	NOUN
dad-10729	380	17	inferred	infer	VERB
dad-10729	380	18	from	from	ADP
dad-10729	380	19	data	datum	NOUN
dad-10729	380	20	team6	team6	PROPN
dad-10729	380	21	entry0	entry0	PROPN
dad-10729	380	22	(	(	PUNCT
dad-10729	380	23	anonymous	anonymous	PROPN
dad-10729	380	24	)	)	PUNCT
dad-10729	380	25	generative	generative	ADJ
dad-10729	380	26	model	model	NOUN
dad-10729	380	27	trained	train	VERB
dad-10729	380	28	with	with	ADP
dad-10729	380	29	cascading	cascade	VERB
dad-10729	380	30	gradient	gradient	ADJ
dad-10729	380	31	descent	descent	NOUN
dad-10729	380	32	team7	team7	PUNCT
dad-10729	380	33	entry1	entry1	NOUN
dad-10729	381	1	(	(	PUNCT
dad-10729	381	2	ren	ren	NOUN
dad-10729	381	3	et	et	PROPN
dad-10729	381	4	al	al	PROPN
dad-10729	381	5	.	.	PROPN
dad-10729	381	6	,	,	PUNCT
dad-10729	381	7	2014a	2014a	NUM
dad-10729	381	8	)	)	PUNCT
dad-10729	381	9	markovian	markovian	PROPN
dad-10729	381	10	neural	neural	ADJ
dad-10729	381	11	network	network	NOUN
dad-10729	381	12	model	model	NOUN
dad-10729	381	13	team3	team3	PROPN
dad-10729	381	14	entry2	entry2	PROPN
dad-10729	381	15	(	(	PUNCT
dad-10729	381	16	henderson	henderson	PROPN
dad-10729	381	17	et	et	PROPN
dad-10729	381	18	al	al	PROPN
dad-10729	381	19	.	.	PROPN
dad-10729	381	20	,	,	PUNCT
dad-10729	381	21	2014c	2014c	NUM
dad-10729	381	22	)	)	PUNCT
dad-10729	382	1	recurrent	recurrent	ADJ
dad-10729	382	2	neural	neural	ADJ
dad-10729	382	3	network	network	NOUN
dad-10729	382	4	team5	team5	NOUN
dad-10729	382	5	entry0	entry0	NOUN
dad-10729	382	6	(	(	PUNCT
dad-10729	382	7	sun	sun	PROPN
dad-10729	382	8	et	et	PROPN
dad-10729	382	9	al	al	PROPN
dad-10729	382	10	.	.	PROPN
dad-10729	382	11	,	,	PUNCT
dad-10729	382	12	2014a	2014a	NUM
dad-10729	382	13	)	)	PUNCT
dad-10729	382	14	rules	rule	NOUN
dad-10729	382	15	that	that	PRON
dad-10729	382	16	operate	operate	VERB
dad-10729	382	17	on	on	ADP
dad-10729	382	18	confidence	confidence	NOUN
dad-10729	382	19	scores	score	NOUN
dad-10729	382	20	team2	team2	PROPN
dad-10729	382	21	entry0	entry0	PROPN
dad-10729	382	22	(	(	PUNCT
dad-10729	382	23	anonymous	anonymous	PROPN
dad-10729	382	24	)	)	PUNCT
dad-10729	382	25	maximum	maximum	PROPN
dad-10729	382	26	entropy	entropy	PROPN
dad-10729	382	27	model	model	PROPN
dad-10729	382	28	team2	team2	PROPN
dad-10729	382	29	entry3	entry3	PROPN
dad-10729	382	30	(	(	PUNCT
dad-10729	382	31	anonymous	anonymous	ADJ
dad-10729	382	32	)	)	PUNCT
dad-10729	382	33	system	system	NOUN
dad-10729	382	34	combination	combination	NOUN
dad-10729	382	35	:	:	PUNCT
dad-10729	382	36	maximum	maximum	ADJ
dad-10729	382	37	entropy	entropy	PROPN
dad-10729	382	38	,	,	PUNCT
dad-10729	382	39	crf	crf	PROPN
dad-10729	382	40	,	,	PUNCT
dad-10729	382	41	rules	rule	VERB
dad-10729	382	42	team3	team3	NOUN
dad-10729	382	43	entry0	entry0	PROPN
dad-10729	383	1	(	(	PUNCT
dad-10729	383	2	henderson	henderson	PROPN
dad-10729	383	3	et	et	PROPN
dad-10729	383	4	al	al	PROPN
dad-10729	383	5	.	.	PROPN
dad-10729	383	6	,	,	PUNCT
dad-10729	383	7	2014c	2014c	NUM
dad-10729	383	8	)	)	PUNCT
dad-10729	383	9	recurrent	recurrent	ADJ
dad-10729	383	10	neural	neural	ADJ
dad-10729	383	11	network	network	NOUN
dad-10729	383	12	team4	team4	PROPN
dad-10729	383	13	entry0	entry0	PROPN
dad-10729	384	1	(	(	PUNCT
dad-10729	384	2	kadlec	kadlec	PROPN
dad-10729	384	3	et	et	PROPN
dad-10729	384	4	al	al	PROPN
dad-10729	384	5	.	.	PROPN
dad-10729	384	6	,	,	PUNCT
dad-10729	384	7	2014	2014	NUM
dad-10729	384	8	)	)	PUNCT
dad-10729	384	9	rules	rule	NOUN
dad-10729	384	10	with	with	ADP
dad-10729	384	11	parameters	parameter	NOUN
dad-10729	384	12	inferred	infer	VERB
dad-10729	384	13	from	from	ADP
dad-10729	384	14	data	datum	NOUN
dad-10729	384	15	(	(	PUNCT
dad-10729	384	16	a	a	X
dad-10729	384	17	)	)	PUNCT
dad-10729	384	18	dstc3	dstc3	NOUN
dad-10729	384	19	entries	entry	NOUN
dad-10729	384	20	.	.	PUNCT
dad-10729	385	1	references	reference	NOUN
dad-10729	385	2	cited	cite	VERB
dad-10729	385	3	where	where	SCONJ
dad-10729	385	4	teams	team	NOUN
dad-10729	385	5	identified	identify	VERB
dad-10729	385	6	their	their	PRON
dad-10729	385	7	entry	entry	NOUN
dad-10729	385	8	in	in	ADP
dad-10729	385	9	a	a	DET
dad-10729	385	10	published	publish	VERB
dad-10729	385	11	paper	paper	NOUN
dad-10729	385	12	.	.	PUNCT
dad-10729	386	1	description	description	NOUN
dad-10729	386	2	based	base	VERB
dad-10729	386	3	on	on	ADP
dad-10729	386	4	survey	survey	NOUN
dad-10729	386	5	collected	collect	VERB
dad-10729	386	6	from	from	ADP
dad-10729	386	7	participants	participant	NOUN
dad-10729	386	8	.	.	PUNCT
dad-10729	387	1	features	feature	VERB
dad-10729	387	2	joint	joint	ADJ
dad-10729	387	3	goals	goal	NOUN
dad-10729	387	4	search	search	NOUN
dad-10729	387	5	method	method	NOUN
dad-10729	387	6	requested	request	VERB
dad-10729	387	7	asr	asr	PROPN
dad-10729	387	8	slu	slu	PROPN
dad-10729	387	9	acc	acc	PROPN
dad-10729	387	10	.	.	PROPN
dad-10729	387	11	l2	l2	PROPN
dad-10729	387	12	acc	acc	PROPN
dad-10729	387	13	.	.	PROPN
dad-10729	387	14	l2	l2	PROPN
dad-10729	387	15	acc	acc	PROPN
dad-10729	387	16	.	.	PUNCT
dad-10729	387	17	l2	l2	PROPN
dad-10729	387	18	1	1	NUM
dad-10729	387	19	-	-	PUNCT
dad-10729	387	20	best	good	ADJ
dad-10729	387	21	baseline1	baseline1	X
dad-10729	387	22	x	x	PUNCT
dad-10729	388	1	0.555	0.555	NUM
dad-10729	388	2	0.860	0.860	NUM
dad-10729	388	3	0.922	0.922	NUM
dad-10729	388	4	0.154	0.154	NUM
dad-10729	388	5	0.778	0.778	NUM
dad-10729	388	6	0.393	0.393	NUM
dad-10729	388	7	focus	focus	NOUN
dad-10729	388	8	baseline1	baseline1	NOUN
dad-10729	388	9	x	x	PUNCT
dad-10729	388	10	0.556	0.556	NUM
dad-10729	388	11	0.750	0.750	NUM
dad-10729	388	12	0.908	0.908	NUM
dad-10729	388	13	0.134	0.134	NUM
dad-10729	388	14	0.761	0.761	NUM
dad-10729	388	15	0.435	0.435	NUM
dad-10729	388	16	hwu	hwu	NUM
dad-10729	388	17	baseline2	baseline2	NOUN
dad-10729	388	18	x	x	PUNCT
dad-10729	388	19	0.575	0.575	NUM
dad-10729	388	20	0.744	0.744	NUM
dad-10729	388	21	0.967	0.967	NUM
dad-10729	388	22	0.062	0.062	NUM
dad-10729	388	23	0.767	0.767	NUM
dad-10729	388	24	0.417	0.417	NUM
dad-10729	388	25	team1	team1	X
dad-10729	388	26	entry3	entry3	PROPN
dad-10729	388	27	x	x	PUNCT
dad-10729	389	1	0.561	0.561	NUM
dad-10729	389	2	0.733	0.733	NUM
dad-10729	389	3	0.963	0.963	NUM
dad-10729	389	4	0.097	0.097	NUM
dad-10729	389	5	0.774	0.774	NUM
dad-10729	389	6	0.401	0.401	NUM
dad-10729	389	7	team6	team6	NOUN
dad-10729	389	8	entry0	entry0	NOUN
dad-10729	390	1	x	x	X
dad-10729	390	2	0.507	0.507	NUM
dad-10729	390	3	0.736	0.736	NUM
dad-10729	390	4	0.927	0.927	NUM
dad-10729	390	5	0.120	0.120	NUM
dad-10729	390	6	0.907	0.907	NUM
dad-10729	390	7	0.157	0.157	NUM
dad-10729	390	8	team7	team7	VERB
dad-10729	390	9	entry1	entry1	NOUN
dad-10729	390	10	x	x	PUNCT
dad-10729	391	1	0.576	0.576	NUM
dad-10729	391	2	0.652	0.652	NUM
dad-10729	391	3	0.957	0.957	NUM
dad-10729	391	4	0.116	0.116	NUM
dad-10729	391	5	0.938	0.938	NUM
dad-10729	391	6	0.101	0.101	NUM
dad-10729	391	7	team3	team3	NOUN
dad-10729	391	8	entry2	entry2	NOUN
dad-10729	391	9	x	x	PUNCT
dad-10729	391	10	0.616	0.616	NUM
dad-10729	391	11	0.565	0.565	NUM
dad-10729	391	12	0.966	0.966	NUM
dad-10729	391	13	0.061	0.061	NUM
dad-10729	391	14	0.939	0.939	NUM
dad-10729	391	15	0.100	0.100	NUM
dad-10729	391	16	team5	team5	NOUN
dad-10729	391	17	entry0	entry0	NOUN
dad-10729	391	18	x	x	PUNCT
dad-10729	391	19	0.610	0.610	NUM
dad-10729	391	20	0.556	0.556	NUM
dad-10729	391	21	0.968	0.968	NUM
dad-10729	391	22	0.091	0.091	NUM
dad-10729	391	23	0.949	0.949	NUM
dad-10729	391	24	0.090	0.090	NUM
dad-10729	391	25	team2	team2	PROPN
dad-10729	391	26	entry0	entry0	NOUN
dad-10729	392	1	x	x	PUNCT
dad-10729	392	2	x	x	ADP
dad-10729	392	3	0.585	0.585	NUM
dad-10729	392	4	0.697	0.697	NUM
dad-10729	392	5	0.965	0.965	NUM
dad-10729	392	6	0.114	0.114	NUM
dad-10729	392	7	0.929	0.929	NUM
dad-10729	392	8	0.121	0.121	NUM
dad-10729	392	9	team2	team2	PROPN
dad-10729	392	10	entry3	entry3	PROPN
dad-10729	392	11	x	x	X
dad-10729	393	1	x	x	PUNCT
dad-10729	393	2	0.582	0.582	NUM
dad-10729	393	3	0.639	0.639	NUM
dad-10729	393	4	0.970	0.970	NUM
dad-10729	393	5	0.065	0.065	NUM
dad-10729	393	6	0.938	0.938	NUM
dad-10729	393	7	0.138	0.138	NUM
dad-10729	393	8	team3	team3	NOUN
dad-10729	393	9	entry0	entry0	NOUN
dad-10729	394	1	x	x	PUNCT
dad-10729	394	2	x	x	X
dad-10729	395	1	0.646	0.646	NUM
dad-10729	395	2	0.534	0.534	NUM
dad-10729	395	3	0.966	0.966	NUM
dad-10729	395	4	0.061	0.061	NUM
dad-10729	395	5	0.943	0.943	NUM
dad-10729	395	6	0.091	0.091	NUM
dad-10729	395	7	team4	team4	X
dad-10729	395	8	entry0	entry0	PROPN
dad-10729	395	9	x	x	PUNCT
dad-10729	396	1	x	x	X
dad-10729	396	2	0.630	0.630	NUM
dad-10729	396	3	0.627	0.627	NUM
dad-10729	396	4	0.853	0.853	NUM
dad-10729	396	5	0.272	0.272	NUM
dad-10729	396	6	0.923	0.923	NUM
dad-10729	396	7	0.136	0.136	NUM
dad-10729	396	8	slu	slu	NOUN
dad-10729	396	9	-	-	PUNCT
dad-10729	396	10	based	base	VERB
dad-10729	396	11	oracle1	oracle1	NOUN
dad-10729	396	12	x	x	PUNCT
dad-10729	396	13	0.717	0.717	NUM
dad-10729	396	14	0.565	0.565	NUM
dad-10729	396	15	0.988	0.988	NUM
dad-10729	396	16	0.02	0.02	NUM
dad-10729	396	17	0.946	0.946	NUM
dad-10729	396	18	0.107	0.107	NUM
dad-10729	396	19	(	(	PUNCT
dad-10729	396	20	b	b	NOUN
dad-10729	396	21	)	)	PUNCT
dad-10729	396	22	results	result	NOUN
dad-10729	396	23	of	of	ADP
dad-10729	396	24	dstc3	dstc3	NOUN
dad-10729	396	25	evaluation	evaluation	NOUN
dad-10729	396	26	.	.	PUNCT
dad-10729	397	1	the	the	DET
dad-10729	397	2	top	top	ADJ
dad-10729	397	3	performing	perform	VERB
dad-10729	397	4	trackers	tracker	NOUN
dad-10729	397	5	from	from	ADP
dad-10729	397	6	each	each	DET
dad-10729	397	7	team	team	NOUN
dad-10729	397	8	are	be	AUX
dad-10729	397	9	selected	select	VERB
dad-10729	397	10	.	.	PUNCT
dad-10729	398	1	results	result	NOUN
dad-10729	398	2	are	be	AUX
dad-10729	398	3	split	split	VERB
dad-10729	398	4	by	by	ADP
dad-10729	398	5	the	the	DET
dad-10729	398	6	input	input	NOUN
dad-10729	398	7	features	feature	NOUN
dad-10729	398	8	used	use	VERB
dad-10729	398	9	,	,	PUNCT
dad-10729	398	10	with	with	ADP
dad-10729	398	11	bold	bold	ADJ
dad-10729	398	12	indicating	indicate	VERB
dad-10729	398	13	the	the	DET
dad-10729	398	14	top	top	ADJ
dad-10729	398	15	result	result	NOUN
dad-10729	398	16	in	in	ADP
dad-10729	398	17	the	the	DET
dad-10729	398	18	group	group	NOUN
dad-10729	398	19	.	.	PUNCT
dad-10729	399	1	1henderson	1henderson	NUM
dad-10729	399	2	et	et	NOUN
dad-10729	399	3	al	al	PROPN
dad-10729	399	4	.	.	PROPN
dad-10729	399	5	(	(	PUNCT
dad-10729	399	6	2014a	2014a	NUM
dad-10729	399	7	)	)	PUNCT
dad-10729	399	8	,	,	PUNCT
dad-10729	399	9	2wang	2wang	NUM
dad-10729	399	10	and	and	CCONJ
dad-10729	399	11	lemon	lemon	NOUN
dad-10729	399	12	(	(	PUNCT
dad-10729	399	13	2013	2013	NUM
dad-10729	399	14	)	)	PUNCT
dad-10729	399	15	.	.	PUNCT
dad-10729	400	1	table	table	NOUN
dad-10729	400	2	7	7	NUM
dad-10729	400	3	:	:	PUNCT
dad-10729	400	4	entries	entry	NOUN
dad-10729	400	5	and	and	CCONJ
dad-10729	400	6	results	result	NOUN
dad-10729	400	7	of	of	ADP
dad-10729	400	8	dstc3	dstc3	NOUN
dad-10729	400	9	.	.	PUNCT
dad-10729	401	1	21	21	NUM
dad-10729	401	2	williams	williams	PROPN
dad-10729	401	3	,	,	PUNCT
dad-10729	401	4	raux	raux	PROPN
dad-10729	401	5	,	,	PUNCT
dad-10729	401	6	and	and	CCONJ
dad-10729	401	7	henderson	henderson	PROPN
dad-10729	401	8	0	0	NUM
dad-10729	401	9	0.2	0.2	NUM
dad-10729	401	10	0.4	0.4	NUM
dad-10729	401	11	0.6	0.6	NUM
dad-10729	401	12	0.8	0.8	NUM
dad-10729	401	13	1	1	NUM
dad-10729	401	14	1.2	1.2	NUM
dad-10729	401	15	-2	-2	NOUN
dad-10729	401	16	-1.8	-1.8	NOUN
dad-10729	401	17	-1.6	-1.6	PROPN
dad-10729	401	18	-1.4	-1.4	PROPN
dad-10729	401	19	-1.2	-1.2	NOUN
dad-10729	401	20	-1	-1	PROPN
dad-10729	401	21	-0.8	-0.8	PROPN
dad-10729	401	22	-0.6	-0.6	X
dad-10729	401	23	-0.4	-0.4	X
dad-10729	401	24	-0.2	-0.2	PROPN
dad-10729	401	25	0	0	NUM
dad-10729	401	26	a	a	DET
dad-10729	401	27	ve	ve	NOUN
dad-10729	401	28	ra	ra	PROPN
dad-10729	401	29	ge	ge	PROPN
dad-10729	401	30	s	s	PROPN
dad-10729	401	31	lo	lo	NOUN
dad-10729	401	32	ts	ts	ADP
dad-10729	401	33	p	p	X
dad-10729	401	34	er	er	INTJ
dad-10729	401	35	t	t	PROPN
dad-10729	401	36	u	u	X
dad-10729	401	37	rn	rn	PROPN
dad-10729	401	38	:	:	PUNCT
dad-10729	401	39	c	c	PROPN
dad-10729	401	40	o	o	PROPN
dad-10729	401	41	rr	rr	PROPN
dad-10729	401	42	ec	ec	PROPN
dad-10729	401	43	t	t	PROPN
dad-10729	401	44	(	(	PUNCT
dad-10729	401	45	d	d	PROPN
dad-10729	401	46	ia	ia	PROPN
dad-10729	401	47	m	m	NOUN
dad-10729	401	48	o	o	NOUN
dad-10729	401	49	n	n	X
dad-10729	401	50	d	d	PROPN
dad-10729	401	51	s	s	PROPN
dad-10729	401	52	)	)	PUNCT
dad-10729	401	53	a	a	DET
dad-10729	401	54	ve	ve	NOUN
dad-10729	401	55	ra	ra	PROPN
dad-10729	401	56	ge	ge	PROPN
dad-10729	401	57	s	s	PROPN
dad-10729	401	58	lo	lo	PROPN
dad-10729	401	59	ts	ts	ADP
dad-10729	401	60	/t	/t	PUNCT
dad-10729	401	61	u	u	PROPN
dad-10729	401	62	rn	rn	PROPN
dad-10729	401	63	:	:	PUNCT
dad-10729	401	64	w	w	PROPN
dad-10729	401	65	ro	ro	PROPN
dad-10729	401	66	n	n	ADV
dad-10729	401	67	g	g	NOUN
dad-10729	401	68	,	,	PUNCT
dad-10729	401	69	e	e	PROPN
dad-10729	401	70	xt	xt	PROPN
dad-10729	401	71	ra	ra	PROPN
dad-10729	401	72	,	,	PUNCT
dad-10729	401	73	m	m	PROPN
dad-10729	401	74	is	be	AUX
dad-10729	401	75	si	si	X
dad-10729	401	76	n	n	ADV
dad-10729	401	77	g	g	PROPN
dad-10729	401	78	(	(	PUNCT
dad-10729	401	79	b	b	PROPN
dad-10729	401	80	ar	ar	PROPN
dad-10729	401	81	s	s	PART
dad-10729	401	82	)	)	PUNCT
dad-10729	401	83	wrong	wrong	ADJ
dad-10729	401	84	extra	extra	ADJ
dad-10729	401	85	missing	missing	ADJ
dad-10729	401	86	correct	correct	ADJ
dad-10729	401	87	(	(	PUNCT
dad-10729	401	88	a	a	X
dad-10729	401	89	)	)	PUNCT
dad-10729	401	90	dstc1	dstc1	NOUN
dad-10729	401	91	0	0	NUM
dad-10729	402	1	0.5	0.5	NUM
dad-10729	402	2	1	1	NUM
dad-10729	402	3	1.5	1.5	NUM
dad-10729	402	4	2	2	NUM
dad-10729	402	5	2.5	2.5	NUM
dad-10729	402	6	-0.7	-0.7	PROPN
dad-10729	402	7	-0.6	-0.6	X
dad-10729	402	8	-0.5	-0.5	PROPN
dad-10729	402	9	-0.4	-0.4	PROPN
dad-10729	402	10	-0.3	-0.3	PROPN
dad-10729	402	11	-0.2	-0.2	PROPN
dad-10729	402	12	-0.1	-0.1	PROPN
dad-10729	402	13	0	0	NUM
dad-10729	402	14	a	a	DET
dad-10729	402	15	ve	ve	NOUN
dad-10729	402	16	ra	ra	PROPN
dad-10729	402	17	ge	ge	PROPN
dad-10729	402	18	s	s	PROPN
dad-10729	402	19	lo	lo	NOUN
dad-10729	402	20	ts	ts	ADP
dad-10729	402	21	p	p	X
dad-10729	402	22	er	er	INTJ
dad-10729	402	23	t	t	PROPN
dad-10729	402	24	u	u	X
dad-10729	402	25	rn	rn	PROPN
dad-10729	402	26	:	:	PUNCT
dad-10729	403	1	c	c	PROPN
dad-10729	403	2	o	o	PROPN
dad-10729	403	3	rr	rr	PROPN
dad-10729	403	4	ec	ec	PROPN
dad-10729	403	5	t	t	PROPN
dad-10729	403	6	(	(	PUNCT
dad-10729	403	7	d	d	PROPN
dad-10729	403	8	ia	ia	PROPN
dad-10729	403	9	m	m	NOUN
dad-10729	403	10	o	o	NOUN
dad-10729	403	11	n	n	X
dad-10729	403	12	d	d	PROPN
dad-10729	403	13	s	s	PROPN
dad-10729	403	14	)	)	PUNCT
dad-10729	403	15	a	a	DET
dad-10729	403	16	ve	ve	NOUN
dad-10729	403	17	ra	ra	PROPN
dad-10729	403	18	ge	ge	PROPN
dad-10729	403	19	s	s	PROPN
dad-10729	403	20	lo	lo	PROPN
dad-10729	403	21	ts	ts	ADP
dad-10729	403	22	/t	/t	PUNCT
dad-10729	403	23	u	u	PROPN
dad-10729	403	24	rn	rn	PROPN
dad-10729	403	25	:	:	PUNCT
dad-10729	403	26	w	w	PROPN
dad-10729	403	27	ro	ro	PROPN
dad-10729	403	28	n	n	ADV
dad-10729	403	29	g	g	NOUN
dad-10729	403	30	,	,	PUNCT
dad-10729	403	31	e	e	PROPN
dad-10729	403	32	xt	xt	PROPN
dad-10729	403	33	ra	ra	PROPN
dad-10729	403	34	,	,	PUNCT
dad-10729	403	35	m	m	PROPN
dad-10729	403	36	is	be	AUX
dad-10729	403	37	si	si	X
dad-10729	403	38	n	n	ADV
dad-10729	403	39	g	g	PROPN
dad-10729	403	40	(	(	PUNCT
dad-10729	403	41	b	b	PROPN
dad-10729	403	42	ar	ar	PROPN
dad-10729	403	43	s	s	PART
dad-10729	403	44	)	)	PUNCT
dad-10729	403	45	(	(	PUNCT
dad-10729	403	46	b	b	X
dad-10729	403	47	)	)	PUNCT
dad-10729	403	48	dstc2	dstc2	NOUN
dad-10729	403	49	2.2	2.2	NUM
dad-10729	403	50	2.25	2.25	NUM
dad-10729	403	51	2.3	2.3	NUM
dad-10729	403	52	2.35	2.35	NUM
dad-10729	403	53	2.4	2.4	NUM
dad-10729	403	54	2.45	2.45	NUM
dad-10729	403	55	2.5	2.5	NUM
dad-10729	403	56	2.55	2.55	NUM
dad-10729	403	57	2.6	2.6	NUM
dad-10729	403	58	2.65	2.65	NUM
dad-10729	403	59	2.7	2.7	NUM
dad-10729	403	60	-0.9	-0.9	NOUN
dad-10729	403	61	-0.8	-0.8	PROPN
dad-10729	403	62	-0.7	-0.7	PROPN
dad-10729	403	63	-0.6	-0.6	X
dad-10729	403	64	-0.5	-0.5	PROPN
dad-10729	403	65	-0.4	-0.4	PROPN
dad-10729	403	66	-0.3	-0.3	PROPN
dad-10729	403	67	-0.2	-0.2	PROPN
dad-10729	403	68	-0.1	-0.1	PROPN
dad-10729	403	69	0	0	NUM
dad-10729	403	70	a	a	DET
dad-10729	403	71	ve	ve	NOUN
dad-10729	403	72	ra	ra	PROPN
dad-10729	403	73	ge	ge	PROPN
dad-10729	403	74	s	s	PROPN
dad-10729	404	1	lo	lo	NOUN
dad-10729	404	2	ts	ts	ADP
dad-10729	404	3	p	p	X
dad-10729	404	4	er	er	INTJ
dad-10729	404	5	t	t	PROPN
dad-10729	404	6	u	u	X
dad-10729	404	7	rn	rn	PROPN
dad-10729	404	8	:	:	PUNCT
dad-10729	405	1	c	c	PROPN
dad-10729	405	2	o	o	PROPN
dad-10729	405	3	rr	rr	PROPN
dad-10729	405	4	ec	ec	PROPN
dad-10729	405	5	t	t	PROPN
dad-10729	405	6	(	(	PUNCT
dad-10729	405	7	d	d	PROPN
dad-10729	405	8	ia	ia	PROPN
dad-10729	405	9	m	m	NOUN
dad-10729	405	10	o	o	NOUN
dad-10729	405	11	n	n	X
dad-10729	405	12	d	d	PROPN
dad-10729	405	13	s	s	PROPN
dad-10729	405	14	)	)	PUNCT
dad-10729	405	15	a	a	DET
dad-10729	405	16	ve	ve	NOUN
dad-10729	405	17	ra	ra	PROPN
dad-10729	405	18	ge	ge	PROPN
dad-10729	405	19	s	s	PROPN
dad-10729	405	20	lo	lo	PROPN
dad-10729	405	21	ts	ts	ADP
dad-10729	405	22	/t	/t	PUNCT
dad-10729	405	23	u	u	PROPN
dad-10729	405	24	rn	rn	PROPN
dad-10729	405	25	:	:	PUNCT
dad-10729	405	26	w	w	PROPN
dad-10729	405	27	ro	ro	PROPN
dad-10729	405	28	n	n	ADV
dad-10729	405	29	g	g	NOUN
dad-10729	405	30	,	,	PUNCT
dad-10729	405	31	e	e	PROPN
dad-10729	405	32	xt	xt	PROPN
dad-10729	405	33	ra	ra	PROPN
dad-10729	405	34	,	,	PUNCT
dad-10729	405	35	m	m	PROPN
dad-10729	405	36	is	be	AUX
dad-10729	405	37	si	si	X
dad-10729	405	38	n	n	ADV
dad-10729	405	39	g	g	PROPN
dad-10729	405	40	(	(	PUNCT
dad-10729	405	41	b	b	PROPN
dad-10729	405	42	ar	ar	PROPN
dad-10729	405	43	s	s	PART
dad-10729	405	44	)	)	PUNCT
dad-10729	405	45	(	(	PUNCT
dad-10729	405	46	c	c	X
dad-10729	405	47	)	)	PUNCT
dad-10729	405	48	dstc3	dstc3	NOUN
dad-10729	405	49	figure	figure	NOUN
dad-10729	405	50	3	3	NUM
dad-10729	405	51	:	:	PUNCT
dad-10729	405	52	average	average	ADJ
dad-10729	405	53	number	number	NOUN
dad-10729	405	54	of	of	ADP
dad-10729	405	55	slots	slot	NOUN
dad-10729	405	56	in	in	ADP
dad-10729	405	57	error	error	NOUN
dad-10729	405	58	per	per	ADP
dad-10729	405	59	turn	turn	NOUN
dad-10729	405	60	(	(	PUNCT
dad-10729	405	61	bar	bar	NOUN
dad-10729	405	62	chart	chart	NOUN
dad-10729	405	63	,	,	PUNCT
dad-10729	405	64	left	leave	VERB
dad-10729	405	65	axis	axis	NOUN
dad-10729	405	66	)	)	PUNCT
dad-10729	405	67	,	,	PUNCT
dad-10729	405	68	and	and	CCONJ
dad-10729	405	69	average	average	ADJ
dad-10729	405	70	number	number	NOUN
dad-10729	405	71	of	of	ADP
dad-10729	405	72	correct	correct	ADJ
dad-10729	405	73	slots	slot	NOUN
dad-10729	405	74	per	per	ADP
dad-10729	405	75	turn	turn	NOUN
dad-10729	405	76	(	(	PUNCT
dad-10729	405	77	black	black	ADJ
dad-10729	405	78	diamonds	diamond	NOUN
dad-10729	405	79	,	,	PUNCT
dad-10729	405	80	right	right	ADJ
dad-10729	405	81	axis	axis	NOUN
dad-10729	405	82	)	)	PUNCT
dad-10729	405	83	for	for	ADP
dad-10729	405	84	the	the	DET
dad-10729	405	85	best	good	ADJ
dad-10729	405	86	tracker	tracker	NOUN
dad-10729	405	87	from	from	ADP
dad-10729	405	88	each	each	DET
dad-10729	405	89	team	team	NOUN
dad-10729	405	90	in	in	ADP
dad-10729	405	91	each	each	PRON
dad-10729	405	92	of	of	ADP
dad-10729	405	93	the	the	DET
dad-10729	405	94	dstcs	dstcs	NOUN
dad-10729	405	95	.	.	PUNCT
dad-10729	406	1	see	see	VERB
dad-10729	406	2	text	text	NOUN
dad-10729	406	3	for	for	ADP
dad-10729	406	4	explanation	explanation	NOUN
dad-10729	406	5	of	of	ADP
dad-10729	406	6	error	error	NOUN
dad-10729	406	7	types	type	NOUN
dad-10729	406	8	.	.	PUNCT
dad-10729	407	1	the	the	DET
dad-10729	407	2	left	left	ADJ
dad-10729	407	3	axis	axis	NOUN
dad-10729	407	4	shows	show	VERB
dad-10729	407	5	negative	negative	ADJ
dad-10729	407	6	numbers	number	NOUN
dad-10729	407	7	so	so	SCONJ
dad-10729	407	8	that	that	SCONJ
dad-10729	407	9	the	the	DET
dad-10729	407	10	top	top	NOUN
dad-10729	407	11	of	of	ADP
dad-10729	407	12	each	each	DET
dad-10729	407	13	plot	plot	NOUN
dad-10729	407	14	indicates	indicate	VERB
dad-10729	407	15	ideal	ideal	ADJ
dad-10729	407	16	performance	performance	NOUN
dad-10729	407	17	for	for	ADP
dad-10729	407	18	both	both	DET
dad-10729	407	19	errors	error	NOUN
dad-10729	407	20	(	(	PUNCT
dad-10729	407	21	bars	bar	NOUN
dad-10729	407	22	)	)	PUNCT
dad-10729	407	23	and	and	CCONJ
dad-10729	407	24	correctness	correctness	NOUN
dad-10729	407	25	(	(	PUNCT
dad-10729	407	26	diamonds	diamond	NOUN
dad-10729	407	27	)	)	PUNCT
dad-10729	407	28	.	.	PUNCT
dad-10729	408	1	team	team	NOUN
dad-10729	408	2	ids	id	NOUN
dad-10729	408	3	are	be	AUX
dad-10729	408	4	not	not	PART
dad-10729	408	5	consistent	consistent	ADJ
dad-10729	408	6	across	across	ADP
dad-10729	408	7	different	different	ADJ
dad-10729	408	8	dstcs	dstcs	NOUN
dad-10729	408	9	.	.	PUNCT
dad-10729	409	1	22	22	NUM
dad-10729	409	2	dialog	dialog	NOUN
dad-10729	409	3	state	state	NOUN
dad-10729	409	4	tracking	tracking	NOUN
dad-10729	409	5	overview	overview	NOUN
dad-10729	409	6	dstc1	dstc1	NOUN
dad-10729	409	7	team	team	NOUN
dad-10729	409	8	1	1	NUM
dad-10729	409	9	team	team	NOUN
dad-10729	409	10	2	2	NUM
dad-10729	409	11	team	team	NOUN
dad-10729	409	12	3	3	NUM
dad-10729	409	13	team	team	NOUN
dad-10729	409	14	4	4	NUM
dad-10729	409	15	team	team	NOUN
dad-10729	409	16	5	5	NUM
dad-10729	409	17	team	team	NOUN
dad-10729	409	18	6	6	NUM
dad-10729	409	19	team	team	NOUN
dad-10729	409	20	7	7	NUM
dad-10729	409	21	team	team	NOUN
dad-10729	409	22	8	8	NUM
dad-10729	409	23	team	team	NOUN
dad-10729	409	24	9	9	NUM
dad-10729	409	25	-30	-30	NUM
dad-10729	409	26	-20	-20	NUM
dad-10729	409	27	-10	-10	SYM
dad-10729	409	28	0	0	NUM
dad-10729	409	29	10	10	NUM
dad-10729	409	30	20	20	NUM
dad-10729	409	31	30	30	NUM
dad-10729	409	32	dstc2	dstc2	NOUN
dad-10729	409	33	team	team	NOUN
dad-10729	409	34	1	1	NUM
dad-10729	409	35	team	team	NOUN
dad-10729	409	36	2	2	NUM
dad-10729	409	37	team	team	NOUN
dad-10729	409	38	3	3	NUM
dad-10729	409	39	team	team	NOUN
dad-10729	409	40	4	4	NUM
dad-10729	409	41	team	team	NOUN
dad-10729	409	42	5	5	NUM
dad-10729	409	43	team	team	NOUN
dad-10729	409	44	6	6	NUM
dad-10729	409	45	team	team	NOUN
dad-10729	409	46	7	7	NUM
dad-10729	409	47	team	team	NOUN
dad-10729	409	48	8	8	NUM
dad-10729	409	49	team	team	NOUN
dad-10729	409	50	9	9	NUM
dad-10729	409	51	-30	-30	NUM
dad-10729	409	52	-20	-20	NUM
dad-10729	409	53	-10	-10	SYM
dad-10729	409	54	0	0	NUM
dad-10729	409	55	10	10	NUM
dad-10729	409	56	20	20	NUM
dad-10729	409	57	30	30	NUM
dad-10729	409	58	dstc3	dstc3	NOUN
dad-10729	409	59	team	team	NOUN
dad-10729	409	60	1	1	NUM
dad-10729	409	61	team	team	NOUN
dad-10729	409	62	2	2	NUM
dad-10729	409	63	team	team	NOUN
dad-10729	409	64	3	3	NUM
dad-10729	409	65	team	team	NOUN
dad-10729	409	66	4	4	NUM
dad-10729	409	67	team	team	NOUN
dad-10729	409	68	5	5	NUM
dad-10729	409	69	team	team	NOUN
dad-10729	409	70	6	6	NUM
dad-10729	409	71	team	team	NOUN
dad-10729	409	72	7	7	NUM
dad-10729	409	73	-30	-30	NUM
dad-10729	409	74	-20	-20	NUM
dad-10729	409	75	-10	-10	SYM
dad-10729	409	76	0	0	NUM
dad-10729	409	77	10	10	NUM
dad-10729	409	78	20	20	NUM
dad-10729	409	79	30	30	NUM
dad-10729	409	80	figure	figure	NOUN
dad-10729	409	81	4	4	NUM
dad-10729	409	82	:	:	PUNCT
dad-10729	409	83	percentage	percentage	NOUN
dad-10729	409	84	of	of	ADP
dad-10729	409	85	all	all	DET
dad-10729	409	86	turns	turn	NOUN
dad-10729	409	87	where	where	SCONJ
dad-10729	409	88	the	the	DET
dad-10729	409	89	top	top	ADJ
dad-10729	409	90	tracker	tracker	NOUN
dad-10729	409	91	from	from	ADP
dad-10729	409	92	each	each	DET
dad-10729	409	93	team	team	NOUN
dad-10729	409	94	did	do	VERB
dad-10729	409	95	better	well	ADV
dad-10729	409	96	than	than	ADP
dad-10729	409	97	the	the	DET
dad-10729	409	98	baseline	baseline	NOUN
dad-10729	409	99	(	(	PUNCT
dad-10729	409	100	white	white	ADJ
dad-10729	409	101	bar	bar	NOUN
dad-10729	409	102	)	)	PUNCT
dad-10729	409	103	or	or	CCONJ
dad-10729	409	104	worse	bad	ADJ
dad-10729	409	105	than	than	ADP
dad-10729	409	106	the	the	DET
dad-10729	409	107	baseline	baseline	NOUN
dad-10729	409	108	(	(	PUNCT
dad-10729	409	109	black	black	ADJ
dad-10729	409	110	bar	bar	NOUN
dad-10729	409	111	)	)	PUNCT
dad-10729	409	112	for	for	ADP
dad-10729	409	113	the	the	DET
dad-10729	409	114	joint	joint	ADJ
dad-10729	409	115	goal	goal	NOUN
dad-10729	409	116	accuracy	accuracy	NOUN
dad-10729	409	117	metric	metric	NOUN
dad-10729	409	118	.	.	PUNCT
dad-10729	410	1	note	note	VERB
dad-10729	410	2	that	that	SCONJ
dad-10729	410	3	the	the	DET
dad-10729	410	4	team	team	NOUN
dad-10729	410	5	ids	id	NOUN
dad-10729	410	6	are	be	AUX
dad-10729	410	7	not	not	PART
dad-10729	410	8	consistent	consistent	ADJ
dad-10729	410	9	across	across	ADP
dad-10729	410	10	different	different	ADJ
dad-10729	410	11	dstcs	dstcs	NOUN
dad-10729	410	12	.	.	PUNCT
dad-10729	411	1	dstc2	dstc2	NOUN
dad-10729	411	2	team	team	NOUN
dad-10729	411	3	1	1	NUM
dad-10729	411	4	team	team	NOUN
dad-10729	411	5	2	2	NUM
dad-10729	411	6	team	team	NOUN
dad-10729	411	7	3	3	NUM
dad-10729	411	8	team	team	NOUN
dad-10729	411	9	4	4	NUM
dad-10729	411	10	team	team	NOUN
dad-10729	411	11	5	5	NUM
dad-10729	411	12	team	team	NOUN
dad-10729	411	13	6	6	NUM
dad-10729	411	14	team	team	NOUN
dad-10729	411	15	7	7	NUM
dad-10729	411	16	team	team	NOUN
dad-10729	411	17	8	8	NUM
dad-10729	411	18	team	team	NOUN
dad-10729	411	19	9	9	NUM
dad-10729	411	20	-40	-40	NUM
dad-10729	411	21	-30	-30	NUM
dad-10729	411	22	-20	-20	NUM
dad-10729	411	23	-10	-10	SYM
dad-10729	411	24	0	0	NUM
dad-10729	411	25	dstc3	dstc3	NOUN
dad-10729	411	26	team	team	NOUN
dad-10729	411	27	1	1	NUM
dad-10729	411	28	team	team	NOUN
dad-10729	411	29	2	2	NUM
dad-10729	411	30	team	team	NOUN
dad-10729	411	31	3	3	NUM
dad-10729	411	32	team	team	NOUN
dad-10729	411	33	4	4	NUM
dad-10729	411	34	team	team	NOUN
dad-10729	411	35	5	5	NUM
dad-10729	411	36	team	team	NOUN
dad-10729	411	37	6	6	NUM
dad-10729	411	38	team	team	NOUN
dad-10729	411	39	7	7	NUM
dad-10729	411	40	-40	-40	PUNCT
dad-10729	411	41	-30	-30	NUM
dad-10729	411	42	-20	-20	NUM
dad-10729	411	43	-10	-10	SYM
dad-10729	411	44	0	0	NUM
dad-10729	411	45	figure	figure	NOUN
dad-10729	411	46	5	5	NUM
dad-10729	411	47	:	:	PUNCT
dad-10729	411	48	percentage	percentage	NOUN
dad-10729	411	49	of	of	ADP
dad-10729	411	50	all	all	DET
dad-10729	411	51	turns	turn	NOUN
dad-10729	411	52	where	where	SCONJ
dad-10729	411	53	the	the	DET
dad-10729	411	54	top	top	ADJ
dad-10729	411	55	tracker	tracker	NOUN
dad-10729	411	56	from	from	ADP
dad-10729	411	57	each	each	DET
dad-10729	411	58	team	team	NOUN
dad-10729	411	59	did	do	VERB
dad-10729	411	60	better	well	ADV
dad-10729	411	61	than	than	ADP
dad-10729	411	62	the	the	DET
dad-10729	411	63	slubased	slubase	VERB
dad-10729	411	64	oracle	oracle	NOUN
dad-10729	411	65	(	(	PUNCT
dad-10729	411	66	white	white	ADJ
dad-10729	411	67	bar	bar	NOUN
dad-10729	411	68	)	)	PUNCT
dad-10729	411	69	or	or	CCONJ
dad-10729	411	70	worse	bad	ADJ
dad-10729	411	71	than	than	ADP
dad-10729	411	72	the	the	DET
dad-10729	411	73	oracle	oracle	NOUN
dad-10729	411	74	(	(	PUNCT
dad-10729	411	75	black	black	ADJ
dad-10729	411	76	bar	bar	NOUN
dad-10729	411	77	)	)	PUNCT
dad-10729	411	78	for	for	ADP
dad-10729	411	79	the	the	DET
dad-10729	411	80	joint	joint	ADJ
dad-10729	411	81	goal	goal	NOUN
dad-10729	411	82	accuracy	accuracy	NOUN
dad-10729	411	83	metric	metric	ADJ
dad-10729	411	84	.	.	PUNCT
dad-10729	412	1	dstc1	dstc1	PROPN
dad-10729	412	2	is	be	AUX
dad-10729	412	3	not	not	PART
dad-10729	412	4	shown	show	VERB
dad-10729	412	5	because	because	SCONJ
dad-10729	412	6	its	its	PRON
dad-10729	412	7	design	design	NOUN
dad-10729	412	8	resulted	result	VERB
dad-10729	412	9	in	in	ADP
dad-10729	412	10	the	the	DET
dad-10729	412	11	oracle	oracle	NOUN
dad-10729	412	12	always	always	ADV
dad-10729	412	13	achieving	achieve	VERB
dad-10729	412	14	100	100	NUM
dad-10729	412	15	%	%	NOUN
dad-10729	412	16	accuracy	accuracy	NOUN
dad-10729	412	17	,	,	PUNCT
dad-10729	412	18	so	so	CCONJ
dad-10729	412	19	it	it	PRON
dad-10729	412	20	was	be	AUX
dad-10729	412	21	not	not	PART
dad-10729	412	22	possible	possible	ADJ
dad-10729	412	23	to	to	PART
dad-10729	412	24	beat	beat	VERB
dad-10729	412	25	the	the	DET
dad-10729	412	26	performance	performance	NOUN
dad-10729	412	27	of	of	ADP
dad-10729	412	28	the	the	DET
dad-10729	412	29	oracle	oracle	NOUN
dad-10729	412	30	in	in	ADP
dad-10729	412	31	dstc1	dstc1	PROPN
dad-10729	412	32	.	.	PUNCT
dad-10729	413	1	note	note	VERB
dad-10729	413	2	that	that	SCONJ
dad-10729	413	3	the	the	DET
dad-10729	413	4	team	team	NOUN
dad-10729	413	5	ids	id	NOUN
dad-10729	413	6	are	be	AUX
dad-10729	413	7	not	not	PART
dad-10729	413	8	consistent	consistent	ADJ
dad-10729	413	9	across	across	ADP
dad-10729	413	10	different	different	ADJ
dad-10729	413	11	dstcs	dstcs	NOUN
dad-10729	413	12	.	.	PUNCT
dad-10729	414	1	23	23	NUM
dad-10729	414	2	williams	williams	PROPN
dad-10729	414	3	,	,	PUNCT
dad-10729	414	4	raux	raux	PROPN
dad-10729	414	5	,	,	PUNCT
dad-10729	414	6	and	and	CCONJ
dad-10729	414	7	henderson	henderson	PROPN
dad-10729	414	8	required	require	VERB
dad-10729	414	9	manually	manually	ADV
dad-10729	414	10	labeling	label	VERB
dad-10729	414	11	each	each	DET
dad-10729	414	12	slu	slu	NOUN
dad-10729	414	13	hypothesis	hypothesis	NOUN
dad-10729	414	14	for	for	ADP
dad-10729	414	15	correctness	correctness	NOUN
dad-10729	414	16	.	.	PUNCT
dad-10729	415	1	this	this	PRON
dad-10729	415	2	was	be	AUX
dad-10729	415	3	done	do	VERB
dad-10729	415	4	by	by	ADP
dad-10729	415	5	a	a	DET
dad-10729	415	6	mixture	mixture	NOUN
dad-10729	415	7	of	of	ADP
dad-10729	415	8	professional	professional	ADJ
dad-10729	415	9	transcribers	transcriber	NOUN
dad-10729	415	10	and	and	CCONJ
dad-10729	415	11	crowd	crowd	VERB
dad-10729	415	12	workers	worker	NOUN
dad-10729	415	13	,	,	PUNCT
dad-10729	415	14	at	at	ADP
dad-10729	415	15	a	a	DET
dad-10729	415	16	cost	cost	NOUN
dad-10729	415	17	of	of	ADP
dad-10729	415	18	a	a	DET
dad-10729	415	19	few	few	ADJ
dad-10729	415	20	thousand	thousand	NUM
dad-10729	415	21	dollars	dollar	NOUN
dad-10729	415	22	.	.	PUNCT
dad-10729	416	1	edge	edge	NOUN
dad-10729	416	2	cases	case	NOUN
dad-10729	416	3	were	be	AUX
dad-10729	416	4	difficult	difficult	ADJ
dad-10729	416	5	for	for	ADP
dad-10729	416	6	either	either	DET
dad-10729	416	7	group	group	NOUN
dad-10729	416	8	,	,	PUNCT
dad-10729	416	9	and	and	CCONJ
dad-10729	416	10	many	many	ADJ
dad-10729	416	11	utterances	utterance	NOUN
dad-10729	416	12	needed	need	VERB
dad-10729	416	13	to	to	PART
dad-10729	416	14	be	be	AUX
dad-10729	416	15	manually	manually	ADV
dad-10729	416	16	labeled	label	VERB
dad-10729	416	17	by	by	ADP
dad-10729	416	18	the	the	DET
dad-10729	416	19	organizers	organizer	NOUN
dad-10729	416	20	,	,	PUNCT
dad-10729	416	21	often	often	ADV
dad-10729	416	22	by	by	ADP
dad-10729	416	23	consulting	consult	VERB
dad-10729	416	24	native	native	ADJ
dad-10729	416	25	pittsburghers	pittsburgher	NOUN
dad-10729	416	26	or	or	CCONJ
dad-10729	416	27	researching	research	VERB
dad-10729	416	28	pittsburgh	pittsburgh	PROPN
dad-10729	416	29	geography	geography	NOUN
dad-10729	416	30	.	.	PUNCT
dad-10729	417	1	a	a	DET
dad-10729	417	2	further	further	ADJ
dad-10729	417	3	difficulty	difficulty	NOUN
dad-10729	417	4	in	in	ADP
dad-10729	417	5	preparing	prepare	VERB
dad-10729	417	6	the	the	DET
dad-10729	417	7	data	datum	NOUN
dad-10729	417	8	for	for	ADP
dad-10729	417	9	dstc1	dstc1	NOUN
dad-10729	417	10	was	be	AUX
dad-10729	417	11	the	the	DET
dad-10729	417	12	need	need	NOUN
dad-10729	417	13	to	to	PART
dad-10729	417	14	design	design	VERB
dad-10729	417	15	a	a	DET
dad-10729	417	16	dialog	dialog	NOUN
dad-10729	417	17	act	act	NOUN
dad-10729	417	18	ontology	ontology	NOUN
dad-10729	417	19	that	that	PRON
dad-10729	417	20	represented	represent	VERB
dad-10729	417	21	dialog	dialog	NOUN
dad-10729	417	22	acts	act	NOUN
dad-10729	417	23	produced	produce	VERB
dad-10729	417	24	by	by	ADP
dad-10729	417	25	three	three	NUM
dad-10729	417	26	dialog	dialog	NOUN
dad-10729	417	27	systems	system	NOUN
dad-10729	417	28	from	from	ADP
dad-10729	417	29	different	different	ADJ
dad-10729	417	30	research	research	NOUN
dad-10729	417	31	groups	group	NOUN
dad-10729	417	32	.	.	PUNCT
dad-10729	418	1	by	by	ADP
dad-10729	418	2	comparison	comparison	NOUN
dad-10729	418	3	,	,	PUNCT
dad-10729	418	4	preparing	prepare	VERB
dad-10729	418	5	the	the	DET
dad-10729	418	6	data	datum	NOUN
dad-10729	418	7	for	for	ADP
dad-10729	418	8	dstc2	dstc2	NOUN
dad-10729	418	9	-	-	PUNCT
dad-10729	418	10	3	3	NUM
dad-10729	418	11	required	require	VERB
dad-10729	418	12	much	much	ADV
dad-10729	418	13	less	less	ADJ
dad-10729	418	14	work	work	NOUN
dad-10729	418	15	because	because	SCONJ
dad-10729	418	16	an	an	DET
dad-10729	418	17	explicit	explicit	ADJ
dad-10729	418	18	ontology	ontology	NOUN
dad-10729	418	19	simplified	simplify	VERB
dad-10729	418	20	labeling	labeling	NOUN
dad-10729	418	21	,	,	PUNCT
dad-10729	418	22	and	and	CCONJ
dad-10729	418	23	dialogs	dialog	NOUN
dad-10729	418	24	were	be	AUX
dad-10729	418	25	drawn	draw	VERB
dad-10729	418	26	from	from	ADP
dad-10729	418	27	a	a	DET
dad-10729	418	28	single	single	ADJ
dad-10729	418	29	system	system	NOUN
dad-10729	418	30	which	which	PRON
dad-10729	418	31	included	include	VERB
dad-10729	418	32	system	system	NOUN
dad-10729	418	33	-	-	PUNCT
dad-10729	418	34	side	side	NOUN
dad-10729	418	35	dialog	dialog	NOUN
dad-10729	418	36	act	act	NOUN
dad-10729	418	37	tags	tag	NOUN
dad-10729	418	38	.	.	PUNCT
dad-10729	419	1	future	future	ADJ
dad-10729	419	2	challenges	challenge	NOUN
dad-10729	419	3	might	might	AUX
dad-10729	419	4	benefit	benefit	VERB
dad-10729	419	5	from	from	ADP
dad-10729	419	6	following	follow	VERB
dad-10729	419	7	the	the	DET
dad-10729	419	8	approach	approach	NOUN
dad-10729	419	9	in	in	ADP
dad-10729	419	10	dstc2	dstc2	PROPN
dad-10729	419	11	-	-	PUNCT
dad-10729	419	12	3	3	NUM
dad-10729	419	13	.	.	PUNCT
dad-10729	420	1	the	the	DET
dad-10729	420	2	dstc	dstc	NOUN
dad-10729	420	3	organizers	organizer	NOUN
dad-10729	420	4	decided	decide	VERB
dad-10729	420	5	to	to	PART
dad-10729	420	6	continue	continue	VERB
dad-10729	420	7	to	to	PART
dad-10729	420	8	make	make	VERB
dad-10729	420	9	the	the	DET
dad-10729	420	10	data	datum	NOUN
dad-10729	420	11	freely	freely	ADV
dad-10729	420	12	available	available	ADJ
dad-10729	420	13	after	after	ADP
dad-10729	420	14	the	the	DET
dad-10729	420	15	conclusion	conclusion	NOUN
dad-10729	420	16	of	of	ADP
dad-10729	420	17	the	the	DET
dad-10729	420	18	challenge	challenge	NOUN
dad-10729	420	19	.	.	PUNCT
dad-10729	421	1	this	this	PRON
dad-10729	421	2	has	have	AUX
dad-10729	421	3	had	have	VERB
dad-10729	421	4	unforeseen	unforeseen	ADJ
dad-10729	421	5	benefits	benefit	NOUN
dad-10729	421	6	:	:	PUNCT
dad-10729	421	7	first	first	ADV
dad-10729	421	8	,	,	PUNCT
dad-10729	421	9	the	the	DET
dad-10729	421	10	dstc	dstc	NOUN
dad-10729	421	11	data	datum	NOUN
dad-10729	421	12	now	now	ADV
dad-10729	421	13	forms	form	VERB
dad-10729	421	14	a	a	DET
dad-10729	421	15	sort	sort	NOUN
dad-10729	421	16	of	of	ADP
dad-10729	421	17	benchmark	benchmark	NOUN
dad-10729	421	18	for	for	ADP
dad-10729	421	19	the	the	DET
dad-10729	421	20	field	field	NOUN
dad-10729	421	21	,	,	PUNCT
dad-10729	421	22	with	with	ADP
dad-10729	421	23	groups	group	NOUN
dad-10729	421	24	continuing	continue	VERB
dad-10729	421	25	to	to	PART
dad-10729	421	26	report	report	VERB
dad-10729	421	27	results	result	NOUN
dad-10729	421	28	on	on	ADP
dad-10729	421	29	it	it	PRON
dad-10729	421	30	after	after	ADP
dad-10729	421	31	the	the	DET
dad-10729	421	32	challenge	challenge	NOUN
dad-10729	421	33	proper	proper	ADJ
dad-10729	421	34	(	(	PUNCT
dad-10729	421	35	lee	lee	PROPN
dad-10729	421	36	,	,	PUNCT
dad-10729	421	37	2013	2013	NUM
dad-10729	421	38	;	;	PUNCT
dad-10729	421	39	ma	ma	PROPN
dad-10729	421	40	and	and	CCONJ
dad-10729	421	41	fosler	fosler	NOUN
dad-10729	421	42	-	-	PUNCT
dad-10729	421	43	lussier	lussier	NOUN
dad-10729	421	44	,	,	PUNCT
dad-10729	421	45	2014b	2014b	NUM
dad-10729	421	46	;	;	PUNCT
dad-10729	421	47	zilka	zilka	NOUN
dad-10729	421	48	and	and	CCONJ
dad-10729	421	49	jurčı́ček	jurčı́ček	NOUN
dad-10729	421	50	,	,	PUNCT
dad-10729	421	51	2015	2015	NUM
dad-10729	421	52	;	;	PUNCT
dad-10729	421	53	fix	fix	NOUN
dad-10729	421	54	and	and	CCONJ
dad-10729	421	55	frezza	frezza	NOUN
dad-10729	421	56	-	-	PUNCT
dad-10729	421	57	buet	buet	NOUN
dad-10729	421	58	,	,	PUNCT
dad-10729	421	59	2015	2015	NUM
dad-10729	421	60	)	)	PUNCT
dad-10729	421	61	.	.	PUNCT
dad-10729	422	1	in	in	ADP
dad-10729	422	2	addition	addition	NOUN
dad-10729	422	3	,	,	PUNCT
dad-10729	422	4	the	the	DET
dad-10729	422	5	dstc1	dstc1	PROPN
dad-10729	422	6	-	-	PUNCT
dad-10729	422	7	3	3	NUM
dad-10729	422	8	corpora	corpora	NOUN
dad-10729	422	9	have	have	AUX
dad-10729	422	10	been	be	AUX
dad-10729	422	11	used	use	VERB
dad-10729	422	12	to	to	PART
dad-10729	422	13	examine	examine	VERB
dad-10729	422	14	which	which	PRON
dad-10729	422	15	state	state	NOUN
dad-10729	422	16	tracking	tracking	NOUN
dad-10729	422	17	evaluation	evaluation	NOUN
dad-10729	422	18	metrics	metric	NOUN
dad-10729	422	19	correlate	correlate	VERB
dad-10729	422	20	with	with	ADP
dad-10729	422	21	dialog	dialog	NOUN
dad-10729	422	22	success	success	NOUN
dad-10729	422	23	(	(	PUNCT
dad-10729	422	24	lee	lee	PROPN
dad-10729	422	25	,	,	PUNCT
dad-10729	422	26	2014	2014	NUM
dad-10729	422	27	)	)	PUNCT
dad-10729	422	28	,	,	PUNCT
dad-10729	422	29	perform	perform	VERB
dad-10729	422	30	detailed	detailed	ADJ
dad-10729	422	31	error	error	NOUN
dad-10729	422	32	analyses	analysis	NOUN
dad-10729	422	33	of	of	ADP
dad-10729	422	34	state	state	NOUN
dad-10729	422	35	trackers	tracker	NOUN
dad-10729	422	36	(	(	PUNCT
dad-10729	422	37	smith	smith	PROPN
dad-10729	422	38	,	,	PUNCT
dad-10729	422	39	2014	2014	NUM
dad-10729	422	40	)	)	PUNCT
dad-10729	422	41	,	,	PUNCT
dad-10729	422	42	and	and	CCONJ
dad-10729	422	43	for	for	ADP
dad-10729	422	44	dialog	dialog	NOUN
dad-10729	422	45	act	act	PROPN
dad-10729	422	46	classification	classification	NOUN
dad-10729	422	47	and	and	CCONJ
dad-10729	422	48	slu	slu	NOUN
dad-10729	422	49	experimentation	experimentation	NOUN
dad-10729	422	50	(	(	PUNCT
dad-10729	422	51	ma	ma	PROPN
dad-10729	422	52	and	and	CCONJ
dad-10729	422	53	fosler	fosler	NOUN
dad-10729	422	54	-	-	PUNCT
dad-10729	422	55	lussier	lussier	NOUN
dad-10729	422	56	,	,	PUNCT
dad-10729	422	57	2014a	2014a	NUM
dad-10729	422	58	;	;	PUNCT
dad-10729	422	59	ferreira	ferreira	PROPN
dad-10729	422	60	et	et	PROPN
dad-10729	422	61	al	al	PROPN
dad-10729	422	62	.	.	PROPN
dad-10729	422	63	,	,	PUNCT
dad-10729	422	64	2015	2015	NUM
dad-10729	422	65	)	)	PUNCT
dad-10729	422	66	.	.	PUNCT
dad-10729	423	1	we	we	PRON
dad-10729	423	2	encourage	encourage	VERB
dad-10729	423	3	future	future	ADJ
dad-10729	423	4	challenges	challenge	NOUN
dad-10729	423	5	to	to	PART
dad-10729	423	6	continue	continue	VERB
dad-10729	423	7	this	this	DET
dad-10729	423	8	tradition	tradition	NOUN
dad-10729	423	9	.	.	PUNCT
dad-10729	424	1	7	7	X
dad-10729	424	2	.	.	NUM
dad-10729	424	3	perspectives	perspective	NOUN
dad-10729	424	4	and	and	CCONJ
dad-10729	424	5	conclusion	conclusion	NOUN
dad-10729	424	6	although	although	SCONJ
dad-10729	424	7	dialog	dialog	NOUN
dad-10729	424	8	state	state	NOUN
dad-10729	424	9	tracking	tracking	NOUN
dad-10729	424	10	is	be	AUX
dad-10729	424	11	a	a	DET
dad-10729	424	12	crucial	crucial	ADJ
dad-10729	424	13	problem	problem	NOUN
dad-10729	424	14	in	in	ADP
dad-10729	424	15	spoken	spoken	ADJ
dad-10729	424	16	dialog	dialog	NOUN
dad-10729	424	17	systems	system	NOUN
dad-10729	424	18	,	,	PUNCT
dad-10729	424	19	until	until	SCONJ
dad-10729	424	20	recently	recently	ADV
dad-10729	424	21	it	it	PRON
dad-10729	424	22	received	receive	VERB
dad-10729	424	23	only	only	ADV
dad-10729	424	24	sporadic	sporadic	ADJ
dad-10729	424	25	attention	attention	NOUN
dad-10729	424	26	.	.	PUNCT
dad-10729	425	1	throughout	throughout	ADP
dad-10729	425	2	the	the	DET
dad-10729	425	3	1990s	1990	NOUN
dad-10729	425	4	,	,	PUNCT
dad-10729	425	5	hand	hand	NOUN
dad-10729	425	6	-	-	PUNCT
dad-10729	425	7	crafted	craft	VERB
dad-10729	425	8	rules	rule	NOUN
dad-10729	425	9	were	be	AUX
dad-10729	425	10	the	the	DET
dad-10729	425	11	dominant	dominant	ADJ
dad-10729	425	12	solution	solution	NOUN
dad-10729	425	13	in	in	ADP
dad-10729	425	14	both	both	CCONJ
dad-10729	425	15	research	research	NOUN
dad-10729	425	16	and	and	CCONJ
dad-10729	425	17	production	production	NOUN
dad-10729	425	18	systems	system	NOUN
dad-10729	425	19	.	.	PUNCT
dad-10729	426	1	in	in	ADP
dad-10729	426	2	the	the	DET
dad-10729	426	3	early	early	ADJ
dad-10729	426	4	2000s	2000s	NUM
dad-10729	426	5	,	,	PUNCT
dad-10729	426	6	researchers	researcher	NOUN
dad-10729	426	7	recognized	recognize	VERB
dad-10729	426	8	the	the	DET
dad-10729	426	9	need	need	NOUN
dad-10729	426	10	to	to	PART
dad-10729	426	11	model	model	VERB
dad-10729	426	12	uncertainty	uncertainty	NOUN
dad-10729	426	13	explicitly	explicitly	ADV
dad-10729	426	14	and	and	CCONJ
dad-10729	426	15	make	make	VERB
dad-10729	426	16	use	use	NOUN
dad-10729	426	17	of	of	ADP
dad-10729	426	18	all	all	PRON
dad-10729	426	19	of	of	ADP
dad-10729	426	20	the	the	DET
dad-10729	426	21	information	information	NOUN
dad-10729	426	22	on	on	ADP
dad-10729	426	23	the	the	DET
dad-10729	426	24	slu	slu	NOUN
dad-10729	426	25	n	n	CCONJ
dad-10729	426	26	-	-	PUNCT
dad-10729	426	27	best	good	ADJ
dad-10729	426	28	list	list	NOUN
dad-10729	426	29	,	,	PUNCT
dad-10729	426	30	and	and	CCONJ
dad-10729	426	31	proposed	propose	VERB
dad-10729	426	32	several	several	ADJ
dad-10729	426	33	methods	method	NOUN
dad-10729	426	34	,	,	PUNCT
dad-10729	426	35	with	with	ADP
dad-10729	426	36	generative	generative	ADJ
dad-10729	426	37	models	model	NOUN
dad-10729	426	38	being	be	AUX
dad-10729	426	39	most	most	ADV
dad-10729	426	40	common	common	ADJ
dad-10729	426	41	.	.	PUNCT
dad-10729	427	1	yet	yet	CCONJ
dad-10729	427	2	work	work	NOUN
dad-10729	427	3	was	be	AUX
dad-10729	427	4	sporadic	sporadic	ADJ
dad-10729	427	5	and	and	CCONJ
dad-10729	427	6	different	different	ADJ
dad-10729	427	7	methods	method	NOUN
dad-10729	427	8	were	be	AUX
dad-10729	427	9	rarely	rarely	ADV
dad-10729	427	10	compared	compare	VERB
dad-10729	427	11	:	:	PUNCT
dad-10729	427	12	different	different	ADJ
dad-10729	427	13	groups	group	NOUN
dad-10729	427	14	operated	operate	VERB
dad-10729	427	15	their	their	PRON
dad-10729	427	16	own	own	ADJ
dad-10729	427	17	dialog	dialog	NOUN
dad-10729	427	18	systems	system	NOUN
dad-10729	427	19	,	,	PUNCT
dad-10729	427	20	and	and	CCONJ
dad-10729	427	21	there	there	PRON
dad-10729	427	22	was	be	VERB
dad-10729	427	23	no	no	DET
dad-10729	427	24	standardized	standardized	ADJ
dad-10729	427	25	dataset	dataset	NOUN
dad-10729	427	26	and	and	CCONJ
dad-10729	427	27	framework	framework	NOUN
dad-10729	427	28	for	for	ADP
dad-10729	427	29	evaluation	evaluation	NOUN
dad-10729	427	30	.	.	PUNCT
dad-10729	428	1	the	the	DET
dad-10729	428	2	dialog	dialog	NOUN
dad-10729	428	3	state	state	NOUN
dad-10729	428	4	tracking	tracking	NOUN
dad-10729	428	5	challenge	challenge	NOUN
dad-10729	428	6	has	have	AUX
dad-10729	428	7	introduced	introduce	VERB
dad-10729	428	8	the	the	DET
dad-10729	428	9	first	first	ADJ
dad-10729	428	10	shared	share	VERB
dad-10729	428	11	datasets	dataset	NOUN
dad-10729	428	12	and	and	CCONJ
dad-10729	428	13	common	common	ADJ
dad-10729	428	14	evaluation	evaluation	NOUN
dad-10729	428	15	metrics	metric	NOUN
dad-10729	428	16	for	for	ADP
dad-10729	428	17	this	this	DET
dad-10729	428	18	problem	problem	NOUN
dad-10729	428	19	,	,	PUNCT
dad-10729	428	20	and	and	CCONJ
dad-10729	428	21	has	have	AUX
dad-10729	428	22	catalyzed	catalyze	VERB
dad-10729	428	23	substantial	substantial	ADJ
dad-10729	428	24	new	new	ADJ
dad-10729	428	25	work	work	NOUN
dad-10729	428	26	into	into	ADP
dad-10729	428	27	this	this	DET
dad-10729	428	28	research	research	NOUN
dad-10729	428	29	problem	problem	NOUN
dad-10729	428	30	.	.	PUNCT
dad-10729	429	1	in	in	ADP
dad-10729	429	2	particular	particular	ADJ
dad-10729	429	3	,	,	PUNCT
dad-10729	429	4	the	the	DET
dad-10729	429	5	dstc	dstc	NOUN
dad-10729	429	6	series	series	NOUN
dad-10729	429	7	has	have	AUX
dad-10729	429	8	underpinned	underpin	VERB
dad-10729	429	9	three	three	NUM
dad-10729	429	10	broad	broad	ADJ
dad-10729	429	11	advances	advance	NOUN
dad-10729	429	12	.	.	PUNCT
dad-10729	430	1	the	the	DET
dad-10729	430	2	first	first	ADJ
dad-10729	430	3	contribution	contribution	NOUN
dad-10729	430	4	of	of	ADP
dad-10729	430	5	the	the	DET
dad-10729	430	6	dstc	dstc	NOUN
dad-10729	430	7	series	series	PROPN
dad-10729	430	8	has	have	AUX
dad-10729	430	9	been	be	AUX
dad-10729	430	10	to	to	PART
dad-10729	430	11	change	change	VERB
dad-10729	430	12	the	the	DET
dad-10729	430	13	dominant	dominant	ADJ
dad-10729	430	14	approach	approach	NOUN
dad-10729	430	15	from	from	ADP
dad-10729	430	16	generative	generative	ADJ
dad-10729	430	17	models	model	NOUN
dad-10729	430	18	to	to	ADP
dad-10729	430	19	discriminatively	discriminatively	ADV
dad-10729	430	20	trained	train	VERB
dad-10729	430	21	classifiers	classifier	NOUN
dad-10729	430	22	.	.	PUNCT
dad-10729	431	1	prior	prior	ADV
dad-10729	431	2	to	to	ADP
dad-10729	431	3	the	the	DET
dad-10729	431	4	dstc	dstc	PROPN
dad-10729	431	5	series	series	PROPN
dad-10729	431	6	,	,	PUNCT
dad-10729	431	7	generative	generative	ADJ
dad-10729	431	8	models	model	NOUN
dad-10729	431	9	were	be	AUX
dad-10729	431	10	most	most	ADV
dad-10729	431	11	common	common	ADJ
dad-10729	431	12	.	.	PUNCT
dad-10729	432	1	the	the	DET
dad-10729	432	2	dstc	dstc	PROPN
dad-10729	432	3	series	series	PROPN
dad-10729	432	4	has	have	AUX
dad-10729	432	5	illustrated	illustrate	VERB
dad-10729	432	6	the	the	DET
dad-10729	432	7	weaknesses	weakness	NOUN
dad-10729	432	8	in	in	ADP
dad-10729	432	9	generative	generative	ADJ
dad-10729	432	10	models	model	NOUN
dad-10729	432	11	that	that	PRON
dad-10729	432	12	hindered	hinder	VERB
dad-10729	432	13	accuracy	accuracy	NOUN
dad-10729	432	14	,	,	PUNCT
dad-10729	432	15	such	such	ADJ
dad-10729	432	16	as	as	ADP
dad-10729	432	17	the	the	DET
dad-10729	432	18	inability	inability	NOUN
dad-10729	432	19	to	to	PART
dad-10729	432	20	handle	handle	VERB
dad-10729	432	21	a	a	DET
dad-10729	432	22	large	large	ADJ
dad-10729	432	23	number	number	NOUN
dad-10729	432	24	of	of	ADP
dad-10729	432	25	features	feature	NOUN
dad-10729	432	26	.	.	PUNCT
dad-10729	433	1	in	in	ADP
dad-10729	433	2	their	their	PRON
dad-10729	433	3	simplest	simple	ADJ
dad-10729	433	4	form	form	NOUN
dad-10729	433	5	,	,	PUNCT
dad-10729	433	6	discriminatively	discriminatively	ADV
dad-10729	433	7	trained	train	VERB
dad-10729	433	8	classifiers	classifier	NOUN
dad-10729	433	9	take	take	VERB
dad-10729	433	10	as	as	ADP
dad-10729	433	11	input	input	NOUN
dad-10729	433	12	a	a	DET
dad-10729	433	13	feature	feature	NOUN
dad-10729	433	14	vector	vector	NOUN
dad-10729	433	15	of	of	ADP
dad-10729	433	16	fixed	fix	VERB
dad-10729	433	17	size	size	NOUN
dad-10729	433	18	,	,	PUNCT
dad-10729	433	19	where	where	SCONJ
dad-10729	433	20	the	the	DET
dad-10729	433	21	features	feature	NOUN
dad-10729	433	22	summarize	summarize	VERB
dad-10729	433	23	dialog	dialog	NOUN
dad-10729	433	24	history	history	NOUN
dad-10729	433	25	up	up	ADP
dad-10729	433	26	to	to	ADP
dad-10729	433	27	the	the	DET
dad-10729	433	28	current	current	ADJ
dad-10729	433	29	turn	turn	NOUN
dad-10729	433	30	.	.	PUNCT
dad-10729	434	1	the	the	DET
dad-10729	434	2	second	second	ADJ
dad-10729	434	3	contribution	contribution	NOUN
dad-10729	434	4	of	of	ADP
dad-10729	434	5	the	the	DET
dad-10729	434	6	dstc	dstc	NOUN
dad-10729	434	7	series	series	PROPN
dad-10729	434	8	has	have	AUX
dad-10729	434	9	been	be	AUX
dad-10729	434	10	to	to	PART
dad-10729	434	11	enable	enable	VERB
dad-10729	434	12	the	the	DET
dad-10729	434	13	development	development	NOUN
dad-10729	434	14	of	of	ADP
dad-10729	434	15	discriminative	discriminative	NOUN
dad-10729	434	16	sequential	sequential	ADJ
dad-10729	434	17	models	model	NOUN
dad-10729	434	18	for	for	ADP
dad-10729	434	19	dialog	dialog	NOUN
dad-10729	434	20	state	state	NOUN
dad-10729	434	21	tracking	tracking	NOUN
dad-10729	434	22	.	.	PUNCT
dad-10729	435	1	unlike	unlike	ADP
dad-10729	435	2	simple	simple	ADJ
dad-10729	435	3	classifiers	classifier	NOUN
dad-10729	435	4	,	,	PUNCT
dad-10729	435	5	sequential	sequential	ADJ
dad-10729	435	6	models	model	NOUN
dad-10729	435	7	take	take	VERB
dad-10729	435	8	as	as	ADP
dad-10729	435	9	input	input	NOUN
dad-10729	435	10	a	a	DET
dad-10729	435	11	set	set	NOUN
dad-10729	435	12	of	of	ADP
dad-10729	435	13	features	feature	NOUN
dad-10729	435	14	at	at	ADP
dad-10729	435	15	each	each	DET
dad-10729	435	16	turn	turn	NOUN
dad-10729	435	17	,	,	PUNCT
dad-10729	435	18	avoiding	avoid	VERB
dad-10729	435	19	the	the	DET
dad-10729	435	20	need	need	NOUN
dad-10729	435	21	to	to	PART
dad-10729	435	22	design	design	VERB
dad-10729	435	23	features	feature	NOUN
dad-10729	435	24	that	that	PRON
dad-10729	435	25	summarize	summarize	VERB
dad-10729	435	26	the	the	DET
dad-10729	435	27	dialog	dialog	NOUN
dad-10729	435	28	history	history	NOUN
dad-10729	435	29	.	.	PUNCT
dad-10729	436	1	thus	thus	ADV
dad-10729	436	2	,	,	PUNCT
dad-10729	436	3	sequential	sequential	ADJ
dad-10729	436	4	models	model	NOUN
dad-10729	436	5	substantially	substantially	ADV
dad-10729	436	6	simplify	simplify	VERB
dad-10729	436	7	the	the	DET
dad-10729	436	8	feature	feature	NOUN
dad-10729	436	9	engineering	engineering	NOUN
dad-10729	436	10	process	process	NOUN
dad-10729	436	11	,	,	PUNCT
dad-10729	436	12	reducing	reduce	VERB
dad-10729	436	13	effort	effort	NOUN
dad-10729	436	14	.	.	PUNCT
dad-10729	437	1	because	because	SCONJ
dad-10729	437	2	they	they	PRON
dad-10729	437	3	properly	properly	ADV
dad-10729	437	4	account	account	VERB
dad-10729	437	5	for	for	ADP
dad-10729	437	6	dialog	dialog	NOUN
dad-10729	437	7	as	as	ADP
dad-10729	437	8	a	a	DET
dad-10729	437	9	temporal	temporal	ADJ
dad-10729	437	10	process	process	NOUN
dad-10729	437	11	,	,	PUNCT
dad-10729	437	12	they	they	PRON
dad-10729	437	13	also	also	ADV
dad-10729	437	14	have	have	VERB
dad-10729	437	15	the	the	DET
dad-10729	437	16	potential	potential	NOUN
dad-10729	437	17	to	to	PART
dad-10729	437	18	improve	improve	VERB
dad-10729	437	19	accuracy	accuracy	NOUN
dad-10729	437	20	,	,	PUNCT
dad-10729	437	21	and	and	CCONJ
dad-10729	437	22	this	this	PRON
dad-10729	437	23	has	have	AUX
dad-10729	437	24	been	be	AUX
dad-10729	437	25	demonstrated	demonstrate	VERB
dad-10729	437	26	in	in	ADP
dad-10729	437	27	dstc	dstc	ADJ
dad-10729	437	28	entries	entry	NOUN
dad-10729	437	29	.	.	PUNCT
dad-10729	438	1	the	the	DET
dad-10729	438	2	third	third	ADJ
dad-10729	438	3	and	and	CCONJ
dad-10729	438	4	most	most	ADV
dad-10729	438	5	recent	recent	ADJ
dad-10729	438	6	contribution	contribution	NOUN
dad-10729	438	7	of	of	ADP
dad-10729	438	8	the	the	DET
dad-10729	438	9	dstc	dstc	NOUN
dad-10729	438	10	series	series	PROPN
dad-10729	438	11	has	have	AUX
dad-10729	438	12	been	be	AUX
dad-10729	438	13	to	to	PART
dad-10729	438	14	underpin	underpin	VERB
dad-10729	438	15	models	model	NOUN
dad-10729	438	16	which	which	PRON
dad-10729	438	17	take	take	VERB
dad-10729	438	18	the	the	DET
dad-10729	438	19	asr	asr	NOUN
dad-10729	438	20	results	result	NOUN
dad-10729	438	21	as	as	ADP
dad-10729	438	22	input	input	NOUN
dad-10729	438	23	directly	directly	ADV
dad-10729	438	24	,	,	PUNCT
dad-10729	438	25	eschewing	eschew	VERB
dad-10729	438	26	the	the	DET
dad-10729	438	27	slu	slu	NOUN
dad-10729	438	28	entirely	entirely	ADV
dad-10729	438	29	.	.	PUNCT
dad-10729	439	1	this	this	DET
dad-10729	439	2	move	move	NOUN
dad-10729	439	3	further	far	ADV
dad-10729	439	4	reduced	reduce	VERB
dad-10729	439	5	the	the	DET
dad-10729	439	6	feature	feature	NOUN
dad-10729	439	7	engineering	engineering	NOUN
dad-10729	439	8	effort	effort	NOUN
dad-10729	439	9	–	–	PUNCT
dad-10729	439	10	these	these	DET
dad-10729	439	11	methods	method	NOUN
dad-10729	439	12	use	use	VERB
dad-10729	439	13	only	only	ADV
dad-10729	439	14	primitive	primitive	ADJ
dad-10729	439	15	asr	asr	NOUN
dad-10729	439	16	features	feature	NOUN
dad-10729	439	17	and	and	CCONJ
dad-10729	439	18	require	require	VERB
dad-10729	439	19	essentially	essentially	ADV
dad-10729	439	20	no	no	DET
dad-10729	439	21	feature	feature	NOUN
dad-10729	439	22	design	design	NOUN
dad-10729	439	23	at	at	ADV
dad-10729	439	24	all	all	ADV
dad-10729	439	25	.	.	PUNCT
dad-10729	440	1	by	by	ADP
dad-10729	440	2	providing	provide	VERB
dad-10729	440	3	direct	direct	ADJ
dad-10729	440	4	access	access	NOUN
dad-10729	440	5	to	to	ADP
dad-10729	440	6	the	the	DET
dad-10729	440	7	raw	raw	ADJ
dad-10729	440	8	input	input	NOUN
dad-10729	440	9	signal	signal	NOUN
dad-10729	440	10	,	,	PUNCT
dad-10729	440	11	they	they	PRON
dad-10729	440	12	also	also	ADV
dad-10729	440	13	have	have	VERB
dad-10729	440	14	the	the	DET
dad-10729	440	15	24	24	NUM
dad-10729	440	16	dialog	dialog	NOUN
dad-10729	440	17	state	state	NOUN
dad-10729	440	18	tracking	tracking	NOUN
dad-10729	440	19	overview	overview	NOUN
dad-10729	440	20	potential	potential	NOUN
dad-10729	440	21	to	to	PART
dad-10729	440	22	provide	provide	VERB
dad-10729	440	23	a	a	DET
dad-10729	440	24	further	further	ADJ
dad-10729	440	25	improvement	improvement	NOUN
dad-10729	440	26	in	in	ADP
dad-10729	440	27	accuracy	accuracy	NOUN
dad-10729	440	28	,	,	PUNCT
dad-10729	440	29	which	which	PRON
dad-10729	440	30	has	have	AUX
dad-10729	440	31	also	also	ADV
dad-10729	440	32	been	be	AUX
dad-10729	440	33	demonstrated	demonstrate	VERB
dad-10729	440	34	in	in	ADP
dad-10729	440	35	the	the	DET
dad-10729	440	36	dstc	dstc	NOUN
dad-10729	440	37	series	series	PROPN
dad-10729	440	38	.	.	PUNCT
dad-10729	441	1	a	a	DET
dad-10729	441	2	key	key	ADJ
dad-10729	441	3	outstanding	outstanding	ADJ
dad-10729	441	4	question	question	NOUN
dad-10729	441	5	for	for	ADP
dad-10729	441	6	the	the	DET
dad-10729	441	7	field	field	NOUN
dad-10729	441	8	is	be	AUX
dad-10729	441	9	whether	whether	SCONJ
dad-10729	441	10	improvements	improvement	NOUN
dad-10729	441	11	in	in	ADP
dad-10729	441	12	dialog	dialog	NOUN
dad-10729	441	13	state	state	NOUN
dad-10729	441	14	tracking	tracking	NOUN
dad-10729	441	15	peformance	peformance	NOUN
dad-10729	441	16	translate	translate	NOUN
dad-10729	441	17	to	to	ADP
dad-10729	441	18	improvements	improvement	NOUN
dad-10729	441	19	in	in	ADP
dad-10729	441	20	end	end	NOUN
dad-10729	441	21	-	-	PUNCT
dad-10729	441	22	to	to	ADP
dad-10729	441	23	-	-	PUNCT
dad-10729	441	24	end	end	NOUN
dad-10729	441	25	dialog	dialog	NOUN
dad-10729	441	26	system	system	NOUN
dad-10729	441	27	performance	performance	NOUN
dad-10729	441	28	,	,	PUNCT
dad-10729	441	29	such	such	ADJ
dad-10729	441	30	as	as	ADP
dad-10729	441	31	improved	improve	VERB
dad-10729	441	32	task	task	NOUN
dad-10729	441	33	completion	completion	NOUN
dad-10729	441	34	or	or	CCONJ
dad-10729	441	35	user	user	NOUN
dad-10729	441	36	satisfaction	satisfaction	NOUN
dad-10729	441	37	.	.	PUNCT
dad-10729	442	1	two	two	NUM
dad-10729	442	2	early	early	ADJ
dad-10729	442	3	studies	study	NOUN
dad-10729	442	4	show	show	VERB
dad-10729	442	5	promising	promising	ADJ
dad-10729	442	6	results	result	NOUN
dad-10729	442	7	.	.	PUNCT
dad-10729	443	1	first	first	ADV
dad-10729	443	2	,	,	PUNCT
dad-10729	443	3	lee	lee	PROPN
dad-10729	443	4	et	et	PROPN
dad-10729	443	5	al	al	PROPN
dad-10729	443	6	.	.	PROPN
dad-10729	444	1	(	(	PUNCT
dad-10729	444	2	2014	2014	NUM
dad-10729	444	3	)	)	PUNCT
dad-10729	444	4	performed	perform	VERB
dad-10729	444	5	off	off	ADP
dad-10729	444	6	-	-	PUNCT
dad-10729	444	7	line	line	NOUN
dad-10729	444	8	reinforcement	reinforcement	NOUN
dad-10729	444	9	learning	learn	VERB
dad-10729	444	10	experiments	experiment	NOUN
dad-10729	444	11	on	on	ADP
dad-10729	444	12	the	the	DET
dad-10729	444	13	(	(	PUNCT
dad-10729	444	14	static	static	ADJ
dad-10729	444	15	)	)	PUNCT
dad-10729	444	16	dstc1	dstc1	PROPN
dad-10729	444	17	corpus	corpus	PROPN
dad-10729	444	18	,	,	PUNCT
dad-10729	444	19	and	and	CCONJ
dad-10729	444	20	showed	show	VERB
dad-10729	444	21	that	that	SCONJ
dad-10729	444	22	improved	improved	ADJ
dad-10729	444	23	dialog	dialog	NOUN
dad-10729	444	24	state	state	NOUN
dad-10729	444	25	tracking	tracking	NOUN
dad-10729	444	26	performance	performance	NOUN
dad-10729	444	27	is	be	AUX
dad-10729	444	28	indeed	indeed	ADV
dad-10729	444	29	correlated	correlate	VERB
dad-10729	444	30	with	with	ADP
dad-10729	444	31	improved	improved	ADJ
dad-10729	444	32	dialog	dialog	NOUN
dad-10729	444	33	performance	performance	NOUN
dad-10729	444	34	.	.	PUNCT
dad-10729	445	1	second	second	ADJ
dad-10729	445	2	,	,	PUNCT
dad-10729	445	3	kim	kim	PROPN
dad-10729	445	4	et	et	PROPN
dad-10729	445	5	al	al	PROPN
dad-10729	445	6	.	.	PROPN
dad-10729	446	1	(	(	PUNCT
dad-10729	446	2	2014	2014	NUM
dad-10729	446	3	)	)	PUNCT
dad-10729	446	4	constructed	construct	VERB
dad-10729	446	5	a	a	DET
dad-10729	446	6	user	user	NOUN
dad-10729	446	7	simulator	simulator	NOUN
dad-10729	446	8	,	,	PUNCT
dad-10729	446	9	and	and	CCONJ
dad-10729	446	10	used	use	VERB
dad-10729	446	11	simulated	simulated	ADJ
dad-10729	446	12	dialogs	dialog	NOUN
dad-10729	446	13	to	to	PART
dad-10729	446	14	compare	compare	VERB
dad-10729	446	15	an	an	DET
dad-10729	446	16	existing	exist	VERB
dad-10729	446	17	generative	generative	ADJ
dad-10729	446	18	tracker	tracker	NOUN
dad-10729	446	19	with	with	ADP
dad-10729	446	20	a	a	DET
dad-10729	446	21	discriminative	discriminative	NOUN
dad-10729	446	22	tracker	tracker	NOUN
dad-10729	446	23	that	that	PRON
dad-10729	446	24	had	have	AUX
dad-10729	446	25	been	be	AUX
dad-10729	446	26	shown	show	VERB
dad-10729	446	27	to	to	PART
dad-10729	446	28	yield	yield	VERB
dad-10729	446	29	better	well	ADJ
dad-10729	446	30	dialog	dialog	NOUN
dad-10729	446	31	state	state	NOUN
dad-10729	446	32	tracking	tracking	NOUN
dad-10729	446	33	accuracy	accuracy	NOUN
dad-10729	446	34	.	.	PUNCT
dad-10729	447	1	they	they	PRON
dad-10729	447	2	found	find	VERB
dad-10729	447	3	that	that	SCONJ
dad-10729	447	4	the	the	DET
dad-10729	447	5	discriminative	discriminative	NOUN
dad-10729	447	6	tracker	tracker	NOUN
dad-10729	447	7	yielded	yield	VERB
dad-10729	447	8	better	well	ADJ
dad-10729	447	9	endto	endto	NOUN
dad-10729	447	10	-	-	PUNCT
dad-10729	447	11	end	end	NOUN
dad-10729	447	12	dialog	dialog	NOUN
dad-10729	447	13	performance	performance	NOUN
dad-10729	447	14	.	.	PUNCT
dad-10729	448	1	the	the	DET
dad-10729	448	2	use	use	NOUN
dad-10729	448	3	of	of	ADP
dad-10729	448	4	a	a	DET
dad-10729	448	5	simulated	simulated	ADJ
dad-10729	448	6	user	user	NOUN
dad-10729	448	7	and	and	CCONJ
dad-10729	448	8	learned	learn	VERB
dad-10729	448	9	dialog	dialog	NOUN
dad-10729	448	10	policy	policy	NOUN
dad-10729	448	11	implies	imply	VERB
dad-10729	448	12	that	that	SCONJ
dad-10729	448	13	the	the	DET
dad-10729	448	14	distribution	distribution	NOUN
dad-10729	448	15	of	of	ADP
dad-10729	448	16	dialog	dialog	NOUN
dad-10729	448	17	states	state	NOUN
dad-10729	448	18	encountered	encounter	VERB
dad-10729	448	19	at	at	ADP
dad-10729	448	20	test	test	NOUN
dad-10729	448	21	time	time	NOUN
dad-10729	448	22	was	be	AUX
dad-10729	448	23	different	different	ADJ
dad-10729	448	24	than	than	SCONJ
dad-10729	448	25	that	that	PRON
dad-10729	448	26	encountered	encounter	VERB
dad-10729	448	27	in	in	ADP
dad-10729	448	28	training	training	NOUN
dad-10729	448	29	,	,	PUNCT
dad-10729	448	30	and	and	CCONJ
dad-10729	448	31	the	the	DET
dad-10729	448	32	fact	fact	NOUN
dad-10729	448	33	that	that	SCONJ
dad-10729	448	34	the	the	DET
dad-10729	448	35	discriminative	discriminative	NOUN
dad-10729	448	36	tracker	tracker	NOUN
dad-10729	448	37	performed	perform	VERB
dad-10729	448	38	well	well	ADV
dad-10729	448	39	suggests	suggest	VERB
dad-10729	448	40	it	it	PRON
dad-10729	448	41	had	have	AUX
dad-10729	448	42	not	not	PART
dad-10729	448	43	overfit	overfit	VERB
dad-10729	448	44	the	the	DET
dad-10729	448	45	training	training	NOUN
dad-10729	448	46	data	datum	NOUN
dad-10729	448	47	.	.	PUNCT
dad-10729	449	1	while	while	SCONJ
dad-10729	449	2	these	these	PRON
dad-10729	449	3	are	be	AUX
dad-10729	449	4	promising	promise	VERB
dad-10729	449	5	results	result	NOUN
dad-10729	449	6	,	,	PUNCT
dad-10729	449	7	the	the	DET
dad-10729	449	8	definitive	definitive	ADJ
dad-10729	449	9	test	test	NOUN
dad-10729	449	10	will	will	AUX
dad-10729	449	11	be	be	AUX
dad-10729	449	12	a	a	DET
dad-10729	449	13	deployment	deployment	NOUN
dad-10729	449	14	with	with	ADP
dad-10729	449	15	real	real	ADJ
dad-10729	449	16	users	user	NOUN
dad-10729	449	17	,	,	PUNCT
dad-10729	449	18	which	which	PRON
dad-10729	449	19	(	(	PUNCT
dad-10729	449	20	to	to	ADP
dad-10729	449	21	our	our	PRON
dad-10729	449	22	knowledge	knowledge	NOUN
dad-10729	449	23	)	)	PUNCT
dad-10729	449	24	has	have	AUX
dad-10729	449	25	not	not	PART
dad-10729	449	26	yet	yet	ADV
dad-10729	449	27	been	be	AUX
dad-10729	449	28	done	do	VERB
dad-10729	449	29	.	.	PUNCT
dad-10729	450	1	we	we	PRON
dad-10729	450	2	encourage	encourage	VERB
dad-10729	450	3	future	future	ADJ
dad-10729	450	4	dstc	dstc	NOUN
dad-10729	450	5	instances	instance	NOUN
dad-10729	450	6	to	to	PART
dad-10729	450	7	consider	consider	VERB
dad-10729	450	8	end	end	VERB
dad-10729	450	9	-	-	PUNCT
dad-10729	450	10	to	to	ADP
dad-10729	450	11	-	-	PUNCT
dad-10729	450	12	end	end	NOUN
dad-10729	450	13	evaluations	evaluation	NOUN
dad-10729	450	14	with	with	ADP
dad-10729	450	15	real	real	ADJ
dad-10729	450	16	users	user	NOUN
dad-10729	450	17	.	.	PUNCT
dad-10729	451	1	the	the	DET
dad-10729	451	2	first	first	ADJ
dad-10729	451	3	three	three	NUM
dad-10729	451	4	instances	instance	NOUN
dad-10729	451	5	of	of	ADP
dad-10729	451	6	the	the	DET
dad-10729	451	7	dialog	dialog	NOUN
dad-10729	451	8	state	state	NOUN
dad-10729	451	9	tracking	tracking	NOUN
dad-10729	451	10	challenge	challenge	NOUN
dad-10729	451	11	have	have	AUX
dad-10729	451	12	tackled	tackle	VERB
dad-10729	451	13	human	human	ADJ
dad-10729	451	14	-	-	PUNCT
dad-10729	451	15	computer	computer	NOUN
dad-10729	451	16	interaction	interaction	NOUN
dad-10729	451	17	in	in	ADP
dad-10729	451	18	two	two	NUM
dad-10729	451	19	domains	domain	NOUN
dad-10729	451	20	with	with	ADP
dad-10729	451	21	dialog	dialog	NOUN
dad-10729	451	22	systems	system	NOUN
dad-10729	451	23	from	from	ADP
dad-10729	451	24	multiple	multiple	ADJ
dad-10729	451	25	research	research	NOUN
dad-10729	451	26	groups	group	NOUN
dad-10729	451	27	,	,	PUNCT
dad-10729	451	28	including	include	VERB
dad-10729	451	29	situations	situation	NOUN
dad-10729	451	30	where	where	SCONJ
dad-10729	451	31	users	user	NOUN
dad-10729	451	32	’	'	PUNCT
dad-10729	451	33	goals	goal	NOUN
dad-10729	451	34	may	may	AUX
dad-10729	451	35	change	change	VERB
dad-10729	451	36	and	and	CCONJ
dad-10729	451	37	where	where	SCONJ
dad-10729	451	38	new	new	ADJ
dad-10729	451	39	slots	slot	NOUN
dad-10729	451	40	are	be	AUX
dad-10729	451	41	present	present	ADJ
dad-10729	451	42	at	at	ADP
dad-10729	451	43	runtime	runtime	NOUN
dad-10729	451	44	.	.	PUNCT
dad-10729	452	1	given	give	VERB
dad-10729	452	2	the	the	DET
dad-10729	452	3	positive	positive	ADJ
dad-10729	452	4	results	result	NOUN
dad-10729	452	5	achieved	achieve	VERB
dad-10729	452	6	to	to	ADP
dad-10729	452	7	date	date	NOUN
dad-10729	452	8	,	,	PUNCT
dad-10729	452	9	the	the	DET
dad-10729	452	10	next	next	ADJ
dad-10729	452	11	instance	instance	NOUN
dad-10729	452	12	of	of	ADP
dad-10729	452	13	the	the	DET
dad-10729	452	14	challenge	challenge	NOUN
dad-10729	452	15	–	–	PUNCT
dad-10729	452	16	dstc4	dstc4	NOUN
dad-10729	452	17	–	–	PUNCT
dad-10729	452	18	will	will	AUX
dad-10729	452	19	tackle	tackle	VERB
dad-10729	452	20	state	state	NOUN
dad-10729	452	21	tracking	tracking	NOUN
dad-10729	452	22	in	in	ADP
dad-10729	452	23	human	human	ADJ
dad-10729	452	24	-	-	PUNCT
dad-10729	452	25	human	human	ADJ
dad-10729	452	26	conversation	conversation	NOUN
dad-10729	452	27	(	(	PUNCT
dad-10729	452	28	kim	kim	PROPN
dad-10729	452	29	et	et	PROPN
dad-10729	452	30	al	al	PROPN
dad-10729	452	31	.	.	PROPN
dad-10729	452	32	,	,	PUNCT
dad-10729	452	33	2016	2016	NUM
dad-10729	452	34	)	)	PUNCT
dad-10729	452	35	.	.	PUNCT
dad-10729	453	1	human	human	ADJ
dad-10729	453	2	-	-	PUNCT
dad-10729	453	3	human	human	ADJ
dad-10729	453	4	conversation	conversation	NOUN
dad-10729	453	5	presents	present	VERB
dad-10729	453	6	a	a	DET
dad-10729	453	7	host	host	NOUN
dad-10729	453	8	of	of	ADP
dad-10729	453	9	new	new	ADJ
dad-10729	453	10	challenges	challenge	NOUN
dad-10729	453	11	,	,	PUNCT
dad-10729	453	12	and	and	CCONJ
dad-10729	453	13	addressing	address	VERB
dad-10729	453	14	these	these	PRON
dad-10729	453	15	is	be	AUX
dad-10729	453	16	a	a	DET
dad-10729	453	17	step	step	NOUN
dad-10729	453	18	toward	toward	ADP
dad-10729	453	19	the	the	DET
dad-10729	453	20	long	long	ADV
dad-10729	453	21	-	-	PUNCT
dad-10729	453	22	standing	stand	VERB
dad-10729	453	23	goal	goal	NOUN
dad-10729	453	24	of	of	ADP
dad-10729	453	25	learning	learn	VERB
dad-10729	453	26	a	a	DET
dad-10729	453	27	dialog	dialog	NOUN
dad-10729	453	28	system	system	NOUN
dad-10729	453	29	from	from	ADP
dad-10729	453	30	example	example	NOUN
dad-10729	453	31	human	human	ADJ
dad-10729	453	32	-	-	PUNCT
dad-10729	453	33	human	human	ADJ
dad-10729	453	34	conversations	conversation	NOUN
dad-10729	453	35	.	.	PUNCT
dad-10729	454	1	8	8	X
dad-10729	454	2	.	.	X
dad-10729	454	3	acknowledgements	acknowledgement	VERB
dad-10729	454	4	the	the	DET
dad-10729	454	5	dstc	dstc	NOUN
dad-10729	454	6	series	series	NOUN
dad-10729	454	7	has	have	AUX
dad-10729	454	8	benefited	benefit	VERB
dad-10729	454	9	from	from	ADP
dad-10729	454	10	the	the	DET
dad-10729	454	11	encouragement	encouragement	NOUN
dad-10729	454	12	and	and	CCONJ
dad-10729	454	13	support	support	NOUN
dad-10729	454	14	of	of	ADP
dad-10729	454	15	many	many	ADJ
dad-10729	454	16	of	of	ADP
dad-10729	454	17	our	our	PRON
dad-10729	454	18	fellow	fellow	ADJ
dad-10729	454	19	researchers	researcher	NOUN
dad-10729	454	20	.	.	PUNCT
dad-10729	455	1	first	first	ADV
dad-10729	455	2	,	,	PUNCT
dad-10729	455	3	the	the	DET
dad-10729	455	4	authors	author	NOUN
dad-10729	455	5	thank	thank	VERB
dad-10729	455	6	maxine	maxine	PROPN
dad-10729	455	7	eskenazi	eskenazi	PROPN
dad-10729	455	8	,	,	PUNCT
dad-10729	455	9	alan	alan	PROPN
dad-10729	455	10	black	black	PROPN
dad-10729	455	11	,	,	PUNCT
dad-10729	455	12	and	and	CCONJ
dad-10729	455	13	david	david	PROPN
dad-10729	455	14	traum	traum	PROPN
dad-10729	455	15	for	for	ADP
dad-10729	455	16	organizing	organize	VERB
dad-10729	455	17	the	the	DET
dad-10729	455	18	2012	2012	NUM
dad-10729	455	19	naacl	naacl	NOUN
dad-10729	455	20	workshop	workshop	NOUN
dad-10729	455	21	on	on	ADP
dad-10729	455	22	“	"	PUNCT
dad-10729	455	23	future	future	ADJ
dad-10729	455	24	directions	direction	NOUN
dad-10729	455	25	and	and	CCONJ
dad-10729	455	26	needs	need	NOUN
dad-10729	455	27	in	in	ADP
dad-10729	455	28	the	the	DET
dad-10729	455	29	spoken	spoken	ADJ
dad-10729	455	30	dialog	dialog	NOUN
dad-10729	455	31	community	community	NOUN
dad-10729	455	32	:	:	PUNCT
dad-10729	455	33	tools	tool	NOUN
dad-10729	455	34	and	and	CCONJ
dad-10729	455	35	data	datum	NOUN
dad-10729	455	36	”	"	PUNCT
dad-10729	455	37	,	,	PUNCT
dad-10729	455	38	which	which	PRON
dad-10729	455	39	catalysed	catalyse	VERB
dad-10729	455	40	the	the	DET
dad-10729	455	41	first	first	ADJ
dad-10729	455	42	challenge	challenge	NOUN
dad-10729	455	43	(	(	PUNCT
dad-10729	455	44	williams	williams	PROPN
dad-10729	455	45	,	,	PUNCT
dad-10729	455	46	2012b	2012b	NUM
dad-10729	455	47	)	)	PUNCT
dad-10729	455	48	.	.	PUNCT
dad-10729	456	1	thanks	thank	NOUN
dad-10729	456	2	also	also	ADV
dad-10729	456	3	to	to	ADP
dad-10729	456	4	the	the	DET
dad-10729	456	5	dstc	dstc	ADJ
dad-10729	456	6	advisory	advisory	ADJ
dad-10729	456	7	boards	board	NOUN
dad-10729	456	8	for	for	ADP
dad-10729	456	9	their	their	PRON
dad-10729	456	10	guidance	guidance	NOUN
dad-10729	456	11	and	and	CCONJ
dad-10729	456	12	input	input	NOUN
dad-10729	456	13	in	in	ADP
dad-10729	456	14	all	all	DET
dad-10729	456	15	three	three	NUM
dad-10729	456	16	challenge	challenge	NOUN
dad-10729	456	17	tasks	task	NOUN
dad-10729	456	18	.	.	PUNCT
dad-10729	457	1	the	the	DET
dad-10729	457	2	authors	author	NOUN
dad-10729	457	3	thank	thank	VERB
dad-10729	457	4	sigdial	sigdial	ADJ
dad-10729	457	5	for	for	ADP
dad-10729	457	6	their	their	PRON
dad-10729	457	7	endorsement	endorsement	NOUN
dad-10729	457	8	,	,	PUNCT
dad-10729	457	9	and	and	CCONJ
dad-10729	457	10	to	to	ADP
dad-10729	457	11	sigdial	sigdial	ADJ
dad-10729	457	12	2013	2013	NUM
dad-10729	457	13	and	and	CCONJ
dad-10729	457	14	2014	2014	NUM
dad-10729	457	15	,	,	PUNCT
dad-10729	457	16	and	and	CCONJ
dad-10729	457	17	ieee	ieee	PROPN
dad-10729	457	18	slt	slt	PROPN
dad-10729	457	19	2014	2014	NUM
dad-10729	457	20	for	for	ADP
dad-10729	457	21	hosting	host	VERB
dad-10729	457	22	special	special	ADJ
dad-10729	457	23	sessions	session	NOUN
dad-10729	457	24	.	.	PUNCT
dad-10729	458	1	thanks	thank	NOUN
dad-10729	458	2	to	to	ADP
dad-10729	458	3	at&t	at&t	PROPN
dad-10729	458	4	,	,	PUNCT
dad-10729	458	5	carnegie	carnegie	NOUN
dad-10729	458	6	melon	melon	PROPN
dad-10729	458	7	university	university	PROPN
dad-10729	458	8	,	,	PUNCT
dad-10729	458	9	microsoft	microsoft	PROPN
dad-10729	458	10	,	,	PUNCT
dad-10729	458	11	and	and	CCONJ
dad-10729	458	12	cambridge	cambridge	PROPN
dad-10729	458	13	university	university	PROPN
dad-10729	458	14	for	for	ADP
dad-10729	458	15	providing	provide	VERB
dad-10729	458	16	data	datum	NOUN
dad-10729	458	17	and	and	CCONJ
dad-10729	458	18	labels	label	NOUN
dad-10729	458	19	,	,	PUNCT
dad-10729	458	20	and	and	CCONJ
dad-10729	458	21	to	to	ADP
dad-10729	458	22	microsoft	microsoft	PROPN
dad-10729	458	23	and	and	CCONJ
dad-10729	458	24	honda	honda	PROPN
dad-10729	458	25	research	research	PROPN
dad-10729	458	26	institute	institute	PROPN
dad-10729	458	27	for	for	ADP
dad-10729	458	28	sponsorship	sponsorship	NOUN
dad-10729	458	29	to	to	PART
dad-10729	458	30	fund	fund	VERB
dad-10729	458	31	additional	additional	ADJ
dad-10729	458	32	labeling	labeling	NOUN
dad-10729	458	33	.	.	PUNCT
dad-10729	459	1	thanks	thank	NOUN
dad-10729	459	2	to	to	ADP
dad-10729	459	3	our	our	PRON
dad-10729	459	4	co	co	NOUN
dad-10729	459	5	-	-	NOUN
dad-10729	459	6	organizers	organizer	NOUN
dad-10729	459	7	,	,	PUNCT
dad-10729	459	8	deepak	deepak	PROPN
dad-10729	459	9	ramachandran	ramachandran	PROPN
dad-10729	459	10	,	,	PUNCT
dad-10729	459	11	alan	alan	PROPN
dad-10729	459	12	black	black	PROPN
dad-10729	459	13	,	,	PUNCT
dad-10729	459	14	and	and	CCONJ
dad-10729	459	15	blaise	blaise	PROPN
dad-10729	459	16	thomson	thomson	PROPN
dad-10729	459	17	.	.	PUNCT
dad-10729	460	1	finally	finally	ADV
dad-10729	460	2	,	,	PUNCT
dad-10729	460	3	a	a	DET
dad-10729	460	4	special	special	ADJ
dad-10729	460	5	thank	thank	VERB
dad-10729	460	6	you	you	PRON
dad-10729	460	7	to	to	ADP
dad-10729	460	8	all	all	PRON
dad-10729	460	9	of	of	ADP
dad-10729	460	10	the	the	DET
dad-10729	460	11	dstc	dstc	NOUN
dad-10729	460	12	participants	participant	NOUN
dad-10729	460	13	.	.	PUNCT
dad-10729	461	1	appendix	appendix	VERB
dad-10729	461	2	1	1	NUM
dad-10729	461	3	:	:	PUNCT
dad-10729	461	4	sample	sample	NOUN
dad-10729	461	5	dialog	dialog	NOUN
dad-10729	461	6	excerpts	excerpt	NOUN
dad-10729	461	7	below	below	ADV
dad-10729	461	8	are	be	AUX
dad-10729	461	9	transcripts	transcript	NOUN
dad-10729	461	10	of	of	ADP
dad-10729	461	11	calls	call	NOUN
dad-10729	461	12	in	in	ADP
dad-10729	461	13	the	the	DET
dad-10729	461	14	dstc	dstc	PROPN
dad-10729	461	15	corpus	corpus	PROPN
dad-10729	461	16	.	.	PUNCT
dad-10729	462	1	the	the	DET
dad-10729	462	2	user	user	NOUN
dad-10729	462	3	’s	’s	PART
dad-10729	462	4	side	side	NOUN
dad-10729	462	5	shows	show	VERB
dad-10729	462	6	utterances	utterance	NOUN
dad-10729	462	7	as	as	SCONJ
dad-10729	462	8	transcribed	transcribe	VERB
dad-10729	462	9	by	by	ADP
dad-10729	462	10	human	human	ADJ
dad-10729	462	11	annotators	annotator	NOUN
dad-10729	462	12	.	.	PUNCT
dad-10729	463	1	dstc1	dstc1	PROPN
dad-10729	463	2	:	:	PUNCT
dad-10729	464	1	group	group	NOUN
dad-10729	464	2	a	a	DET
dad-10729	464	3	sys	sys	PROPN
dad-10729	464	4	:	:	PUNCT
dad-10729	464	5	welcome	welcome	ADJ
dad-10729	464	6	to	to	ADP
dad-10729	464	7	the	the	DET
dad-10729	464	8	cmu	cmu	PROPN
dad-10729	464	9	let	let	VERB
dad-10729	464	10	’s	’s	NOUN
dad-10729	464	11	go	go	VERB
dad-10729	464	12	bus	bus	NOUN
dad-10729	464	13	information	information	NOUN
dad-10729	464	14	system	system	NOUN
dad-10729	464	15	.	.	PUNCT
dad-10729	465	1	to	to	PART
dad-10729	465	2	get	get	VERB
dad-10729	465	3	help	help	NOUN
dad-10729	465	4	at	at	ADP
dad-10729	465	5	any	any	DET
dad-10729	465	6	time	time	NOUN
dad-10729	465	7	,	,	PUNCT
dad-10729	465	8	just	just	ADV
dad-10729	465	9	say	say	VERB
dad-10729	465	10	help	help	NOUN
dad-10729	465	11	or	or	CCONJ
dad-10729	465	12	press	press	VERB
dad-10729	465	13	zero	zero	NUM
dad-10729	465	14	.	.	PUNCT
dad-10729	466	1	what	what	PRON
dad-10729	466	2	can	can	AUX
dad-10729	466	3	i	i	PRON
dad-10729	466	4	do	do	VERB
dad-10729	466	5	for	for	ADP
dad-10729	466	6	you	you	PRON
dad-10729	466	7	?	?	PUNCT
dad-10729	467	1	25	25	NUM
dad-10729	467	2	williams	williams	PROPN
dad-10729	467	3	,	,	PUNCT
dad-10729	467	4	raux	raux	PROPN
dad-10729	467	5	,	,	PUNCT
dad-10729	467	6	and	and	CCONJ
dad-10729	467	7	henderson	henderson	PROPN
dad-10729	467	8	usr	usr	PROPN
dad-10729	467	9	:	:	PUNCT
dad-10729	467	10	61c	61c	NOUN
dad-10729	467	11	evening	evening	NOUN
dad-10729	467	12	hours	hour	NOUN
dad-10729	467	13	sys	sys	PROPN
dad-10729	467	14	:	:	PUNCT
dad-10729	467	15	for	for	ADP
dad-10729	467	16	example	example	NOUN
dad-10729	467	17	,	,	PUNCT
dad-10729	467	18	you	you	PRON
dad-10729	467	19	can	can	AUX
dad-10729	467	20	say	say	VERB
dad-10729	467	21	,	,	PUNCT
dad-10729	467	22	when	when	SCONJ
dad-10729	467	23	is	be	AUX
dad-10729	467	24	the	the	DET
dad-10729	467	25	next	next	ADJ
dad-10729	467	26	28x	28x	NOUN
dad-10729	467	27	from	from	ADP
dad-10729	467	28	downtown	downtown	NOUN
dad-10729	467	29	to	to	ADP
dad-10729	467	30	the	the	DET
dad-10729	467	31	airport	airport	NOUN
dad-10729	467	32	?	?	PUNCT
dad-10729	468	1	or	or	CCONJ
dad-10729	468	2	i	i	PRON
dad-10729	468	3	’d	’d	AUX
dad-10729	468	4	like	like	VERB
dad-10729	468	5	to	to	PART
dad-10729	468	6	go	go	VERB
dad-10729	468	7	from	from	ADP
dad-10729	468	8	mckeesport	mckeesport	PROPN
dad-10729	468	9	to	to	PART
dad-10729	468	10	homestead	homestead	VERB
dad-10729	468	11	tomorrow	tomorrow	NOUN
dad-10729	468	12	at	at	ADP
dad-10729	468	13	10	10	NUM
dad-10729	468	14	a.m.	a.m.	PROPN
dad-10729	468	15	usr	usr	PROPN
dad-10729	468	16	:	:	PUNCT
dad-10729	468	17	i	i	PRON
dad-10729	468	18	’d	’d	NOUN
dad-10729	468	19	like	like	INTJ
dad-10729	468	20	to	to	PART
dad-10729	468	21	go	go	VERB
dad-10729	469	1	[	[	X
dad-10729	469	2	noise	noise	NOUN
dad-10729	469	3	]	]	PUNCT
dad-10729	469	4	sys	sys	PROPN
dad-10729	469	5	:	:	PUNCT
dad-10729	469	6	where	where	SCONJ
dad-10729	469	7	are	be	AUX
dad-10729	469	8	you	you	PRON
dad-10729	469	9	leaving	leave	VERB
dad-10729	469	10	from	from	ADP
dad-10729	469	11	?	?	PUNCT
dad-10729	469	12	usr	usr	PROPN
dad-10729	469	13	:	:	PUNCT
dad-10729	469	14	from	from	ADP
dad-10729	469	15	kennywood	kennywood	PROPN
dad-10729	469	16	tomorrow	tomorrow	NOUN
dad-10729	469	17	at	at	ADP
dad-10729	469	18	6:30	6:30	NUM
dad-10729	469	19	pm	pm	NOUN
dad-10729	469	20	sys	sys	PROPN
dad-10729	469	21	:	:	PUNCT
dad-10729	469	22	leaving	leave	VERB
dad-10729	469	23	from	from	ADP
dad-10729	469	24	mckee	mckee	PROPN
dad-10729	469	25	.	.	PUNCT
dad-10729	470	1	is	be	AUX
dad-10729	470	2	this	this	DET
dad-10729	470	3	correct	correct	ADJ
dad-10729	470	4	?	?	PUNCT
dad-10729	471	1	usr	usr	PROPN
dad-10729	471	2	:	:	PUNCT
dad-10729	471	3	yes	yes	INTJ
dad-10729	471	4	sys	sys	PROPN
dad-10729	471	5	:	:	PUNCT
dad-10729	472	1	okay	okay	INTJ
dad-10729	472	2	what	what	PRON
dad-10729	472	3	is	be	AUX
dad-10729	472	4	your	your	PRON
dad-10729	472	5	destination	destination	NOUN
dad-10729	472	6	?	?	PUNCT
dad-10729	473	1	usr	usr	PROPN
dad-10729	473	2	:	:	PUNCT
dad-10729	473	3	downtown	downtown	NOUN
dad-10729	473	4	sys	sys	PROPN
dad-10729	473	5	:	:	PUNCT
dad-10729	473	6	going	go	VERB
dad-10729	473	7	to	to	PART
dad-10729	473	8	downtown	downtown	VERB
dad-10729	473	9	.	.	PUNCT
dad-10729	474	1	is	be	AUX
dad-10729	474	2	this	this	DET
dad-10729	474	3	correct	correct	ADJ
dad-10729	474	4	?	?	PUNCT
dad-10729	475	1	usr	usr	PROPN
dad-10729	475	2	:	:	PUNCT
dad-10729	475	3	yes	yes	INTJ
dad-10729	475	4	sys	sys	PROPN
dad-10729	475	5	:	:	PUNCT
dad-10729	475	6	right	right	ADV
dad-10729	475	7	when	when	SCONJ
dad-10729	475	8	do	do	AUX
dad-10729	475	9	you	you	PRON
dad-10729	475	10	want	want	VERB
dad-10729	475	11	to	to	PART
dad-10729	475	12	travel	travel	VERB
dad-10729	475	13	?	?	PUNCT
dad-10729	476	1	usr	usr	PROPN
dad-10729	476	2	:	:	PUNCT
dad-10729	476	3	6:30	6:30	NUM
dad-10729	476	4	pm	pm	NOUN
dad-10729	476	5	sys	sys	PROPN
dad-10729	476	6	:	:	PUNCT
dad-10729	476	7	leaving	leave	VERB
dad-10729	476	8	at	at	ADP
dad-10729	476	9	6	6	NUM
dad-10729	476	10	30	30	NUM
dad-10729	476	11	p.m	p.m	PROPN
dad-10729	476	12	..	..	PROPN
dad-10729	476	13	is	be	AUX
dad-10729	476	14	this	this	DET
dad-10729	476	15	correct	correct	ADJ
dad-10729	476	16	?	?	PUNCT
dad-10729	477	1	usr	usr	PROPN
dad-10729	477	2	:	:	PUNCT
dad-10729	478	1	[	[	X
dad-10729	478	2	noise	noise	NOUN
dad-10729	478	3	]	]	PUNCT
dad-10729	478	4	yes	yes	PRON
dad-10729	478	5	sys	sys	PROPN
dad-10729	478	6	:	:	PUNCT
dad-10729	478	7	alright	alright	INTJ
dad-10729	478	8	hold	hold	VERB
dad-10729	478	9	on	on	ADP
dad-10729	478	10	.	.	PUNCT
dad-10729	479	1	i	i	PRON
dad-10729	479	2	’ll	’ll	AUX
dad-10729	479	3	look	look	VERB
dad-10729	479	4	that	that	PRON
dad-10729	479	5	up	up	ADP
dad-10729	479	6	.	.	PUNCT
dad-10729	480	1	there	there	PRON
dad-10729	480	2	is	be	VERB
dad-10729	480	3	a	a	DET
dad-10729	480	4	71d	71d	NOUN
dad-10729	480	5	leaving	leave	VERB
dad-10729	480	6	fifth	fifth	ADJ
dad-10729	480	7	avenue	avenue	NOUN
dad-10729	480	8	at	at	ADP
dad-10729	480	9	darragh	darragh	PROPN
dad-10729	480	10	mckee	mckee	PROPN
dad-10729	480	11	at	at	ADP
dad-10729	480	12	6	6	NUM
dad-10729	480	13	40	40	NUM
dad-10729	480	14	p.m	p.m	PROPN
dad-10729	480	15	..	..	PUNCT
dad-10729	480	16	it	it	PRON
dad-10729	480	17	will	will	AUX
dad-10729	480	18	arrive	arrive	VERB
dad-10729	480	19	at	at	ADP
dad-10729	480	20	fifth	fifth	ADJ
dad-10729	480	21	avenue	avenue	NOUN
dad-10729	480	22	at	at	ADP
dad-10729	480	23	market	market	NOUN
dad-10729	480	24	at	at	ADP
dad-10729	480	25	6	6	NUM
dad-10729	480	26	58	58	NUM
dad-10729	480	27	p.m	p.m	PROPN
dad-10729	480	28	..	..	PUNCT
dad-10729	480	29	to	to	PART
dad-10729	480	30	get	get	VERB
dad-10729	480	31	more	more	ADJ
dad-10729	480	32	information	information	NOUN
dad-10729	480	33	about	about	ADP
dad-10729	480	34	buses	bus	NOUN
dad-10729	480	35	related	relate	VERB
dad-10729	480	36	to	to	ADP
dad-10729	480	37	this	this	DET
dad-10729	480	38	trip	trip	NOUN
dad-10729	480	39	,	,	PUNCT
dad-10729	480	40	you	you	PRON
dad-10729	480	41	can	can	AUX
dad-10729	480	42	say	say	VERB
dad-10729	480	43	,	,	PUNCT
dad-10729	480	44	when	when	SCONJ
dad-10729	480	45	is	be	AUX
dad-10729	480	46	the	the	DET
dad-10729	480	47	next	next	ADJ
dad-10729	480	48	bus	bus	NOUN
dad-10729	480	49	,	,	PUNCT
dad-10729	480	50	or	or	CCONJ
dad-10729	480	51	,	,	PUNCT
dad-10729	480	52	when	when	SCONJ
dad-10729	480	53	is	be	AUX
dad-10729	480	54	the	the	DET
dad-10729	480	55	previous	previous	ADJ
dad-10729	480	56	bus	bus	NOUN
dad-10729	480	57	.	.	PUNCT
dad-10729	481	1	to	to	PART
dad-10729	481	2	ask	ask	VERB
dad-10729	481	3	about	about	ADP
dad-10729	481	4	a	a	DET
dad-10729	481	5	different	different	ADJ
dad-10729	481	6	trip	trip	NOUN
dad-10729	481	7	,	,	PUNCT
dad-10729	481	8	you	you	PRON
dad-10729	481	9	can	can	AUX
dad-10729	481	10	say	say	VERB
dad-10729	481	11	,	,	PUNCT
dad-10729	481	12	start	start	VERB
dad-10729	481	13	a	a	DET
dad-10729	481	14	new	new	ADJ
dad-10729	481	15	query	query	NOUN
dad-10729	481	16	.	.	PUNCT
dad-10729	482	1	if	if	SCONJ
dad-10729	482	2	you	you	PRON
dad-10729	482	3	are	be	AUX
dad-10729	482	4	finished	finish	VERB
dad-10729	482	5	,	,	PUNCT
dad-10729	482	6	you	you	PRON
dad-10729	482	7	can	can	AUX
dad-10729	482	8	say	say	VERB
dad-10729	482	9	goodbye	goodbye	NOUN
dad-10729	482	10	.	.	PUNCT
dad-10729	483	1	usr	usr	PROPN
dad-10729	483	2	:	:	PUNCT
dad-10729	483	3	start	start	VERB
dad-10729	483	4	a	a	DET
dad-10729	483	5	new	new	ADJ
dad-10729	483	6	query	query	NOUN
dad-10729	483	7	sys	sys	PROPN
dad-10729	483	8	:	:	PUNCT
dad-10729	483	9	okay	okay	INTJ
dad-10729	483	10	,	,	PUNCT
dad-10729	483	11	let	let	VERB
dad-10729	483	12	’s	’s	PRON
dad-10729	483	13	start	start	VERB
dad-10729	483	14	from	from	ADP
dad-10729	483	15	the	the	DET
dad-10729	483	16	beginning	beginning	NOUN
dad-10729	483	17	.	.	PUNCT
dad-10729	484	1	usr	usr	PROPN
dad-10729	484	2	:	:	PUNCT
dad-10729	484	3	...	...	PUNCT
dad-10729	485	1	dstc1	dstc1	X
dad-10729	485	2	:	:	PUNCT
dad-10729	485	3	group	group	PROPN
dad-10729	485	4	b	b	PROPN
dad-10729	485	5	sys	sys	PROPN
dad-10729	485	6	:	:	PUNCT
dad-10729	485	7	east	east	PROPN
dad-10729	485	8	pittsburgh	pittsburgh	PROPN
dad-10729	485	9	bus	bus	NOUN
dad-10729	485	10	schedules	schedule	NOUN
dad-10729	485	11	.	.	PUNCT
dad-10729	486	1	say	say	VERB
dad-10729	486	2	a	a	DET
dad-10729	486	3	bus	bus	NOUN
dad-10729	486	4	route	route	NOUN
dad-10729	486	5	,	,	PUNCT
dad-10729	486	6	like	like	ADP
dad-10729	486	7	28x	28x	NOUN
dad-10729	486	8	,	,	PUNCT
dad-10729	486	9	or	or	CCONJ
dad-10729	486	10	say	say	VERB
dad-10729	486	11	i	i	PRON
dad-10729	486	12	’m	’m	VERB
dad-10729	486	13	not	not	PART
dad-10729	486	14	sure	sure	ADJ
dad-10729	486	15	.	.	PUNCT
dad-10729	487	1	usr	usr	PROPN
dad-10729	487	2	:	:	PUNCT
dad-10729	487	3	61a	61a	X
dad-10729	487	4	sys	sys	VERB
dad-10729	487	5	:	:	PUNCT
dad-10729	487	6	okay	okay	ADJ
dad-10729	487	7	,	,	PUNCT
dad-10729	487	8	61a	61a	NOUN
dad-10729	487	9	.	.	PUNCT
dad-10729	488	1	to	to	PART
dad-10729	488	2	change	change	VERB
dad-10729	488	3	,	,	PUNCT
dad-10729	488	4	say	say	VERB
dad-10729	488	5	go	go	VERB
dad-10729	488	6	back	back	ADV
dad-10729	488	7	.	.	PUNCT
dad-10729	489	1	where	where	SCONJ
dad-10729	489	2	are	be	AUX
dad-10729	489	3	you	you	PRON
dad-10729	489	4	leaving	leave	VERB
dad-10729	489	5	from	from	ADP
dad-10729	489	6	?	?	PUNCT
dad-10729	489	7	usr	usr	PROPN
dad-10729	489	8	:	:	PUNCT
dad-10729	489	9	downtown	downtown	NOUN
dad-10729	489	10	sys	sys	PROPN
dad-10729	489	11	:	:	PUNCT
dad-10729	489	12	okay	okay	ADJ
dad-10729	489	13	,	,	PUNCT
dad-10729	489	14	downtown	downtown	NOUN
dad-10729	489	15	.	.	PUNCT
dad-10729	490	1	you	you	PRON
dad-10729	490	2	can	can	AUX
dad-10729	490	3	always	always	ADV
dad-10729	490	4	say	say	VERB
dad-10729	490	5	go	go	VERB
dad-10729	490	6	back	back	ADV
dad-10729	490	7	.	.	PUNCT
dad-10729	491	1	and	and	CCONJ
dad-10729	491	2	where	where	SCONJ
dad-10729	491	3	are	be	AUX
dad-10729	491	4	you	you	PRON
dad-10729	491	5	going	go	VERB
dad-10729	491	6	to	to	ADP
dad-10729	491	7	?	?	PUNCT
dad-10729	492	1	usr	usr	PROPN
dad-10729	492	2	:	:	PUNCT
dad-10729	492	3	east	east	PROPN
dad-10729	492	4	pittsburgh	pittsburgh	PROPN
dad-10729	492	5	east	east	PROPN
dad-10729	492	6	pittsburgh	pittsburgh	PROPN
dad-10729	492	7	sys	sys	PROPN
dad-10729	492	8	:	:	PUNCT
dad-10729	492	9	pittsburgh	pittsburgh	PROPN
dad-10729	492	10	.	.	PUNCT
dad-10729	492	11	is	be	AUX
dad-10729	492	12	that	that	PRON
dad-10729	492	13	right	right	ADJ
dad-10729	492	14	?	?	PUNCT
dad-10729	493	1	usr	usr	PROPN
dad-10729	493	2	:	:	PUNCT
dad-10729	493	3	no	no	DET
dad-10729	493	4	sys	sys	PROPN
dad-10729	493	5	:	:	PUNCT
dad-10729	493	6	oh	oh	INTJ
dad-10729	493	7	,	,	PUNCT
dad-10729	493	8	sorry	sorry	ADJ
dad-10729	493	9	,	,	PUNCT
dad-10729	493	10	where	where	SCONJ
dad-10729	493	11	are	be	AUX
dad-10729	493	12	you	you	PRON
dad-10729	493	13	going	go	VERB
dad-10729	493	14	to	to	ADP
dad-10729	493	15	?	?	PUNCT
dad-10729	494	1	usr	usr	PROPN
dad-10729	494	2	:	:	PUNCT
dad-10729	494	3	east	east	PROPN
dad-10729	494	4	pittsburgh	pittsburgh	PROPN
dad-10729	494	5	sys	sys	PROPN
dad-10729	494	6	:	:	PUNCT
dad-10729	494	7	okay	okay	ADJ
dad-10729	494	8	,	,	PUNCT
dad-10729	494	9	east	east	PROPN
dad-10729	494	10	pittsburgh	pittsburgh	PROPN
dad-10729	494	11	.	.	PUNCT
dad-10729	495	1	do	do	AUX
dad-10729	495	2	you	you	PRON
dad-10729	495	3	want	want	VERB
dad-10729	495	4	times	time	NOUN
dad-10729	495	5	for	for	ADP
dad-10729	495	6	the	the	DET
dad-10729	495	7	next	next	ADJ
dad-10729	495	8	few	few	ADJ
dad-10729	495	9	buses	bus	NOUN
dad-10729	495	10	?	?	PUNCT
dad-10729	496	1	say	say	VERB
dad-10729	497	1	yes	yes	INTJ
dad-10729	497	2	or	or	CCONJ
dad-10729	497	3	no	no	INTJ
dad-10729	497	4	.	.	PUNCT
dad-10729	497	5	usr	usr	PROPN
dad-10729	497	6	:	:	PUNCT
dad-10729	497	7	yes	yes	INTJ
dad-10729	497	8	sys	sys	PROPN
dad-10729	497	9	:	:	PUNCT
dad-10729	497	10	ok	ok	ADJ
dad-10729	497	11	,	,	PUNCT
dad-10729	497	12	the	the	DET
dad-10729	497	13	next	next	ADJ
dad-10729	497	14	few	few	ADJ
dad-10729	497	15	buses	bus	NOUN
dad-10729	497	16	.	.	PUNCT
dad-10729	498	1	to	to	PART
dad-10729	498	2	change	change	VERB
dad-10729	498	3	,	,	PUNCT
dad-10729	498	4	say	say	VERB
dad-10729	498	5	go	go	VERB
dad-10729	498	6	back	back	ADV
dad-10729	498	7	.	.	PUNCT
dad-10729	499	1	at	at	ADP
dad-10729	499	2	7:45	7:45	NUM
dad-10729	499	3	pm	pm	NOUN
dad-10729	499	4	today	today	NOUN
dad-10729	499	5	,	,	PUNCT
dad-10729	499	6	there	there	PRON
dad-10729	499	7	is	be	VERB
dad-10729	499	8	a	a	DET
dad-10729	499	9	61	61	NUM
dad-10729	499	10	a	a	NOUN
dad-10729	499	11	,	,	PUNCT
dad-10729	499	12	from	from	ADP
dad-10729	499	13	fifth	fifth	ADJ
dad-10729	499	14	avenue	avenue	NOUN
dad-10729	499	15	and	and	CCONJ
dad-10729	499	16	market	market	NOUN
dad-10729	499	17	street	street	NOUN
dad-10729	499	18	,	,	PUNCT
dad-10729	499	19	downtown	downtown	NOUN
dad-10729	499	20	,	,	PUNCT
dad-10729	499	21	arriving	arrive	VERB
dad-10729	499	22	dynamo	dynamo	NOUN
dad-10729	499	23	alley	alley	NOUN
dad-10729	499	24	and	and	CCONJ
dad-10729	499	25	beech	beech	NOUN
dad-10729	499	26	avenue	avenue	NOUN
dad-10729	499	27	,	,	PUNCT
dad-10729	499	28	in	in	ADP
dad-10729	499	29	east	east	PROPN
dad-10729	499	30	pittsburgh	pittsburgh	PROPN
dad-10729	499	31	,	,	PUNCT
dad-10729	499	32	at	at	ADP
dad-10729	499	33	8:42	8:42	NUM
dad-10729	499	34	pm	pm	NOUN
dad-10729	499	35	.	.	PUNCT
dad-10729	500	1	say	say	VERB
dad-10729	500	2	repeat	repeat	NOUN
dad-10729	500	3	,	,	PUNCT
dad-10729	500	4	next	next	ADJ
dad-10729	500	5	,	,	PUNCT
dad-10729	500	6	previous	previous	ADJ
dad-10729	500	7	,	,	PUNCT
dad-10729	500	8	or	or	CCONJ
dad-10729	500	9	start	start	VERB
dad-10729	500	10	over	over	ADP
dad-10729	500	11	.	.	PUNCT
dad-10729	501	1	26	26	NUM
dad-10729	501	2	dialog	dialog	NOUN
dad-10729	501	3	state	state	NOUN
dad-10729	501	4	tracking	tracking	NOUN
dad-10729	501	5	overview	overview	NOUN
dad-10729	501	6	dstc1	dstc1	ADV
dad-10729	501	7	:	:	PUNCT
dad-10729	501	8	group	group	NOUN
dad-10729	501	9	c	c	PROPN
dad-10729	501	10	sys	sys	PROPN
dad-10729	501	11	:	:	PUNCT
dad-10729	501	12	welcome	welcome	ADJ
dad-10729	501	13	to	to	ADP
dad-10729	501	14	the	the	DET
dad-10729	501	15	lets	let	NOUN
dad-10729	501	16	go	go	VERB
dad-10729	501	17	!	!	PUNCT
dad-10729	502	1	bus	bus	NOUN
dad-10729	502	2	information	information	NOUN
dad-10729	502	3	system	system	NOUN
dad-10729	502	4	for	for	ADP
dad-10729	502	5	pittsburgh	pittsburgh	PROPN
dad-10729	502	6	.	.	PUNCT
dad-10729	503	1	where	where	SCONJ
dad-10729	503	2	would	would	AUX
dad-10729	503	3	you	you	PRON
dad-10729	503	4	like	like	VERB
dad-10729	503	5	to	to	PART
dad-10729	503	6	leave	leave	VERB
dad-10729	503	7	from	from	ADP
dad-10729	503	8	?	?	PUNCT
dad-10729	503	9	usr	usr	PROPN
dad-10729	503	10	:	:	PUNCT
dad-10729	504	1	[	[	X
dad-10729	504	2	noise	noise	NOUN
dad-10729	504	3	]	]	PUNCT
dad-10729	504	4	sys	sys	PROPN
dad-10729	504	5	:	:	PUNCT
dad-10729	504	6	where	where	SCONJ
dad-10729	504	7	do	do	AUX
dad-10729	504	8	you	you	PRON
dad-10729	504	9	wanna	wanna	VERB
dad-10729	504	10	leave	leave	VERB
dad-10729	504	11	from	from	ADP
dad-10729	504	12	?	?	PUNCT
dad-10729	504	13	usr	usr	PROPN
dad-10729	504	14	:	:	PUNCT
dad-10729	505	1	[	[	X
dad-10729	505	2	noise	noise	NOUN
dad-10729	505	3	]	]	PUNCT
dad-10729	505	4	um	um	INTJ
dad-10729	505	5	i	i	PRON
dad-10729	505	6	’m	’m	AUX
dad-10729	505	7	leaving	leave	VERB
dad-10729	505	8	from	from	ADP
dad-10729	505	9	forbes	forbes	PROPN
dad-10729	505	10	avenue	avenue	PROPN
dad-10729	505	11	and	and	CCONJ
dad-10729	505	12	murray	murray	PROPN
dad-10729	505	13	avenue	avenue	PROPN
dad-10729	505	14	sys	sys	PROPN
dad-10729	505	15	:	:	PUNCT
dad-10729	505	16	i	i	PRON
dad-10729	505	17	’m	’m	VERB
dad-10729	505	18	sorry	sorry	ADJ
dad-10729	506	1	but	but	CCONJ
dad-10729	506	2	i	i	PRON
dad-10729	506	3	do	do	AUX
dad-10729	506	4	not	not	PART
dad-10729	506	5	know	know	VERB
dad-10729	506	6	any	any	DET
dad-10729	506	7	stops	stop	NOUN
dad-10729	506	8	in	in	ADP
dad-10729	506	9	the	the	DET
dad-10729	506	10	moon	moon	NOUN
dad-10729	506	11	neighborhood	neighborhood	NOUN
dad-10729	506	12	.	.	PUNCT
dad-10729	507	1	the	the	DET
dad-10729	507	2	routes	route	NOUN
dad-10729	507	3	i	i	PRON
dad-10729	507	4	currently	currently	ADV
dad-10729	507	5	cover	cover	VERB
dad-10729	507	6	are	be	AUX
dad-10729	507	7	the	the	DET
dad-10729	507	8	following	following	NOUN
dad-10729	507	9	:	:	PUNCT
dad-10729	507	10	28x	28x	NOUN
dad-10729	507	11	,	,	PUNCT
dad-10729	507	12	54c	54c	NUM
dad-10729	507	13	,	,	PUNCT
dad-10729	507	14	56u	56u	NUM
dad-10729	507	15	,	,	PUNCT
dad-10729	507	16	61a	61a	NOUN
dad-10729	507	17	,	,	PUNCT
dad-10729	507	18	61b	61b	NOUN
dad-10729	507	19	,	,	PUNCT
dad-10729	507	20	61c	61c	NOUN
dad-10729	507	21	,	,	PUNCT
dad-10729	507	22	61d	61d	NUM
dad-10729	507	23	and	and	CCONJ
dad-10729	507	24	64	64	NUM
dad-10729	507	25	.	.	PUNCT
dad-10729	507	26	usr	usr	PROPN
dad-10729	507	27	:	:	PUNCT
dad-10729	507	28	um	um	INTJ
dad-10729	507	29	i	i	PRON
dad-10729	507	30	need	need	VERB
dad-10729	507	31	the	the	DET
dad-10729	507	32	scheduling	scheduling	NOUN
dad-10729	507	33	information	information	NOUN
dad-10729	507	34	for	for	ADP
dad-10729	507	35	the	the	DET
dad-10729	507	36	61d	61d	NUM
dad-10729	507	37	sys	sys	PROPN
dad-10729	507	38	:	:	PUNCT
dad-10729	507	39	where	where	SCONJ
dad-10729	507	40	would	would	AUX
dad-10729	507	41	you	you	PRON
dad-10729	507	42	like	like	VERB
dad-10729	507	43	to	to	PART
dad-10729	507	44	leave	leave	VERB
dad-10729	507	45	from	from	ADP
dad-10729	507	46	?	?	PUNCT
dad-10729	508	1	usr	usr	PROPN
dad-10729	508	2	:	:	PUNCT
dad-10729	508	3	forbes	forbes	PROPN
dad-10729	508	4	and	and	CCONJ
dad-10729	508	5	murray	murray	PROPN
dad-10729	508	6	sys	sys	PROPN
dad-10729	508	7	:	:	PUNCT
dad-10729	508	8	where	where	SCONJ
dad-10729	508	9	do	do	AUX
dad-10729	508	10	you	you	PRON
dad-10729	508	11	wanna	wanna	ADV
dad-10729	508	12	go	go	VERB
dad-10729	508	13	?	?	PUNCT
dad-10729	509	1	usr	usr	PROPN
dad-10729	509	2	:	:	PUNCT
dad-10729	509	3	greenfield	greenfield	NOUN
dad-10729	509	4	sys	sys	PROPN
dad-10729	509	5	:	:	PUNCT
dad-10729	509	6	when	when	SCONJ
dad-10729	509	7	are	be	AUX
dad-10729	509	8	you	you	PRON
dad-10729	509	9	going	go	VERB
dad-10729	509	10	to	to	PART
dad-10729	509	11	take	take	VERB
dad-10729	509	12	that	that	DET
dad-10729	509	13	bus	bus	NOUN
dad-10729	509	14	?	?	PUNCT
dad-10729	510	1	usr	usr	PROPN
dad-10729	510	2	:	:	PUNCT
dad-10729	510	3	61d	61d	NUM
dad-10729	510	4	sys	sys	PROPN
dad-10729	510	5	:	:	PUNCT
dad-10729	510	6	when	when	SCONJ
dad-10729	510	7	are	be	AUX
dad-10729	510	8	you	you	PRON
dad-10729	510	9	going	go	VERB
dad-10729	510	10	to	to	PART
dad-10729	510	11	take	take	VERB
dad-10729	510	12	that	that	DET
dad-10729	510	13	bus	bus	NOUN
dad-10729	510	14	?	?	PUNCT
dad-10729	511	1	usr	usr	PROPN
dad-10729	511	2	:	:	PUNCT
dad-10729	511	3	61d	61d	NUM
dad-10729	511	4	sys	sys	PROPN
dad-10729	511	5	:	:	PUNCT
dad-10729	511	6	when	when	SCONJ
dad-10729	511	7	would	would	AUX
dad-10729	511	8	you	you	PRON
dad-10729	511	9	like	like	VERB
dad-10729	511	10	to	to	PART
dad-10729	511	11	travel	travel	VERB
dad-10729	511	12	?	?	PUNCT
dad-10729	512	1	say	say	VERB
dad-10729	512	2	next	next	ADJ
dad-10729	512	3	bus	bus	NOUN
dad-10729	512	4	for	for	ADP
dad-10729	512	5	the	the	DET
dad-10729	512	6	the	the	DET
dad-10729	512	7	next	next	ADJ
dad-10729	512	8	bus	bus	NOUN
dad-10729	512	9	.	.	PUNCT
dad-10729	513	1	usr	usr	PROPN
dad-10729	513	2	:	:	PUNCT
dad-10729	513	3	next	next	ADJ
dad-10729	513	4	bus	bus	NOUN
dad-10729	513	5	sys	sys	PROPN
dad-10729	513	6	:	:	PUNCT
dad-10729	513	7	the	the	DET
dad-10729	513	8	next	next	ADJ
dad-10729	513	9	bus	bus	NOUN
dad-10729	513	10	from	from	ADP
dad-10729	513	11	forbes	forbes	PROPN
dad-10729	513	12	avenue	avenue	PROPN
dad-10729	513	13	at	at	ADP
dad-10729	513	14	murray	murray	NOUN
dad-10729	513	15	to	to	ADP
dad-10729	513	16	greenfield	greenfield	NOUN
dad-10729	513	17	is	be	AUX
dad-10729	513	18	the	the	DET
dad-10729	513	19	61d	61d	NUM
dad-10729	513	20	,	,	PUNCT
dad-10729	513	21	leaving	leave	VERB
dad-10729	513	22	at	at	ADP
dad-10729	513	23	8	8	NUM
dad-10729	513	24	43	43	NUM
dad-10729	513	25	p.m.	p.m.	NOUN
dad-10729	513	26	.	.	PUNCT
dad-10729	514	1	it	it	PRON
dad-10729	514	2	arrives	arrive	VERB
dad-10729	514	3	at	at	ADP
dad-10729	514	4	murray	murray	PROPN
dad-10729	514	5	avenue	avenue	PROPN
dad-10729	514	6	at	at	ADP
dad-10729	514	7	loretta	loretta	NOUN
dad-10729	514	8	at	at	ADP
dad-10729	514	9	8	8	NUM
dad-10729	514	10	52	52	NUM
dad-10729	514	11	p.m.	p.m.	NOUN
dad-10729	514	12	.	.	PUNCT
dad-10729	515	1	you	you	PRON
dad-10729	515	2	may	may	AUX
dad-10729	515	3	now	now	ADV
dad-10729	515	4	say	say	VERB
dad-10729	515	5	.	.	PUNCT
dad-10729	516	1	next	next	ADJ
dad-10729	516	2	bus	bus	NOUN
dad-10729	516	3	,	,	PUNCT
dad-10729	516	4	previous	previous	ADJ
dad-10729	516	5	bus	bus	NOUN
dad-10729	516	6	,	,	PUNCT
dad-10729	516	7	restart	restart	NOUN
dad-10729	516	8	,	,	PUNCT
dad-10729	516	9	or	or	CCONJ
dad-10729	516	10	goodbye	goodbye	NOUN
dad-10729	516	11	.	.	PUNCT
dad-10729	517	1	usr	usr	PROPN
dad-10729	517	2	:	:	PUNCT
dad-10729	518	1	[	[	X
dad-10729	518	2	noise	noise	NOUN
dad-10729	518	3	]	]	X
dad-10729	518	4	good	good	ADJ
dad-10729	518	5	-	-	PUNCT
dad-10729	518	6	bye	bye	NOUN
dad-10729	518	7	sys	sys	PROPN
dad-10729	518	8	:	:	PUNCT
dad-10729	518	9	thank	thank	VERB
dad-10729	518	10	you	you	PRON
dad-10729	518	11	goodbye	goodbye	INTJ
dad-10729	518	12	dstc2	dstc2	NOUN
dad-10729	518	13	and	and	CCONJ
dad-10729	518	14	dstc3	dstc3	NOUN
dad-10729	518	15	(	(	PUNCT
dad-10729	518	16	training	training	NOUN
dad-10729	518	17	set	set	NOUN
dad-10729	518	18	)	)	PUNCT
dad-10729	518	19	sys	sys	PROPN
dad-10729	518	20	:	:	PUNCT
dad-10729	518	21	which	which	DET
dad-10729	518	22	part	part	NOUN
dad-10729	518	23	of	of	ADP
dad-10729	518	24	town	town	NOUN
dad-10729	518	25	?	?	PUNCT
dad-10729	519	1	usr	usr	PROPN
dad-10729	519	2	:	:	PUNCT
dad-10729	519	3	the	the	DET
dad-10729	519	4	north	north	NOUN
dad-10729	519	5	uh	uh	INTJ
dad-10729	519	6	area	area	NOUN
dad-10729	519	7	sys	sys	PROPN
dad-10729	519	8	:	:	PUNCT
dad-10729	519	9	which	which	DET
dad-10729	519	10	part	part	NOUN
dad-10729	519	11	of	of	ADP
dad-10729	519	12	town	town	NOUN
dad-10729	519	13	?	?	PUNCT
dad-10729	520	1	usr	usr	PROPN
dad-10729	520	2	:	:	PUNCT
dad-10729	520	3	a	a	DET
dad-10729	520	4	cheap	cheap	ADJ
dad-10729	520	5	place	place	NOUN
dad-10729	520	6	in	in	ADP
dad-10729	520	7	the	the	DET
dad-10729	520	8	north	north	NOUN
dad-10729	520	9	sys	sys	PROPN
dad-10729	520	10	:	:	PUNCT
dad-10729	520	11	clown	clown	ADJ
dad-10729	520	12	cafe	cafe	NOUN
dad-10729	520	13	is	be	AUX
dad-10729	520	14	a	a	DET
dad-10729	520	15	cheap	cheap	ADJ
dad-10729	520	16	restaurant	restaurant	NOUN
dad-10729	520	17	in	in	ADP
dad-10729	520	18	the	the	DET
dad-10729	520	19	north	north	NOUN
dad-10729	520	20	part	part	NOUN
dad-10729	520	21	of	of	ADP
dad-10729	520	22	town	town	NOUN
dad-10729	520	23	.	.	PUNCT
dad-10729	521	1	usr	usr	PROPN
dad-10729	521	2	:	:	PUNCT
dad-10729	521	3	do	do	AUX
dad-10729	521	4	you	you	PRON
dad-10729	521	5	have	have	VERB
dad-10729	521	6	any	any	DET
dad-10729	521	7	others	other	NOUN
dad-10729	521	8	like	like	ADP
dad-10729	521	9	that	that	PRON
dad-10729	521	10	?	?	PUNCT
dad-10729	522	1	sys	sys	PROPN
dad-10729	522	2	:	:	PUNCT
dad-10729	522	3	galleria	galleria	PROPN
dad-10729	522	4	is	be	AUX
dad-10729	522	5	another	another	DET
dad-10729	522	6	cheap	cheap	ADJ
dad-10729	522	7	restaurant	restaurant	NOUN
dad-10729	522	8	in	in	ADP
dad-10729	522	9	the	the	DET
dad-10729	522	10	north	north	NOUN
dad-10729	522	11	.	.	PUNCT
dad-10729	523	1	usr	usr	PROPN
dad-10729	523	2	:	:	PUNCT
dad-10729	523	3	what	what	PRON
dad-10729	523	4	is	be	AUX
dad-10729	523	5	their	their	PRON
dad-10729	523	6	phone	phone	NOUN
dad-10729	523	7	number	number	NOUN
dad-10729	523	8	and	and	CCONJ
dad-10729	523	9	address	address	NOUN
dad-10729	523	10	?	?	PUNCT
dad-10729	524	1	dstc3	dstc3	NOUN
dad-10729	524	2	(	(	PUNCT
dad-10729	524	3	test	test	NOUN
dad-10729	524	4	set	set	NOUN
dad-10729	524	5	)	)	PUNCT
dad-10729	524	6	sys	sys	PROPN
dad-10729	524	7	:	:	PUNCT
dad-10729	524	8	thank	thank	VERB
dad-10729	524	9	you	you	PRON
dad-10729	524	10	for	for	ADP
dad-10729	524	11	calling	call	VERB
dad-10729	524	12	the	the	DET
dad-10729	524	13	cambridge	cambridge	PROPN
dad-10729	524	14	information	information	NOUN
dad-10729	524	15	system	system	NOUN
dad-10729	524	16	.	.	PUNCT
dad-10729	525	1	your	your	PRON
dad-10729	525	2	call	call	NOUN
dad-10729	525	3	will	will	AUX
dad-10729	525	4	be	be	AUX
dad-10729	525	5	recorded	record	VERB
dad-10729	525	6	for	for	ADP
dad-10729	525	7	research	research	NOUN
dad-10729	525	8	purposes	purpose	NOUN
dad-10729	525	9	.	.	PUNCT
dad-10729	526	1	you	you	PRON
dad-10729	526	2	may	may	AUX
dad-10729	526	3	ask	ask	VERB
dad-10729	526	4	for	for	ADP
dad-10729	526	5	information	information	NOUN
dad-10729	526	6	about	about	ADP
dad-10729	526	7	a	a	DET
dad-10729	526	8	place	place	NOUN
dad-10729	526	9	to	to	PART
dad-10729	526	10	eat	eat	VERB
dad-10729	526	11	,	,	PUNCT
dad-10729	526	12	such	such	ADJ
dad-10729	526	13	as	as	ADP
dad-10729	526	14	a	a	DET
dad-10729	526	15	restaurant	restaurant	NOUN
dad-10729	526	16	,	,	PUNCT
dad-10729	526	17	a	a	DET
dad-10729	526	18	pub	pub	NOUN
dad-10729	526	19	,	,	PUNCT
dad-10729	526	20	or	or	CCONJ
dad-10729	526	21	a	a	DET
dad-10729	526	22	cafe	cafe	NOUN
dad-10729	526	23	.	.	PUNCT
dad-10729	527	1	how	how	SCONJ
dad-10729	527	2	may	may	AUX
dad-10729	527	3	i	i	PRON
dad-10729	527	4	help	help	VERB
dad-10729	527	5	you	you	PRON
dad-10729	527	6	?	?	PUNCT
dad-10729	528	1	usr	usr	PROPN
dad-10729	528	2	:	:	PUNCT
dad-10729	529	1	i	i	PRON
dad-10729	529	2	would	would	AUX
dad-10729	529	3	like	like	VERB
dad-10729	529	4	to	to	PART
dad-10729	529	5	find	find	VERB
dad-10729	529	6	a	a	DET
dad-10729	529	7	pub	pub	NOUN
dad-10729	529	8	with	with	ADP
dad-10729	529	9	an	an	DET
dad-10729	529	10	internet	internet	NOUN
dad-10729	529	11	connection	connection	NOUN
dad-10729	529	12	and	and	CCONJ
dad-10729	529	13	a	a	DET
dad-10729	529	14	tv	tv	NOUN
dad-10729	529	15	sys	sys	PROPN
dad-10729	529	16	:	:	PUNCT
dad-10729	529	17	the	the	DET
dad-10729	529	18	bakers	baker	NOUN
dad-10729	529	19	,	,	PUNCT
dad-10729	529	20	which	which	PRON
dad-10729	529	21	has	have	VERB
dad-10729	529	22	an	an	DET
dad-10729	529	23	internet	internet	NOUN
dad-10729	529	24	connection	connection	NOUN
dad-10729	529	25	,	,	PUNCT
dad-10729	529	26	is	be	AUX
dad-10729	529	27	a	a	DET
dad-10729	529	28	great	great	ADJ
dad-10729	529	29	pub	pub	NOUN
dad-10729	529	30	with	with	ADP
dad-10729	529	31	a	a	DET
dad-10729	529	32	television	television	NOUN
dad-10729	529	33	.	.	PUNCT
dad-10729	530	1	usr	usr	PROPN
dad-10729	530	2	:	:	PUNCT
dad-10729	530	3	what	what	PRON
dad-10729	530	4	is	be	AUX
dad-10729	530	5	the	the	DET
dad-10729	530	6	address	address	NOUN
dad-10729	530	7	phone	phone	NOUN
dad-10729	530	8	number	number	NOUN
dad-10729	530	9	and	and	CCONJ
dad-10729	530	10	price	price	NOUN
dad-10729	530	11	range	range	NOUN
dad-10729	530	12	27	27	NUM
dad-10729	530	13	williams	william	NOUN
dad-10729	530	14	,	,	PUNCT
dad-10729	530	15	raux	raux	PROPN
dad-10729	530	16	,	,	PUNCT
dad-10729	530	17	and	and	CCONJ
dad-10729	530	18	henderson	henderson	PROPN
dad-10729	530	19	sys	sys	PROPN
dad-10729	530	20	:	:	PUNCT
dad-10729	530	21	the	the	DET
dad-10729	530	22	bakers	baker	NOUN
dad-10729	530	23	is	be	AUX
dad-10729	530	24	located	locate	VERB
dad-10729	530	25	on	on	ADP
dad-10729	530	26	176	176	NUM
dad-10729	530	27	east	east	NOUN
dad-10729	530	28	road	road	NOUN
dad-10729	530	29	and	and	CCONJ
dad-10729	530	30	its	its	PRON
dad-10729	530	31	phone	phone	NOUN
dad-10729	530	32	number	number	NOUN
dad-10729	530	33	is	be	AUX
dad-10729	530	34	01223304121	01223304121	NUM
dad-10729	530	35	.	.	PUNCT
dad-10729	531	1	the	the	DET
dad-10729	531	2	price	price	NOUN
dad-10729	531	3	for	for	ADP
dad-10729	531	4	main	main	ADJ
dad-10729	531	5	courses	course	NOUN
dad-10729	531	6	ranges	range	VERB
dad-10729	531	7	from	from	ADP
dad-10729	531	8	6	6	NUM
dad-10729	531	9	pounds	pound	NOUN
dad-10729	531	10	to	to	ADP
dad-10729	531	11	8	8	NUM
dad-10729	531	12	pounds	pound	NOUN
dad-10729	531	13	49	49	NUM
dad-10729	531	14	and	and	CCONJ
dad-10729	531	15	the	the	DET
dad-10729	531	16	price	price	NOUN
dad-10729	531	17	for	for	ADP
dad-10729	531	18	a	a	DET
dad-10729	531	19	cheapest	cheap	ADJ
dad-10729	531	20	pint	pint	NOUN
dad-10729	531	21	of	of	ADP
dad-10729	531	22	beer	beer	NOUN
dad-10729	531	23	is	be	AUX
dad-10729	531	24	2	2	NUM
dad-10729	531	25	pounds	pound	NOUN
dad-10729	531	26	25	25	NUM
dad-10729	531	27	.	.	PUNCT
dad-10729	531	28	usr	usr	PROPN
dad-10729	531	29	:	:	PUNCT
dad-10729	532	1	[	[	X
dad-10729	532	2	noise	noise	NOUN
dad-10729	532	3	]	]	PUNCT
dad-10729	532	4	sys	sys	PROPN
dad-10729	532	5	:	:	PUNCT
dad-10729	532	6	the	the	DET
dad-10729	532	7	bakers	baker	NOUN
dad-10729	532	8	is	be	AUX
dad-10729	532	9	an	an	DET
dad-10729	532	10	outstanding	outstanding	ADJ
dad-10729	532	11	pub	pub	NOUN
dad-10729	532	12	.	.	PUNCT
dad-10729	533	1	usr	usr	PROPN
dad-10729	533	2	:	:	PUNCT
dad-10729	533	3	what	what	PRON
dad-10729	533	4	is	be	AUX
dad-10729	533	5	the	the	DET
dad-10729	533	6	address	address	NOUN
dad-10729	533	7	sys	sys	PROPN
dad-10729	533	8	:	:	PUNCT
dad-10729	533	9	the	the	DET
dad-10729	533	10	bakers	baker	NOUN
dad-10729	533	11	is	be	AUX
dad-10729	533	12	on	on	ADP
dad-10729	533	13	176	176	NUM
dad-10729	533	14	east	east	NOUN
dad-10729	533	15	road	road	NOUN
dad-10729	533	16	.	.	PUNCT
dad-10729	534	1	usr	usr	PROPN
dad-10729	534	2	:	:	PUNCT
dad-10729	534	3	what	what	PRON
dad-10729	534	4	is	be	AUX
dad-10729	534	5	the	the	DET
dad-10729	534	6	phone	phone	NOUN
dad-10729	534	7	number	number	NOUN
dad-10729	534	8	sys	sys	PROPN
dad-10729	534	9	:	:	PUNCT
dad-10729	534	10	the	the	DET
dad-10729	534	11	phone	phone	NOUN
dad-10729	534	12	number	number	NOUN
dad-10729	534	13	of	of	ADP
dad-10729	534	14	the	the	DET
dad-10729	534	15	bakers	baker	NOUN
dad-10729	534	16	is	be	AUX
dad-10729	534	17	01223304121	01223304121	NUM
dad-10729	534	18	.	.	PUNCT
dad-10729	535	1	usr	usr	PROPN
dad-10729	535	2	:	:	PUNCT
dad-10729	535	3	what	what	PRON
dad-10729	535	4	is	be	AUX
dad-10729	535	5	the	the	DET
dad-10729	535	6	price	price	NOUN
dad-10729	535	7	range	range	NOUN
dad-10729	535	8	sys	sys	PROPN
dad-10729	535	9	:	:	PUNCT
dad-10729	535	10	the	the	DET
dad-10729	535	11	bakers	baker	NOUN
dad-10729	535	12	is	be	AUX
dad-10729	535	13	in	in	ADP
dad-10729	535	14	the	the	DET
dad-10729	535	15	cheap	cheap	ADJ
dad-10729	535	16	price	price	NOUN
dad-10729	535	17	range	range	NOUN
dad-10729	535	18	.	.	PUNCT
dad-10729	536	1	usr	usr	PROPN
dad-10729	536	2	:	:	PUNCT
dad-10729	536	3	thank	thank	VERB
dad-10729	536	4	you	you	PRON
dad-10729	536	5	good	good	ADJ
dad-10729	537	1	bye	bye	INTJ
dad-10729	537	2	references	reference	NOUN
dad-10729	537	3	alan	alan	PROPN
dad-10729	537	4	black	black	PROPN
dad-10729	537	5	,	,	PUNCT
dad-10729	537	6	susanne	susanne	PROPN
dad-10729	537	7	burger	burger	PROPN
dad-10729	537	8	,	,	PUNCT
dad-10729	537	9	brian	brian	PROPN
dad-10729	537	10	langner	langner	PROPN
dad-10729	537	11	,	,	PUNCT
dad-10729	537	12	gabriel	gabriel	PROPN
dad-10729	537	13	parent	parent	PROPN
dad-10729	537	14	,	,	PUNCT
dad-10729	537	15	and	and	CCONJ
dad-10729	537	16	maxine	maxine	PROPN
dad-10729	537	17	eskenazi	eskenazi	PROPN
dad-10729	537	18	.	.	PUNCT
dad-10729	538	1	spoken	spoken	ADJ
dad-10729	538	2	dialog	dialog	NOUN
dad-10729	538	3	challenge	challenge	NOUN
dad-10729	538	4	2010	2010	NUM
dad-10729	538	5	.	.	PUNCT
dad-10729	539	1	in	in	ADP
dad-10729	539	2	proc	proc	NOUN
dad-10729	539	3	ieee	ieee	NOUN
dad-10729	539	4	workshop	workshop	NOUN
dad-10729	539	5	on	on	ADP
dad-10729	539	6	spoken	spoken	ADJ
dad-10729	539	7	language	language	NOUN
dad-10729	539	8	technologies	technology	NOUN
dad-10729	539	9	(	(	PUNCT
dad-10729	539	10	slt	slt	X
dad-10729	539	11	)	)	PUNCT
dad-10729	539	12	,	,	PUNCT
dad-10729	539	13	berkeley	berkeley	PROPN
dad-10729	539	14	,	,	PUNCT
dad-10729	539	15	california	california	PROPN
dad-10729	539	16	,	,	PUNCT
dad-10729	539	17	usa	usa	PROPN
dad-10729	539	18	,	,	PUNCT
dad-10729	539	19	2010	2010	NUM
dad-10729	539	20	.	.	PUNCT
dad-10729	540	1	dan	dan	PROPN
dad-10729	540	2	bohus	bohus	PROPN
dad-10729	540	3	and	and	CCONJ
dad-10729	540	4	eric	eric	PROPN
dad-10729	540	5	horvitz	horvitz	PROPN
dad-10729	540	6	.	.	PUNCT
dad-10729	541	1	models	model	NOUN
dad-10729	541	2	for	for	ADP
dad-10729	541	3	multiparty	multiparty	ADJ
dad-10729	541	4	engagement	engagement	NOUN
dad-10729	541	5	in	in	ADP
dad-10729	541	6	open	open	ADJ
dad-10729	541	7	-	-	PUNCT
dad-10729	541	8	world	world	NOUN
dad-10729	541	9	dialog	dialog	NOUN
dad-10729	541	10	.	.	PUNCT
dad-10729	542	1	in	in	ADP
dad-10729	542	2	proc	proc	PROPN
dad-10729	542	3	sigdial	sigdial	ADJ
dad-10729	542	4	conf	conf	NOUN
dad-10729	542	5	on	on	ADP
dad-10729	542	6	discourse	discourse	NOUN
dad-10729	542	7	and	and	CCONJ
dad-10729	542	8	dialogue	dialogue	NOUN
dad-10729	542	9	,	,	PUNCT
dad-10729	542	10	london	london	PROPN
dad-10729	542	11	,	,	PUNCT
dad-10729	542	12	usa	usa	PROPN
dad-10729	542	13	,	,	PUNCT
dad-10729	542	14	2009	2009	NUM
dad-10729	542	15	.	.	PUNCT
dad-10729	543	1	dan	dan	PROPN
dad-10729	543	2	bohus	bohus	PROPN
dad-10729	543	3	and	and	CCONJ
dad-10729	543	4	alex	alex	PROPN
dad-10729	543	5	rudnicky	rudnicky	PROPN
dad-10729	543	6	.	.	PUNCT
dad-10729	544	1	ravenclaw	ravenclaw	NOUN
dad-10729	544	2	:	:	PUNCT
dad-10729	544	3	dialogue	dialogue	NOUN
dad-10729	544	4	management	management	NOUN
dad-10729	544	5	using	use	VERB
dad-10729	544	6	hierarchical	hierarchical	ADJ
dad-10729	544	7	task	task	NOUN
dad-10729	544	8	decomposition	decomposition	NOUN
dad-10729	544	9	and	and	CCONJ
dad-10729	544	10	an	an	DET
dad-10729	544	11	expectation	expectation	NOUN
dad-10729	544	12	agenda	agenda	NOUN
dad-10729	544	13	.	.	PUNCT
dad-10729	545	1	in	in	ADP
dad-10729	545	2	proc	proc	PROPN
dad-10729	545	3	eurospeech	eurospeech	PROPN
dad-10729	545	4	,	,	PUNCT
dad-10729	545	5	geneva	geneva	PROPN
dad-10729	545	6	,	,	PUNCT
dad-10729	545	7	switzerland	switzerland	PROPN
dad-10729	545	8	,	,	PUNCT
dad-10729	545	9	2003	2003	NUM
dad-10729	545	10	.	.	PUNCT
dad-10729	546	1	dan	dan	PROPN
dad-10729	546	2	bohus	bohus	PROPN
dad-10729	546	3	and	and	CCONJ
dad-10729	546	4	alex	alex	PROPN
dad-10729	546	5	rudnicky	rudnicky	PROPN
dad-10729	546	6	.	.	PUNCT
dad-10729	547	1	a	a	DET
dad-10729	547	2	‘	'	PUNCT
dad-10729	547	3	k	k	X
dad-10729	547	4	hypotheses	hypothesis	NOUN
dad-10729	547	5	+	+	CCONJ
dad-10729	547	6	other	other	ADJ
dad-10729	547	7	’	'	PUNCT
dad-10729	547	8	belief	belief	NOUN
dad-10729	547	9	updating	update	VERB
dad-10729	547	10	model	model	NOUN
dad-10729	547	11	.	.	PUNCT
dad-10729	548	1	in	in	ADP
dad-10729	548	2	proc	proc	NOUN
dad-10729	548	3	aaai	aaai	PROPN
dad-10729	548	4	workshop	workshop	NOUN
dad-10729	548	5	on	on	ADP
dad-10729	548	6	statistical	statistical	ADJ
dad-10729	548	7	and	and	CCONJ
dad-10729	548	8	empirical	empirical	ADJ
dad-10729	548	9	approaches	approach	NOUN
dad-10729	548	10	for	for	ADP
dad-10729	548	11	spoken	spoken	ADJ
dad-10729	548	12	dialogue	dialogue	NOUN
dad-10729	548	13	systems	system	NOUN
dad-10729	548	14	,	,	PUNCT
dad-10729	548	15	boston	boston	PROPN
dad-10729	548	16	,	,	PUNCT
dad-10729	548	17	usa	usa	PROPN
dad-10729	548	18	,	,	PUNCT
dad-10729	548	19	2006	2006	NUM
dad-10729	548	20	.	.	PUNCT
dad-10729	549	1	trung	trung	VERB
dad-10729	549	2	bui	bui	PROPN
dad-10729	549	3	,	,	PUNCT
dad-10729	549	4	mannes	manne	NOUN
dad-10729	549	5	poel	poel	NOUN
dad-10729	549	6	,	,	PUNCT
dad-10729	549	7	anton	anton	PROPN
dad-10729	549	8	nijholt	nijholt	NOUN
dad-10729	549	9	,	,	PUNCT
dad-10729	549	10	and	and	CCONJ
dad-10729	549	11	job	job	NOUN
dad-10729	549	12	zwiers	zwier	NOUN
dad-10729	549	13	.	.	PUNCT
dad-10729	550	1	a	a	DET
dad-10729	550	2	tractable	tractable	ADJ
dad-10729	550	3	hybrid	hybrid	ADJ
dad-10729	550	4	ddn	ddn	NOUN
dad-10729	550	5	-	-	PUNCT
dad-10729	550	6	pomdp	pomdp	NOUN
dad-10729	550	7	approach	approach	NOUN
dad-10729	550	8	to	to	ADP
dad-10729	550	9	affective	affective	ADJ
dad-10729	550	10	dialogue	dialogue	NOUN
dad-10729	550	11	modeling	modeling	NOUN
dad-10729	550	12	for	for	ADP
dad-10729	550	13	probabilistic	probabilistic	ADJ
dad-10729	550	14	frame	frame	NOUN
dad-10729	550	15	-	-	PUNCT
dad-10729	550	16	based	base	VERB
dad-10729	550	17	dialogue	dialogue	NOUN
dad-10729	550	18	systems	system	NOUN
dad-10729	550	19	.	.	PUNCT
dad-10729	551	1	nat	nat	PROPN
dad-10729	551	2	.	.	PUNCT
dad-10729	552	1	lang	lang	PROPN
dad-10729	552	2	.	.	PUNCT
dad-10729	553	1	eng	eng	PROPN
dad-10729	553	2	.	.	PROPN
dad-10729	553	3	,	,	PUNCT
dad-10729	553	4	15(2):273–307	15(2):273–307	PROPN
dad-10729	553	5	,	,	PUNCT
dad-10729	553	6	2009	2009	NUM
dad-10729	553	7	.	.	PUNCT
dad-10729	554	1	herbert	herbert	PROPN
dad-10729	554	2	h	h	PROPN
dad-10729	554	3	clark	clark	PROPN
dad-10729	554	4	.	.	PUNCT
dad-10729	555	1	using	use	VERB
dad-10729	555	2	language	language	NOUN
dad-10729	555	3	.	.	PUNCT
dad-10729	556	1	cambridge	cambridge	PROPN
dad-10729	556	2	university	university	PROPN
dad-10729	556	3	press	press	NOUN
dad-10729	556	4	,	,	PUNCT
dad-10729	556	5	1996	1996	NUM
dad-10729	556	6	.	.	PUNCT
dad-10729	557	1	isbn	isbn	ADJ
dad-10729	557	2	9780521567459	9780521567459	NUM
dad-10729	557	3	.	.	PUNCT
dad-10729	558	1	philip	philip	PROPN
dad-10729	558	2	r	r	PROPN
dad-10729	558	3	cohen	cohen	PROPN
dad-10729	558	4	and	and	CCONJ
dad-10729	558	5	hector	hector	PROPN
dad-10729	558	6	j	j	PROPN
dad-10729	558	7	levesque	levesque	PROPN
dad-10729	558	8	.	.	PUNCT
dad-10729	559	1	rational	rational	ADJ
dad-10729	559	2	interaction	interaction	NOUN
dad-10729	559	3	as	as	ADP
dad-10729	559	4	the	the	DET
dad-10729	559	5	basis	basis	NOUN
dad-10729	559	6	for	for	ADP
dad-10729	559	7	communication	communication	NOUN
dad-10729	559	8	.	.	PUNCT
dad-10729	560	1	in	in	ADP
dad-10729	560	2	p.	p.	PROPN
dad-10729	560	3	r.	r.	PROPN
dad-10729	560	4	cohen	cohen	PROPN
dad-10729	560	5	,	,	PUNCT
dad-10729	560	6	j.	j.	PROPN
dad-10729	560	7	morgan	morgan	PROPN
dad-10729	560	8	,	,	PUNCT
dad-10729	560	9	and	and	CCONJ
dad-10729	560	10	m.	m.	PROPN
dad-10729	560	11	e.	e.	PROPN
dad-10729	560	12	pollack	pollack	PROPN
dad-10729	560	13	,	,	PUNCT
dad-10729	560	14	editors	editor	NOUN
dad-10729	560	15	,	,	PUNCT
dad-10729	560	16	intentions	intention	NOUN
dad-10729	560	17	in	in	ADP
dad-10729	560	18	communication	communication	NOUN
dad-10729	560	19	,	,	PUNCT
dad-10729	560	20	pages	page	NOUN
dad-10729	560	21	221–255	221–255	NUM
dad-10729	560	22	.	.	PUNCT
dad-10729	560	23	mit	mit	PROPN
dad-10729	560	24	press	press	PROPN
dad-10729	560	25	,	,	PUNCT
dad-10729	560	26	cambridge	cambridge	PROPN
dad-10729	560	27	,	,	PUNCT
dad-10729	560	28	ma	ma	PROPN
dad-10729	560	29	,	,	PUNCT
dad-10729	560	30	1990	1990	NUM
dad-10729	560	31	.	.	PUNCT
dad-10729	561	1	david	david	PROPN
dad-10729	561	2	devault	devault	PROPN
dad-10729	561	3	.	.	PUNCT
dad-10729	562	1	contribution	contribution	NOUN
dad-10729	562	2	tracking	tracking	NOUN
dad-10729	562	3	:	:	PUNCT
dad-10729	562	4	participating	participate	VERB
dad-10729	562	5	in	in	ADP
dad-10729	562	6	task	task	NOUN
dad-10729	562	7	-	-	PUNCT
dad-10729	562	8	oriented	orient	VERB
dad-10729	562	9	dialogue	dialogue	NOUN
dad-10729	562	10	under	under	ADP
dad-10729	562	11	uncertainty	uncertainty	NOUN
dad-10729	562	12	.	.	PUNCT
dad-10729	563	1	phd	phd	NOUN
dad-10729	563	2	thesis	thesis	PROPN
dad-10729	563	3	,	,	PUNCT
dad-10729	563	4	rutgers	rutgers	PROPN
dad-10729	563	5	,	,	PUNCT
dad-10729	563	6	the	the	DET
dad-10729	563	7	state	state	PROPN
dad-10729	563	8	university	university	PROPN
dad-10729	563	9	of	of	ADP
dad-10729	563	10	new	new	PROPN
dad-10729	563	11	jersey	jersey	PROPN
dad-10729	563	12	,	,	PUNCT
dad-10729	563	13	2008	2008	NUM
dad-10729	563	14	.	.	PUNCT
dad-10729	564	1	david	david	PROPN
dad-10729	564	2	devault	devault	PROPN
dad-10729	564	3	and	and	CCONJ
dad-10729	564	4	matthew	matthew	PROPN
dad-10729	564	5	stone	stone	PROPN
dad-10729	564	6	.	.	PUNCT
dad-10729	565	1	managing	manage	VERB
dad-10729	565	2	ambiguities	ambiguity	NOUN
dad-10729	565	3	across	across	ADP
dad-10729	565	4	utterances	utterance	NOUN
dad-10729	565	5	in	in	ADP
dad-10729	565	6	dialogue	dialogue	NOUN
dad-10729	565	7	.	.	PUNCT
dad-10729	566	1	in	in	ADP
dad-10729	566	2	proc	proc	NOUN
dad-10729	566	3	workshop	workshop	NOUN
dad-10729	566	4	on	on	ADP
dad-10729	566	5	the	the	DET
dad-10729	566	6	semantics	semantic	NOUN
dad-10729	566	7	and	and	CCONJ
dad-10729	566	8	pragmatics	pragmatic	NOUN
dad-10729	566	9	of	of	ADP
dad-10729	566	10	dialogue	dialogue	NOUN
dad-10729	566	11	(	(	PUNCT
dad-10729	566	12	decalog	decalog	NOUN
dad-10729	566	13	)	)	PUNCT
dad-10729	566	14	,	,	PUNCT
dad-10729	566	15	trento	trento	PROPN
dad-10729	566	16	,	,	PUNCT
dad-10729	566	17	italy	italy	PROPN
dad-10729	566	18	,	,	PUNCT
dad-10729	566	19	2007	2007	NUM
dad-10729	566	20	.	.	PUNCT
dad-10729	567	1	emmanuel	emmanuel	PROPN
dad-10729	567	2	ferreira	ferreira	PROPN
dad-10729	567	3	,	,	PUNCT
dad-10729	567	4	bassam	bassam	PROPN
dad-10729	567	5	jabaian	jabaian	PROPN
dad-10729	567	6	,	,	PUNCT
dad-10729	567	7	and	and	CCONJ
dad-10729	567	8	fabrice	fabrice	NOUN
dad-10729	567	9	lefvre	lefvre	NOUN
dad-10729	567	10	.	.	PUNCT
dad-10729	568	1	online	online	ADJ
dad-10729	568	2	adaptative	adaptative	ADJ
dad-10729	568	3	zero	zero	NUM
dad-10729	568	4	-	-	PUNCT
dad-10729	568	5	shot	shot	NOUN
dad-10729	568	6	learning	learning	NOUN
dad-10729	568	7	spoken	speak	VERB
dad-10729	568	8	language	language	NOUN
dad-10729	568	9	understanding	understanding	NOUN
dad-10729	568	10	using	use	VERB
dad-10729	568	11	word	word	NOUN
dad-10729	568	12	-	-	PUNCT
dad-10729	568	13	embedding	embed	VERB
dad-10729	568	14	.	.	PUNCT
dad-10729	569	1	in	in	ADP
dad-10729	569	2	proc	proc	PROPN
dad-10729	569	3	intl	intl	PROPN
dad-10729	569	4	conf	conf	PROPN
dad-10729	569	5	on	on	ADP
dad-10729	569	6	acoustics	acoustic	NOUN
dad-10729	569	7	,	,	PUNCT
dad-10729	569	8	speech	speech	NOUN
dad-10729	569	9	and	and	CCONJ
dad-10729	569	10	signal	signal	NOUN
dad-10729	569	11	processing	processing	NOUN
dad-10729	569	12	(	(	PUNCT
dad-10729	569	13	icassp	icassp	PROPN
dad-10729	569	14	)	)	PUNCT
dad-10729	569	15	,	,	PUNCT
dad-10729	569	16	brisbane	brisbane	NOUN
dad-10729	569	17	,	,	PUNCT
dad-10729	569	18	australia	australia	PROPN
dad-10729	569	19	,	,	PUNCT
dad-10729	569	20	2015	2015	NUM
dad-10729	569	21	.	.	PUNCT
dad-10729	570	1	28	28	NUM
dad-10729	570	2	dialog	dialog	NOUN
dad-10729	570	3	state	state	NOUN
dad-10729	570	4	tracking	tracking	NOUN
dad-10729	570	5	overview	overview	NOUN
dad-10729	570	6	jeremy	jeremy	NOUN
dad-10729	570	7	fix	fix	PROPN
dad-10729	570	8	and	and	CCONJ
dad-10729	570	9	herve	herve	PROPN
dad-10729	570	10	frezza	frezza	PROPN
dad-10729	570	11	-	-	PUNCT
dad-10729	570	12	buet	buet	PROPN
dad-10729	570	13	.	.	PUNCT
dad-10729	571	1	yarbus	yarbus	PROPN
dad-10729	571	2	:	:	PUNCT
dad-10729	572	1	yet	yet	CCONJ
dad-10729	572	2	another	another	DET
dad-10729	572	3	rule	rule	NOUN
dad-10729	572	4	based	base	VERB
dad-10729	572	5	belief	belief	NOUN
dad-10729	572	6	update	update	NOUN
dad-10729	572	7	system	system	NOUN
dad-10729	572	8	.	.	PUNCT
dad-10729	573	1	arxiv:1507.06837v1	arxiv:1507.06837v1	NOUN
dad-10729	574	1	[	[	X
dad-10729	574	2	cs.cl	cs.cl	PROPN
dad-10729	574	3	]	]	X
dad-10729	574	4	,	,	PUNCT
dad-10729	574	5	2015	2015	NUM
dad-10729	574	6	.	.	PUNCT
dad-10729	575	1	milica	milica	PROPN
dad-10729	575	2	gasic	gasic	PROPN
dad-10729	575	3	and	and	CCONJ
dad-10729	575	4	steve	steve	PROPN
dad-10729	575	5	young	young	PROPN
dad-10729	575	6	.	.	PUNCT
dad-10729	576	1	effective	effective	ADJ
dad-10729	576	2	handling	handling	NOUN
dad-10729	576	3	of	of	ADP
dad-10729	576	4	dialogue	dialogue	NOUN
dad-10729	576	5	state	state	NOUN
dad-10729	576	6	in	in	ADP
dad-10729	576	7	the	the	DET
dad-10729	576	8	hidden	hide	VERB
dad-10729	576	9	information	information	NOUN
dad-10729	576	10	state	state	NOUN
dad-10729	576	11	pomdp	pomdp	NOUN
dad-10729	576	12	dialogue	dialogue	NOUN
dad-10729	576	13	manager	manager	NOUN
dad-10729	576	14	.	.	PUNCT
dad-10729	577	1	acm	acm	PROPN
dad-10729	577	2	transactions	transaction	NOUN
dad-10729	577	3	on	on	ADP
dad-10729	577	4	speech	speech	NOUN
dad-10729	577	5	and	and	CCONJ
dad-10729	577	6	language	language	NOUN
dad-10729	577	7	processing	processing	NOUN
dad-10729	577	8	,	,	PUNCT
dad-10729	577	9	7	7	NUM
dad-10729	577	10	,	,	PUNCT
dad-10729	577	11	2011	2011	NUM
dad-10729	577	12	.	.	PUNCT
dad-10729	578	1	david	david	PROPN
dad-10729	578	2	heckerman	heckerman	PROPN
dad-10729	578	3	and	and	CCONJ
dad-10729	578	4	eric	eric	PROPN
dad-10729	578	5	horwitz	horwitz	PROPN
dad-10729	578	6	.	.	PUNCT
dad-10729	579	1	inferring	infer	VERB
dad-10729	579	2	informational	informational	ADJ
dad-10729	579	3	goals	goal	NOUN
dad-10729	579	4	from	from	ADP
dad-10729	579	5	free	free	ADJ
dad-10729	579	6	-	-	PUNCT
dad-10729	579	7	text	text	NOUN
dad-10729	579	8	queries	query	NOUN
dad-10729	579	9	:	:	PUNCT
dad-10729	579	10	a	a	DET
dad-10729	579	11	bayesian	bayesian	NOUN
dad-10729	579	12	approach	approach	NOUN
dad-10729	579	13	.	.	PUNCT
dad-10729	580	1	in	in	ADP
dad-10729	580	2	proc	proc	NOUN
dad-10729	580	3	14th	14th	ADJ
dad-10729	580	4	conf	conf	NOUN
dad-10729	580	5	on	on	ADP
dad-10729	580	6	uncertainty	uncertainty	NOUN
dad-10729	580	7	in	in	ADP
dad-10729	580	8	artificial	artificial	ADJ
dad-10729	580	9	intelligence	intelligence	NOUN
dad-10729	580	10	(	(	PUNCT
dad-10729	580	11	uai	uai	PROPN
dad-10729	580	12	)	)	PUNCT
dad-10729	580	13	,	,	PUNCT
dad-10729	580	14	pages	page	VERB
dad-10729	580	15	230–238	230–238	NUM
dad-10729	580	16	,	,	PUNCT
dad-10729	580	17	1998	1998	NUM
dad-10729	580	18	.	.	PUNCT
dad-10729	581	1	james	james	PROPN
dad-10729	581	2	henderson	henderson	PROPN
dad-10729	581	3	and	and	CCONJ
dad-10729	581	4	oliver	oliver	PROPN
dad-10729	581	5	lemon	lemon	PROPN
dad-10729	581	6	.	.	PUNCT
dad-10729	582	1	mixture	mixture	NOUN
dad-10729	582	2	model	model	NOUN
dad-10729	582	3	pomdps	pomdps	PROPN
dad-10729	582	4	for	for	ADP
dad-10729	582	5	efficient	efficient	ADJ
dad-10729	582	6	handling	handling	NOUN
dad-10729	582	7	of	of	ADP
dad-10729	582	8	uncertainty	uncertainty	NOUN
dad-10729	582	9	in	in	ADP
dad-10729	582	10	dialogue	dialogue	NOUN
dad-10729	582	11	management	management	NOUN
dad-10729	582	12	.	.	PUNCT
dad-10729	583	1	in	in	ADP
dad-10729	583	2	proc	proc	PROPN
dad-10729	583	3	association	association	NOUN
dad-10729	583	4	for	for	ADP
dad-10729	583	5	computational	computational	ADJ
dad-10729	583	6	linguistics	linguistic	NOUN
dad-10729	583	7	human	human	ADJ
dad-10729	583	8	language	language	NOUN
dad-10729	583	9	technologies	technology	NOUN
dad-10729	583	10	(	(	PUNCT
dad-10729	583	11	acl	acl	PROPN
dad-10729	583	12	-	-	PUNCT
dad-10729	583	13	hlt	hlt	NOUN
dad-10729	583	14	)	)	PUNCT
dad-10729	583	15	,	,	PUNCT
dad-10729	583	16	columbus	columbus	PROPN
dad-10729	583	17	,	,	PUNCT
dad-10729	583	18	ohio	ohio	PROPN
dad-10729	583	19	,	,	PUNCT
dad-10729	583	20	usa	usa	PROPN
dad-10729	583	21	,	,	PUNCT
dad-10729	583	22	2008	2008	NUM
dad-10729	583	23	.	.	PUNCT
dad-10729	584	1	matthew	matthew	PROPN
dad-10729	584	2	henderson	henderson	PROPN
dad-10729	584	3	,	,	PUNCT
dad-10729	584	4	blaise	blaise	PROPN
dad-10729	584	5	thomson	thomson	PROPN
dad-10729	584	6	,	,	PUNCT
dad-10729	584	7	and	and	CCONJ
dad-10729	584	8	steve	steve	PROPN
dad-10729	584	9	young	young	PROPN
dad-10729	584	10	.	.	PUNCT
dad-10729	585	1	deep	deep	ADJ
dad-10729	585	2	neural	neural	ADJ
dad-10729	585	3	network	network	NOUN
dad-10729	585	4	approach	approach	NOUN
dad-10729	585	5	for	for	ADP
dad-10729	585	6	the	the	DET
dad-10729	585	7	dialog	dialog	NOUN
dad-10729	585	8	state	state	NOUN
dad-10729	585	9	tracking	tracking	NOUN
dad-10729	585	10	challenge	challenge	NOUN
dad-10729	585	11	.	.	PUNCT
dad-10729	586	1	in	in	ADP
dad-10729	586	2	proc	proc	PROPN
dad-10729	586	3	sigdial	sigdial	ADJ
dad-10729	586	4	conf	conf	NOUN
dad-10729	586	5	on	on	ADP
dad-10729	586	6	discourse	discourse	NOUN
dad-10729	586	7	and	and	CCONJ
dad-10729	586	8	dialogue	dialogue	NOUN
dad-10729	586	9	,	,	PUNCT
dad-10729	586	10	metz	metz	PROPN
dad-10729	586	11	,	,	PUNCT
dad-10729	586	12	france	france	PROPN
dad-10729	586	13	,	,	PUNCT
dad-10729	586	14	2013	2013	NUM
dad-10729	586	15	.	.	PUNCT
dad-10729	587	1	matthew	matthew	PROPN
dad-10729	587	2	henderson	henderson	PROPN
dad-10729	587	3	,	,	PUNCT
dad-10729	587	4	blaise	blaise	PROPN
dad-10729	587	5	thomson	thomson	PROPN
dad-10729	587	6	,	,	PUNCT
dad-10729	587	7	and	and	CCONJ
dad-10729	587	8	jason	jason	PROPN
dad-10729	587	9	d.	d.	PROPN
dad-10729	587	10	williams	williams	PROPN
dad-10729	587	11	.	.	PUNCT
dad-10729	588	1	the	the	DET
dad-10729	588	2	third	third	ADJ
dad-10729	588	3	dialog	dialog	NOUN
dad-10729	588	4	state	state	NOUN
dad-10729	588	5	tracking	tracking	NOUN
dad-10729	588	6	challenge	challenge	NOUN
dad-10729	588	7	.	.	PUNCT
dad-10729	589	1	in	in	ADP
dad-10729	589	2	proc	proc	NOUN
dad-10729	589	3	ieee	ieee	NOUN
dad-10729	589	4	workshop	workshop	NOUN
dad-10729	589	5	on	on	ADP
dad-10729	589	6	spoken	spoken	ADJ
dad-10729	589	7	language	language	NOUN
dad-10729	589	8	technologies	technology	NOUN
dad-10729	589	9	(	(	PUNCT
dad-10729	589	10	slt	slt	PROPN
dad-10729	589	11	)	)	PUNCT
dad-10729	589	12	,	,	PUNCT
dad-10729	589	13	south	south	PROPN
dad-10729	589	14	lake	lake	PROPN
dad-10729	589	15	tahoe	tahoe	PROPN
dad-10729	589	16	,	,	PUNCT
dad-10729	589	17	nevada	nevada	PROPN
dad-10729	589	18	,	,	PUNCT
dad-10729	589	19	usa	usa	PROPN
dad-10729	589	20	,	,	PUNCT
dad-10729	589	21	2014a	2014a	NUM
dad-10729	589	22	.	.	PUNCT
dad-10729	590	1	matthew	matthew	PROPN
dad-10729	590	2	henderson	henderson	PROPN
dad-10729	590	3	,	,	PUNCT
dad-10729	590	4	blaise	blaise	PROPN
dad-10729	590	5	thomson	thomson	PROPN
dad-10729	590	6	,	,	PUNCT
dad-10729	590	7	and	and	CCONJ
dad-10729	590	8	jason	jason	PROPN
dad-10729	590	9	d	d	PROPN
dad-10729	590	10	williams	williams	PROPN
dad-10729	590	11	.	.	PUNCT
dad-10729	591	1	the	the	DET
dad-10729	591	2	second	second	ADJ
dad-10729	591	3	dialog	dialog	NOUN
dad-10729	591	4	state	state	NOUN
dad-10729	591	5	tracking	tracking	NOUN
dad-10729	591	6	challenge	challenge	NOUN
dad-10729	591	7	.	.	PUNCT
dad-10729	592	1	in	in	ADP
dad-10729	592	2	proc	proc	PROPN
dad-10729	592	3	sigdial	sigdial	ADJ
dad-10729	592	4	conf	conf	NOUN
dad-10729	592	5	on	on	ADP
dad-10729	592	6	discourse	discourse	NOUN
dad-10729	592	7	and	and	CCONJ
dad-10729	592	8	dialogue	dialogue	NOUN
dad-10729	592	9	,	,	PUNCT
dad-10729	592	10	philadelphia	philadelphia	PROPN
dad-10729	592	11	,	,	PUNCT
dad-10729	592	12	usa	usa	PROPN
dad-10729	592	13	,	,	PUNCT
dad-10729	592	14	2014b	2014b	NUM
dad-10729	592	15	.	.	PUNCT
dad-10729	593	1	matthew	matthew	PROPN
dad-10729	593	2	henderson	henderson	PROPN
dad-10729	593	3	,	,	PUNCT
dad-10729	593	4	blaise	blaise	PROPN
dad-10729	593	5	thomson	thomson	PROPN
dad-10729	593	6	,	,	PUNCT
dad-10729	593	7	and	and	CCONJ
dad-10729	593	8	steve	steve	PROPN
dad-10729	593	9	young	young	PROPN
dad-10729	593	10	.	.	PUNCT
dad-10729	594	1	robust	robust	ADJ
dad-10729	594	2	dialog	dialog	NOUN
dad-10729	594	3	state	state	NOUN
dad-10729	594	4	tracking	tracking	NOUN
dad-10729	594	5	using	use	VERB
dad-10729	594	6	delexicalised	delexicalised	ADJ
dad-10729	594	7	recurrent	recurrent	ADJ
dad-10729	594	8	neural	neural	ADJ
dad-10729	594	9	networks	network	NOUN
dad-10729	594	10	and	and	CCONJ
dad-10729	594	11	unsupervised	unsupervised	ADJ
dad-10729	594	12	adaptation	adaptation	NOUN
dad-10729	594	13	.	.	PUNCT
dad-10729	595	1	in	in	ADP
dad-10729	595	2	proc	proc	NOUN
dad-10729	595	3	ieee	ieee	NOUN
dad-10729	595	4	workshop	workshop	NOUN
dad-10729	595	5	on	on	ADP
dad-10729	595	6	spoken	spoken	ADJ
dad-10729	595	7	language	language	NOUN
dad-10729	595	8	technologies	technology	NOUN
dad-10729	595	9	(	(	PUNCT
dad-10729	595	10	slt	slt	PROPN
dad-10729	595	11	)	)	PUNCT
dad-10729	595	12	,	,	PUNCT
dad-10729	595	13	south	south	PROPN
dad-10729	595	14	lake	lake	PROPN
dad-10729	595	15	tahoe	tahoe	PROPN
dad-10729	595	16	,	,	PUNCT
dad-10729	595	17	nevada	nevada	PROPN
dad-10729	595	18	,	,	PUNCT
dad-10729	595	19	usa	usa	PROPN
dad-10729	595	20	.	.	PROPN
dad-10729	595	21	ieee	ieee	PROPN
dad-10729	595	22	,	,	PUNCT
dad-10729	595	23	2014c	2014c	NUM
dad-10729	595	24	.	.	PUNCT
dad-10729	596	1	matthew	matthew	PROPN
dad-10729	596	2	henderson	henderson	PROPN
dad-10729	596	3	,	,	PUNCT
dad-10729	596	4	blaise	blaise	PROPN
dad-10729	596	5	thomson	thomson	PROPN
dad-10729	596	6	,	,	PUNCT
dad-10729	596	7	and	and	CCONJ
dad-10729	596	8	steve	steve	PROPN
dad-10729	596	9	young	young	PROPN
dad-10729	596	10	.	.	PUNCT
dad-10729	597	1	word	word	NOUN
dad-10729	597	2	-	-	PUNCT
dad-10729	597	3	based	base	VERB
dad-10729	597	4	dialog	dialog	NOUN
dad-10729	597	5	state	state	NOUN
dad-10729	597	6	tracking	tracking	NOUN
dad-10729	597	7	with	with	ADP
dad-10729	597	8	recurrent	recurrent	ADJ
dad-10729	597	9	neural	neural	ADJ
dad-10729	597	10	networks	network	NOUN
dad-10729	597	11	.	.	PUNCT
dad-10729	598	1	in	in	ADP
dad-10729	598	2	proc	proc	PROPN
dad-10729	598	3	sigdial	sigdial	ADJ
dad-10729	598	4	conf	conf	NOUN
dad-10729	598	5	on	on	ADP
dad-10729	598	6	discourse	discourse	NOUN
dad-10729	598	7	and	and	CCONJ
dad-10729	598	8	dialogue	dialogue	NOUN
dad-10729	598	9	,	,	PUNCT
dad-10729	598	10	philadelphia	philadelphia	PROPN
dad-10729	598	11	,	,	PUNCT
dad-10729	598	12	usa	usa	PROPN
dad-10729	598	13	,	,	PUNCT
dad-10729	598	14	2014d	2014d	NUM
dad-10729	598	15	.	.	PUNCT
dad-10729	599	1	matthew	matthew	PROPN
dad-10729	599	2	henderson	henderson	PROPN
dad-10729	599	3	,	,	PUNCT
dad-10729	599	4	blaise	blaise	PROPN
dad-10729	599	5	thomson	thomson	PROPN
dad-10729	599	6	,	,	PUNCT
dad-10729	599	7	and	and	CCONJ
dad-10729	599	8	steve	steve	PROPN
dad-10729	599	9	young	young	PROPN
dad-10729	599	10	.	.	PUNCT
dad-10729	600	1	robust	robust	ADJ
dad-10729	600	2	dialog	dialog	NOUN
dad-10729	600	3	state	state	NOUN
dad-10729	600	4	tracking	tracking	NOUN
dad-10729	600	5	using	use	VERB
dad-10729	600	6	delexicalised	delexicalised	ADJ
dad-10729	600	7	recurrent	recurrent	ADJ
dad-10729	600	8	neural	neural	ADJ
dad-10729	600	9	networks	network	NOUN
dad-10729	600	10	and	and	CCONJ
dad-10729	600	11	unsupervised	unsupervised	ADJ
dad-10729	600	12	adaptation	adaptation	NOUN
dad-10729	600	13	.	.	PUNCT
dad-10729	601	1	in	in	ADP
dad-10729	601	2	proc	proc	NOUN
dad-10729	601	3	ieee	ieee	NOUN
dad-10729	601	4	workshop	workshop	NOUN
dad-10729	601	5	on	on	ADP
dad-10729	601	6	spoken	spoken	ADJ
dad-10729	601	7	language	language	NOUN
dad-10729	601	8	technologies	technology	NOUN
dad-10729	601	9	(	(	PUNCT
dad-10729	601	10	slt	slt	PROPN
dad-10729	601	11	)	)	PUNCT
dad-10729	601	12	,	,	PUNCT
dad-10729	601	13	south	south	PROPN
dad-10729	601	14	lake	lake	PROPN
dad-10729	601	15	tahoe	tahoe	PROPN
dad-10729	601	16	,	,	PUNCT
dad-10729	601	17	nevada	nevada	PROPN
dad-10729	601	18	,	,	PUNCT
dad-10729	601	19	usa	usa	PROPN
dad-10729	601	20	,	,	PUNCT
dad-10729	601	21	2014e	2014e	NUM
dad-10729	601	22	.	.	PUNCT
dad-10729	602	1	ryuichiro	ryuichiro	NOUN
dad-10729	602	2	higashinaka	higashinaka	PROPN
dad-10729	602	3	,	,	PUNCT
dad-10729	602	4	mikio	mikio	NOUN
dad-10729	602	5	nakano	nakano	NOUN
dad-10729	602	6	,	,	PUNCT
dad-10729	602	7	and	and	CCONJ
dad-10729	602	8	kiyoaki	kiyoaki	PROPN
dad-10729	602	9	aikawa	aikawa	PROPN
dad-10729	602	10	.	.	PUNCT
dad-10729	603	1	corpus	corpus	PROPN
dad-10729	603	2	-	-	PUNCT
dad-10729	603	3	based	base	VERB
dad-10729	603	4	discourse	discourse	NOUN
dad-10729	603	5	understanding	understanding	NOUN
dad-10729	603	6	in	in	ADP
dad-10729	603	7	spoken	spoken	ADJ
dad-10729	603	8	dialogue	dialogue	NOUN
dad-10729	603	9	systems	system	NOUN
dad-10729	603	10	.	.	PUNCT
dad-10729	604	1	in	in	ADP
dad-10729	604	2	proc	proc	PROPN
dad-10729	604	3	association	association	NOUN
dad-10729	604	4	for	for	ADP
dad-10729	604	5	computational	computational	ADJ
dad-10729	604	6	linguistics	linguistic	NOUN
dad-10729	604	7	(	(	PUNCT
dad-10729	604	8	acl	acl	PROPN
dad-10729	604	9	)	)	PUNCT
dad-10729	604	10	,	,	PUNCT
dad-10729	604	11	sapporo	sapporo	PROPN
dad-10729	604	12	,	,	PUNCT
dad-10729	604	13	japan	japan	PROPN
dad-10729	604	14	,	,	PUNCT
dad-10729	604	15	2003	2003	NUM
dad-10729	604	16	.	.	PUNCT
dad-10729	605	1	ryuichiro	ryuichiro	NOUN
dad-10729	605	2	higashinaka	higashinaka	PROPN
dad-10729	605	3	,	,	PUNCT
dad-10729	605	4	noboru	noboru	NOUN
dad-10729	605	5	miyazaki	miyazaki	PROPN
dad-10729	605	6	,	,	PUNCT
dad-10729	605	7	mikio	mikio	NOUN
dad-10729	605	8	nakano	nakano	PROPN
dad-10729	605	9	,	,	PUNCT
dad-10729	605	10	and	and	CCONJ
dad-10729	605	11	kiyoaki	kiyoaki	PROPN
dad-10729	605	12	aikawa	aikawa	PROPN
dad-10729	605	13	.	.	PUNCT
dad-10729	606	1	evaluating	evaluate	VERB
dad-10729	606	2	discourse	discourse	NOUN
dad-10729	606	3	understanding	understanding	NOUN
dad-10729	606	4	in	in	ADP
dad-10729	606	5	spoken	spoken	ADJ
dad-10729	606	6	dialogue	dialogue	NOUN
dad-10729	606	7	systems	system	NOUN
dad-10729	606	8	.	.	PUNCT
dad-10729	607	1	acm	acm	PROPN
dad-10729	607	2	trans	trans	PROPN
dad-10729	607	3	.	.	PROPN
dad-10729	607	4	speech	speech	PROPN
dad-10729	607	5	lang	lang	PROPN
dad-10729	607	6	.	.	PUNCT
dad-10729	607	7	process	process	NOUN
dad-10729	607	8	.	.	PUNCT
dad-10729	607	9	,	,	PUNCT
dad-10729	607	10	2004	2004	NUM
dad-10729	607	11	.	.	PUNCT
dad-10729	608	1	eric	eric	PROPN
dad-10729	608	2	horvitz	horvitz	PROPN
dad-10729	608	3	and	and	CCONJ
dad-10729	608	4	tim	tim	PROPN
dad-10729	608	5	paek	paek	PROPN
dad-10729	608	6	.	.	PUNCT
dad-10729	609	1	a	a	DET
dad-10729	609	2	computational	computational	ADJ
dad-10729	609	3	architecture	architecture	NOUN
dad-10729	609	4	for	for	ADP
dad-10729	609	5	conversation	conversation	NOUN
dad-10729	609	6	.	.	PUNCT
dad-10729	610	1	in	in	ADP
dad-10729	610	2	proceedings	proceeding	NOUN
dad-10729	610	3	of	of	ADP
dad-10729	610	4	the	the	DET
dad-10729	610	5	7th	7th	ADJ
dad-10729	610	6	intl	intl	PROPN
dad-10729	610	7	conf	conf	NOUN
dad-10729	610	8	on	on	ADP
dad-10729	610	9	user	user	NOUN
dad-10729	610	10	modeling	modeling	NOUN
dad-10729	610	11	,	,	PUNCT
dad-10729	610	12	pages	page	NOUN
dad-10729	610	13	201–210	201–210	NUM
dad-10729	610	14	,	,	PUNCT
dad-10729	610	15	banff	banff	PROPN
dad-10729	610	16	,	,	PUNCT
dad-10729	610	17	canada	canada	PROPN
dad-10729	610	18	,	,	PUNCT
dad-10729	610	19	1999	1999	NUM
dad-10729	610	20	.	.	PUNCT
dad-10729	611	1	filip	filip	PROPN
dad-10729	611	2	jurčı́ček	jurčı́ček	PROPN
dad-10729	611	3	,	,	PUNCT
dad-10729	611	4	blaise	blaise	PROPN
dad-10729	611	5	thomson	thomson	PROPN
dad-10729	611	6	,	,	PUNCT
dad-10729	611	7	and	and	CCONJ
dad-10729	611	8	steve	steve	PROPN
dad-10729	611	9	young	young	PROPN
dad-10729	611	10	.	.	PUNCT
dad-10729	611	11	natural	natural	ADJ
dad-10729	611	12	actor	actor	NOUN
dad-10729	611	13	and	and	CCONJ
dad-10729	611	14	belief	belief	NOUN
dad-10729	611	15	critic	critic	NOUN
dad-10729	611	16	:	:	PUNCT
dad-10729	611	17	reinforcement	reinforcement	NOUN
dad-10729	611	18	algorithm	algorithm	NOUN
dad-10729	611	19	for	for	ADP
dad-10729	611	20	learning	learn	VERB
dad-10729	611	21	parameters	parameter	NOUN
dad-10729	611	22	of	of	ADP
dad-10729	611	23	dialogue	dialogue	NOUN
dad-10729	611	24	systems	system	NOUN
dad-10729	611	25	modelled	model	VERB
dad-10729	611	26	as	as	ADP
dad-10729	611	27	pomdps	pomdps	PROPN
dad-10729	611	28	.	.	PUNCT
dad-10729	612	1	tslp	tslp	VERB
dad-10729	612	2	,	,	PUNCT
dad-10729	612	3	7	7	NUM
dad-10729	612	4	,	,	PUNCT
dad-10729	612	5	2011	2011	NUM
dad-10729	612	6	.	.	PUNCT
dad-10729	613	1	29	29	NUM
dad-10729	613	2	williams	williams	PROPN
dad-10729	613	3	,	,	PUNCT
dad-10729	613	4	raux	raux	PROPN
dad-10729	613	5	,	,	PUNCT
dad-10729	613	6	and	and	CCONJ
dad-10729	613	7	henderson	henderson	PROPN
dad-10729	613	8	rudolf	rudolf	PROPN
dad-10729	613	9	kadlec	kadlec	PROPN
dad-10729	613	10	,	,	PUNCT
dad-10729	613	11	miroslav	miroslav	ADJ
dad-10729	613	12	vodolan	vodolan	NOUN
dad-10729	613	13	,	,	PUNCT
dad-10729	613	14	jindrich	jindrich	PROPN
dad-10729	613	15	libovicky	libovicky	PROPN
dad-10729	613	16	,	,	PUNCT
dad-10729	613	17	jan	jan	PROPN
dad-10729	613	18	macek	macek	PROPN
dad-10729	613	19	,	,	PUNCT
dad-10729	613	20	and	and	CCONJ
dad-10729	613	21	jan	jan	PROPN
dad-10729	613	22	kleindienst	kleindienst	PROPN
dad-10729	613	23	.	.	PUNCT
dad-10729	614	1	knowledgebased	knowledgebased	PROPN
dad-10729	614	2	dialog	dialog	PROPN
dad-10729	614	3	state	state	PROPN
dad-10729	614	4	tracking	tracking	NOUN
dad-10729	614	5	.	.	PUNCT
dad-10729	615	1	in	in	ADP
dad-10729	615	2	proc	proc	NOUN
dad-10729	615	3	ieee	ieee	NOUN
dad-10729	615	4	workshop	workshop	NOUN
dad-10729	615	5	on	on	ADP
dad-10729	615	6	spoken	spoken	ADJ
dad-10729	615	7	language	language	NOUN
dad-10729	615	8	technologies	technology	NOUN
dad-10729	615	9	(	(	PUNCT
dad-10729	615	10	slt	slt	PROPN
dad-10729	615	11	)	)	PUNCT
dad-10729	615	12	,	,	PUNCT
dad-10729	615	13	south	south	PROPN
dad-10729	615	14	lake	lake	PROPN
dad-10729	615	15	tahoe	tahoe	PROPN
dad-10729	615	16	,	,	PUNCT
dad-10729	615	17	nevada	nevada	PROPN
dad-10729	615	18	,	,	PUNCT
dad-10729	615	19	usa	usa	PROPN
dad-10729	615	20	,	,	PUNCT
dad-10729	615	21	2014	2014	NUM
dad-10729	615	22	.	.	PUNCT
dad-10729	616	1	daejoong	daejoong	PROPN
dad-10729	616	2	kim	kim	PROPN
dad-10729	616	3	,	,	PUNCT
dad-10729	616	4	jaedeug	jaedeug	PROPN
dad-10729	616	5	choi	choi	NOUN
dad-10729	616	6	choi	choi	NOUN
dad-10729	616	7	,	,	PUNCT
dad-10729	616	8	kee	kee	PROPN
dad-10729	616	9	-	-	PUNCT
dad-10729	616	10	eung	eung	PROPN
dad-10729	616	11	kim	kim	PROPN
dad-10729	616	12	,	,	PUNCT
dad-10729	616	13	jungsu	jungsu	PROPN
dad-10729	616	14	lee	lee	PROPN
dad-10729	616	15	,	,	PUNCT
dad-10729	616	16	and	and	CCONJ
dad-10729	616	17	jinho	jinho	VERB
dad-10729	616	18	sohn	sohn	PROPN
dad-10729	616	19	.	.	PUNCT
dad-10729	617	1	engineering	engineer	VERB
dad-10729	617	2	statistical	statistical	ADJ
dad-10729	617	3	dialog	dialog	NOUN
dad-10729	617	4	state	state	NOUN
dad-10729	617	5	trackers	tracker	NOUN
dad-10729	617	6	:	:	PUNCT
dad-10729	617	7	a	a	DET
dad-10729	617	8	case	case	NOUN
dad-10729	617	9	study	study	NOUN
dad-10729	617	10	on	on	ADP
dad-10729	617	11	dstc	dstc	NOUN
dad-10729	617	12	.	.	PUNCT
dad-10729	618	1	in	in	ADP
dad-10729	618	2	proc	proc	PROPN
dad-10729	618	3	sigdial	sigdial	ADJ
dad-10729	618	4	conf	conf	NOUN
dad-10729	618	5	on	on	ADP
dad-10729	618	6	discourse	discourse	NOUN
dad-10729	618	7	and	and	CCONJ
dad-10729	618	8	dialogue	dialogue	NOUN
dad-10729	618	9	,	,	PUNCT
dad-10729	618	10	metz	metz	PROPN
dad-10729	618	11	,	,	PUNCT
dad-10729	618	12	france	france	PROPN
dad-10729	618	13	,	,	PUNCT
dad-10729	618	14	pages	page	NOUN
dad-10729	618	15	462–466	462–466	NUM
dad-10729	618	16	,	,	PUNCT
dad-10729	618	17	2013	2013	NUM
dad-10729	618	18	.	.	PUNCT
dad-10729	619	1	dongho	dongho	PROPN
dad-10729	619	2	kim	kim	PROPN
dad-10729	619	3	,	,	PUNCT
dad-10729	619	4	matthew	matthew	PROPN
dad-10729	619	5	henderson	henderson	PROPN
dad-10729	619	6	,	,	PUNCT
dad-10729	619	7	milica	milica	PROPN
dad-10729	619	8	gasic	gasic	PROPN
dad-10729	619	9	,	,	PUNCT
dad-10729	619	10	pirros	pirros	PROPN
dad-10729	619	11	tsiakoulis	tsiakouli	VERB
dad-10729	619	12	,	,	PUNCT
dad-10729	619	13	and	and	CCONJ
dad-10729	619	14	steve	steve	PROPN
dad-10729	619	15	young	young	PROPN
dad-10729	619	16	.	.	PUNCT
dad-10729	620	1	the	the	DET
dad-10729	620	2	use	use	NOUN
dad-10729	620	3	of	of	ADP
dad-10729	620	4	discriminative	discriminative	NOUN
dad-10729	620	5	belief	belief	NOUN
dad-10729	620	6	tracking	track	VERB
dad-10729	620	7	in	in	ADP
dad-10729	620	8	pomdp	pomdp	NOUN
dad-10729	620	9	-	-	PUNCT
dad-10729	620	10	based	base	VERB
dad-10729	620	11	dialogue	dialogue	NOUN
dad-10729	620	12	systems	system	NOUN
dad-10729	620	13	.	.	PUNCT
dad-10729	621	1	in	in	ADP
dad-10729	621	2	proc	proc	NOUN
dad-10729	621	3	ieee	ieee	NOUN
dad-10729	621	4	workshop	workshop	NOUN
dad-10729	621	5	on	on	ADP
dad-10729	621	6	spoken	spoken	ADJ
dad-10729	621	7	language	language	NOUN
dad-10729	621	8	technologies	technology	NOUN
dad-10729	621	9	(	(	PUNCT
dad-10729	621	10	slt	slt	PROPN
dad-10729	621	11	)	)	PUNCT
dad-10729	621	12	,	,	PUNCT
dad-10729	621	13	south	south	PROPN
dad-10729	621	14	lake	lake	PROPN
dad-10729	621	15	tahoe	tahoe	PROPN
dad-10729	621	16	,	,	PUNCT
dad-10729	621	17	nevada	nevada	PROPN
dad-10729	621	18	,	,	PUNCT
dad-10729	621	19	usa	usa	PROPN
dad-10729	621	20	,	,	PUNCT
dad-10729	621	21	2014	2014	NUM
dad-10729	621	22	.	.	PUNCT
dad-10729	622	1	kyungduk	kyungduk	PROPN
dad-10729	622	2	kim	kim	PROPN
dad-10729	622	3	,	,	PUNCT
dad-10729	622	4	cheongjae	cheongjae	PROPN
dad-10729	622	5	lee	lee	PROPN
dad-10729	622	6	,	,	PUNCT
dad-10729	622	7	sangkeun	sangkeun	PROPN
dad-10729	622	8	jung	jung	PROPN
dad-10729	622	9	,	,	PUNCT
dad-10729	622	10	and	and	CCONJ
dad-10729	622	11	gary	gary	PROPN
dad-10729	622	12	geunbae	geunbae	PROPN
dad-10729	622	13	lee	lee	PROPN
dad-10729	622	14	.	.	PUNCT
dad-10729	623	1	a	a	DET
dad-10729	623	2	frame	frame	NOUN
dad-10729	623	3	-	-	PUNCT
dad-10729	623	4	based	base	VERB
dad-10729	623	5	probabilistic	probabilistic	ADJ
dad-10729	623	6	framework	framework	NOUN
dad-10729	623	7	for	for	ADP
dad-10729	623	8	spoken	spoken	ADJ
dad-10729	623	9	dialog	dialog	NOUN
dad-10729	623	10	management	management	NOUN
dad-10729	623	11	using	use	VERB
dad-10729	623	12	dialog	dialog	NOUN
dad-10729	623	13	examples	example	NOUN
dad-10729	623	14	.	.	PUNCT
dad-10729	624	1	in	in	ADP
dad-10729	624	2	proc	proc	NOUN
dad-10729	624	3	sigdial	sigdial	ADJ
dad-10729	624	4	workshop	workshop	NOUN
dad-10729	624	5	on	on	ADP
dad-10729	624	6	discourse	discourse	NOUN
dad-10729	624	7	and	and	CCONJ
dad-10729	624	8	dialogue	dialogue	NOUN
dad-10729	624	9	,	,	PUNCT
dad-10729	624	10	columbus	columbus	PROPN
dad-10729	624	11	,	,	PUNCT
dad-10729	624	12	ohio	ohio	PROPN
dad-10729	624	13	,	,	PUNCT
dad-10729	624	14	usa	usa	PROPN
dad-10729	624	15	,	,	PUNCT
dad-10729	624	16	2008	2008	NUM
dad-10729	624	17	.	.	PUNCT
dad-10729	625	1	seokhwan	seokhwan	PROPN
dad-10729	625	2	kim	kim	PROPN
dad-10729	625	3	and	and	CCONJ
dad-10729	625	4	rafael	rafael	PROPN
dad-10729	625	5	e.	e.	PROPN
dad-10729	625	6	banchs	banchs	PROPN
dad-10729	625	7	.	.	PUNCT
dad-10729	626	1	sequential	sequential	ADJ
dad-10729	626	2	labeling	labeling	NOUN
dad-10729	626	3	for	for	ADP
dad-10729	626	4	tracking	track	VERB
dad-10729	626	5	dynamic	dynamic	ADJ
dad-10729	626	6	dialog	dialog	NOUN
dad-10729	626	7	states	state	NOUN
dad-10729	626	8	.	.	PUNCT
dad-10729	627	1	in	in	ADP
dad-10729	627	2	proc	proc	PROPN
dad-10729	627	3	sigdial	sigdial	ADJ
dad-10729	627	4	conf	conf	NOUN
dad-10729	627	5	on	on	ADP
dad-10729	627	6	discourse	discourse	NOUN
dad-10729	627	7	and	and	CCONJ
dad-10729	627	8	dialogue	dialogue	NOUN
dad-10729	627	9	,	,	PUNCT
dad-10729	627	10	philadelphia	philadelphia	PROPN
dad-10729	627	11	,	,	PUNCT
dad-10729	627	12	usa	usa	PROPN
dad-10729	627	13	,	,	PUNCT
dad-10729	627	14	2014	2014	NUM
dad-10729	627	15	.	.	PUNCT
dad-10729	628	1	seokhwan	seokhwan	PROPN
dad-10729	628	2	kim	kim	PROPN
dad-10729	628	3	,	,	PUNCT
dad-10729	628	4	luis	luis	PROPN
dad-10729	628	5	fernando	fernando	PROPN
dad-10729	628	6	dharo	dharo	PROPN
dad-10729	628	7	,	,	PUNCT
dad-10729	628	8	rafael	rafael	PROPN
dad-10729	628	9	e.	e.	PROPN
dad-10729	628	10	banchs	banchs	PROPN
dad-10729	628	11	,	,	PUNCT
dad-10729	628	12	jason	jason	PROPN
dad-10729	628	13	d.	d.	PROPN
dad-10729	628	14	williams	williams	PROPN
dad-10729	628	15	,	,	PUNCT
dad-10729	628	16	and	and	CCONJ
dad-10729	628	17	matthew	matthew	PROPN
dad-10729	628	18	henderson	henderson	PROPN
dad-10729	628	19	.	.	PUNCT
dad-10729	629	1	the	the	DET
dad-10729	629	2	fourth	fourth	ADJ
dad-10729	629	3	dialog	dialog	NOUN
dad-10729	629	4	state	state	NOUN
dad-10729	629	5	tracking	tracking	NOUN
dad-10729	629	6	challenge	challenge	NOUN
dad-10729	629	7	.	.	PUNCT
dad-10729	630	1	in	in	ADP
dad-10729	630	2	proc	proc	PROPN
dad-10729	630	3	intl	intl	PROPN
dad-10729	630	4	workshop	workshop	NOUN
dad-10729	630	5	on	on	ADP
dad-10729	630	6	spoken	spoken	ADJ
dad-10729	630	7	dialog	dialog	NOUN
dad-10729	630	8	systems	system	NOUN
dad-10729	630	9	(	(	PUNCT
dad-10729	630	10	iwsds	iwsds	NOUN
dad-10729	630	11	)	)	PUNCT
dad-10729	630	12	,	,	PUNCT
dad-10729	630	13	saariselka	saariselka	PROPN
dad-10729	630	14	,	,	PUNCT
dad-10729	630	15	finland	finland	PROPN
dad-10729	630	16	,	,	PUNCT
dad-10729	630	17	2016	2016	NUM
dad-10729	630	18	.	.	PUNCT
dad-10729	631	1	john	john	PROPN
dad-10729	631	2	lafferty	lafferty	PROPN
dad-10729	631	3	,	,	PUNCT
dad-10729	631	4	andrew	andrew	PROPN
dad-10729	631	5	mccallum	mccallum	PROPN
dad-10729	631	6	,	,	PUNCT
dad-10729	631	7	and	and	CCONJ
dad-10729	631	8	fernando	fernando	PROPN
dad-10729	631	9	cn	cn	PROPN
dad-10729	631	10	pereira	pereira	PROPN
dad-10729	631	11	.	.	PUNCT
dad-10729	632	1	conditional	conditional	ADJ
dad-10729	632	2	random	random	ADJ
dad-10729	632	3	fields	field	NOUN
dad-10729	632	4	:	:	PUNCT
dad-10729	632	5	probabilistic	probabilistic	ADJ
dad-10729	632	6	models	model	NOUN
dad-10729	632	7	for	for	ADP
dad-10729	632	8	segmenting	segment	VERB
dad-10729	632	9	and	and	CCONJ
dad-10729	632	10	labeling	labeling	NOUN
dad-10729	632	11	sequence	sequence	NOUN
dad-10729	632	12	data	datum	NOUN
dad-10729	632	13	.	.	PUNCT
dad-10729	633	1	in	in	ADP
dad-10729	633	2	proc	proc	PROPN
dad-10729	633	3	intl	intl	PROPN
dad-10729	633	4	conf	conf	PROPN
dad-10729	633	5	on	on	ADP
dad-10729	633	6	machine	machine	NOUN
dad-10729	633	7	learning	learning	NOUN
dad-10729	633	8	(	(	PUNCT
dad-10729	633	9	icml	icml	PROPN
dad-10729	633	10	)	)	PUNCT
dad-10729	633	11	,	,	PUNCT
dad-10729	633	12	massachusetts	massachusetts	PROPN
dad-10729	633	13	,	,	PUNCT
dad-10729	633	14	usa	usa	PROPN
dad-10729	633	15	,	,	PUNCT
dad-10729	633	16	pages	page	NOUN
dad-10729	633	17	282–289	282–289	NUM
dad-10729	633	18	,	,	PUNCT
dad-10729	633	19	2001	2001	NUM
dad-10729	633	20	.	.	PUNCT
dad-10729	634	1	staffan	staffan	PROPN
dad-10729	634	2	larsson	larsson	PROPN
dad-10729	634	3	and	and	CCONJ
dad-10729	634	4	david	david	PROPN
dad-10729	634	5	traum	traum	PROPN
dad-10729	634	6	.	.	PUNCT
dad-10729	635	1	information	information	NOUN
dad-10729	635	2	state	state	NOUN
dad-10729	635	3	and	and	CCONJ
dad-10729	635	4	dialogue	dialogue	NOUN
dad-10729	635	5	management	management	NOUN
dad-10729	635	6	in	in	ADP
dad-10729	635	7	the	the	DET
dad-10729	635	8	trindi	trindi	ADJ
dad-10729	635	9	dialogue	dialogue	NOUN
dad-10729	635	10	move	move	NOUN
dad-10729	635	11	engine	engine	NOUN
dad-10729	635	12	toolkit	toolkit	NOUN
dad-10729	635	13	.	.	PUNCT
dad-10729	636	1	natural	natural	ADJ
dad-10729	636	2	language	language	NOUN
dad-10729	636	3	engineering	engineering	NOUN
dad-10729	636	4	,	,	PUNCT
dad-10729	636	5	5(3/4):323–340	5(3/4):323–340	NUM
dad-10729	636	6	,	,	PUNCT
dad-10729	636	7	2000	2000	NUM
dad-10729	636	8	.	.	PUNCT
dad-10729	637	1	byung	byung	PROPN
dad-10729	637	2	-	-	PUNCT
dad-10729	637	3	jun	jun	PROPN
dad-10729	637	4	lee	lee	PROPN
dad-10729	637	5	,	,	PUNCT
dad-10729	637	6	woosang	woosang	PROPN
dad-10729	637	7	lim	lim	PROPN
dad-10729	637	8	,	,	PUNCT
dad-10729	637	9	daejoong	daejoong	PROPN
dad-10729	637	10	kim	kim	PROPN
dad-10729	637	11	,	,	PUNCT
dad-10729	637	12	and	and	CCONJ
dad-10729	637	13	kee	kee	PROPN
dad-10729	637	14	-	-	PUNCT
dad-10729	637	15	eung	eung	PROPN
dad-10729	637	16	kim	kim	PROPN
dad-10729	637	17	.	.	PUNCT
dad-10729	638	1	optimizing	optimize	VERB
dad-10729	638	2	generative	generative	ADJ
dad-10729	638	3	dialog	dialog	NOUN
dad-10729	638	4	state	state	PROPN
dad-10729	638	5	tracker	tracker	NOUN
dad-10729	638	6	via	via	ADP
dad-10729	638	7	cascading	cascade	VERB
dad-10729	638	8	gradient	gradient	ADJ
dad-10729	638	9	descent	descent	NOUN
dad-10729	638	10	.	.	PUNCT
dad-10729	639	1	in	in	ADP
dad-10729	639	2	proc	proc	PROPN
dad-10729	639	3	sigdial	sigdial	ADJ
dad-10729	639	4	conf	conf	NOUN
dad-10729	639	5	on	on	ADP
dad-10729	639	6	discourse	discourse	NOUN
dad-10729	639	7	and	and	CCONJ
dad-10729	639	8	dialogue	dialogue	NOUN
dad-10729	639	9	,	,	PUNCT
dad-10729	639	10	philadelphia	philadelphia	PROPN
dad-10729	639	11	,	,	PUNCT
dad-10729	639	12	usa	usa	PROPN
dad-10729	639	13	,	,	PUNCT
dad-10729	639	14	pages	page	NOUN
dad-10729	639	15	273–281	273–281	NUM
dad-10729	639	16	,	,	PUNCT
dad-10729	639	17	2014	2014	NUM
dad-10729	639	18	.	.	PUNCT
dad-10729	640	1	sungjin	sungjin	PROPN
dad-10729	640	2	lee	lee	PROPN
dad-10729	640	3	.	.	PROPN
dad-10729	641	1	structured	structure	VERB
dad-10729	641	2	discriminative	discriminative	NOUN
dad-10729	641	3	model	model	NOUN
dad-10729	641	4	for	for	ADP
dad-10729	641	5	dialog	dialog	NOUN
dad-10729	641	6	state	state	NOUN
dad-10729	641	7	tracking	tracking	NOUN
dad-10729	641	8	.	.	PUNCT
dad-10729	642	1	in	in	ADP
dad-10729	642	2	proc	proc	PROPN
dad-10729	642	3	sigdial	sigdial	ADJ
dad-10729	642	4	conf	conf	NOUN
dad-10729	642	5	on	on	ADP
dad-10729	642	6	discourse	discourse	NOUN
dad-10729	642	7	and	and	CCONJ
dad-10729	642	8	dialogue	dialogue	NOUN
dad-10729	642	9	,	,	PUNCT
dad-10729	642	10	metz	metz	PROPN
dad-10729	642	11	,	,	PUNCT
dad-10729	642	12	france	france	PROPN
dad-10729	642	13	,	,	PUNCT
dad-10729	642	14	2013	2013	NUM
dad-10729	642	15	.	.	PUNCT
dad-10729	643	1	sungjin	sungjin	PROPN
dad-10729	643	2	lee	lee	PROPN
dad-10729	643	3	.	.	PROPN
dad-10729	644	1	extrinsic	extrinsic	PROPN
dad-10729	644	2	evaluation	evaluation	NOUN
dad-10729	644	3	of	of	ADP
dad-10729	644	4	dialog	dialog	NOUN
dad-10729	644	5	state	state	NOUN
dad-10729	644	6	tracking	tracking	NOUN
dad-10729	644	7	and	and	CCONJ
dad-10729	644	8	predictive	predictive	ADJ
dad-10729	644	9	metrics	metric	NOUN
dad-10729	644	10	for	for	ADP
dad-10729	644	11	dialog	dialog	NOUN
dad-10729	644	12	policy	policy	NOUN
dad-10729	644	13	optimization	optimization	NOUN
dad-10729	644	14	.	.	PUNCT
dad-10729	645	1	in	in	ADP
dad-10729	645	2	proc	proc	PROPN
dad-10729	645	3	sigdial	sigdial	ADJ
dad-10729	645	4	conf	conf	NOUN
dad-10729	645	5	on	on	ADP
dad-10729	645	6	discourse	discourse	NOUN
dad-10729	645	7	and	and	CCONJ
dad-10729	645	8	dialogue	dialogue	NOUN
dad-10729	645	9	,	,	PUNCT
dad-10729	645	10	philadelphia	philadelphia	PROPN
dad-10729	645	11	,	,	PUNCT
dad-10729	645	12	usa	usa	PROPN
dad-10729	645	13	,	,	PUNCT
dad-10729	645	14	2014	2014	NUM
dad-10729	645	15	.	.	PUNCT
dad-10729	646	1	sungjin	sungjin	PROPN
dad-10729	646	2	lee	lee	PROPN
dad-10729	646	3	and	and	CCONJ
dad-10729	646	4	maxine	maxine	PROPN
dad-10729	646	5	eskenazi	eskenazi	PROPN
dad-10729	646	6	.	.	PUNCT
dad-10729	647	1	recipe	recipe	NOUN
dad-10729	647	2	for	for	ADP
dad-10729	647	3	building	build	VERB
dad-10729	647	4	robust	robust	ADJ
dad-10729	647	5	spoken	spoken	ADJ
dad-10729	647	6	dialog	dialog	NOUN
dad-10729	647	7	state	state	NOUN
dad-10729	647	8	trackers	tracker	NOUN
dad-10729	647	9	:	:	PUNCT
dad-10729	647	10	dialog	dialog	NOUN
dad-10729	647	11	state	state	NOUN
dad-10729	647	12	tracking	tracking	NOUN
dad-10729	647	13	challenge	challenge	NOUN
dad-10729	647	14	system	system	NOUN
dad-10729	647	15	description	description	NOUN
dad-10729	647	16	.	.	PUNCT
dad-10729	648	1	in	in	ADP
dad-10729	648	2	proc	proc	PROPN
dad-10729	648	3	sigdial	sigdial	ADJ
dad-10729	648	4	conf	conf	NOUN
dad-10729	648	5	on	on	ADP
dad-10729	648	6	discourse	discourse	NOUN
dad-10729	648	7	and	and	CCONJ
dad-10729	648	8	dialogue	dialogue	NOUN
dad-10729	648	9	,	,	PUNCT
dad-10729	648	10	metz	metz	PROPN
dad-10729	648	11	,	,	PUNCT
dad-10729	648	12	france	france	PROPN
dad-10729	648	13	,	,	PUNCT
dad-10729	648	14	2013	2013	NUM
dad-10729	648	15	.	.	PUNCT
dad-10729	649	1	ryan	ryan	PROPN
dad-10729	649	2	lowe	lowe	PROPN
dad-10729	649	3	,	,	PUNCT
dad-10729	649	4	nissan	nissan	PROPN
dad-10729	649	5	pow	pow	PROPN
dad-10729	649	6	,	,	PUNCT
dad-10729	649	7	iulian	iulian	PROPN
dad-10729	649	8	serban	serban	PROPN
dad-10729	649	9	,	,	PUNCT
dad-10729	649	10	and	and	CCONJ
dad-10729	649	11	joelle	joelle	PROPN
dad-10729	649	12	pineau	pineau	PROPN
dad-10729	649	13	.	.	PUNCT
dad-10729	650	1	the	the	DET
dad-10729	650	2	ubuntu	ubuntu	ADJ
dad-10729	650	3	dialogue	dialogue	NOUN
dad-10729	650	4	corpus	corpus	PROPN
dad-10729	650	5	:	:	PUNCT
dad-10729	650	6	a	a	DET
dad-10729	650	7	large	large	ADJ
dad-10729	650	8	dataset	dataset	NOUN
dad-10729	650	9	for	for	ADP
dad-10729	650	10	research	research	NOUN
dad-10729	650	11	in	in	ADP
dad-10729	650	12	unstructured	unstructured	ADJ
dad-10729	650	13	multi	multi	ADJ
dad-10729	650	14	-	-	ADJ
dad-10729	650	15	turn	turn	ADJ
dad-10729	650	16	dialogue	dialogue	NOUN
dad-10729	650	17	systems	system	NOUN
dad-10729	650	18	.	.	PUNCT
dad-10729	651	1	in	in	ADP
dad-10729	651	2	proc	proc	PROPN
dad-10729	651	3	sigdial	sigdial	ADJ
dad-10729	651	4	conf	conf	NOUN
dad-10729	651	5	on	on	ADP
dad-10729	651	6	discourse	discourse	NOUN
dad-10729	651	7	and	and	CCONJ
dad-10729	651	8	dialogue	dialogue	NOUN
dad-10729	651	9	,	,	PUNCT
dad-10729	651	10	prague	prague	PROPN
dad-10729	651	11	,	,	PUNCT
dad-10729	651	12	czech	czech	PROPN
dad-10729	651	13	republic	republic	NOUN
dad-10729	651	14	,	,	PUNCT
dad-10729	651	15	2015	2015	NUM
dad-10729	651	16	.	.	PUNCT
dad-10729	652	1	yi	yi	PROPN
dad-10729	652	2	ma	ma	PROPN
dad-10729	652	3	and	and	CCONJ
dad-10729	652	4	eric	eric	PROPN
dad-10729	652	5	fosler	fosler	NOUN
dad-10729	652	6	-	-	PUNCT
dad-10729	652	7	lussier	lussier	NOUN
dad-10729	652	8	.	.	PUNCT
dad-10729	653	1	detecting	detect	VERB
dad-10729	653	2	’	'	PUNCT
dad-10729	653	3	request	request	NOUN
dad-10729	653	4	alternatives	alternative	NOUN
dad-10729	653	5	’	'	PUNCT
dad-10729	653	6	user	user	NOUN
dad-10729	653	7	dialog	dialog	NOUN
dad-10729	653	8	acts	act	VERB
dad-10729	653	9	from	from	ADP
dad-10729	653	10	dialog	dialog	NOUN
dad-10729	653	11	context	context	NOUN
dad-10729	653	12	.	.	PUNCT
dad-10729	654	1	in	in	ADP
dad-10729	654	2	proc	proc	PROPN
dad-10729	654	3	intl	intl	PROPN
dad-10729	654	4	workshop	workshop	NOUN
dad-10729	654	5	on	on	ADP
dad-10729	654	6	spoken	spoken	ADJ
dad-10729	654	7	dialog	dialog	NOUN
dad-10729	654	8	systems	system	NOUN
dad-10729	654	9	(	(	PUNCT
dad-10729	654	10	iwsds	iwsds	NOUN
dad-10729	654	11	)	)	PUNCT
dad-10729	654	12	,	,	PUNCT
dad-10729	654	13	napa	napa	NOUN
dad-10729	654	14	,	,	PUNCT
dad-10729	654	15	california	california	PROPN
dad-10729	654	16	,	,	PUNCT
dad-10729	654	17	usa	usa	PROPN
dad-10729	654	18	,	,	PUNCT
dad-10729	654	19	2014a	2014a	NUM
dad-10729	654	20	.	.	PUNCT
dad-10729	655	1	30	30	NUM
dad-10729	655	2	dialog	dialog	NOUN
dad-10729	655	3	state	state	NOUN
dad-10729	655	4	tracking	tracking	NOUN
dad-10729	655	5	overview	overview	NOUN
dad-10729	655	6	yi	yi	PROPN
dad-10729	655	7	ma	ma	PROPN
dad-10729	655	8	and	and	CCONJ
dad-10729	655	9	eric	eric	PROPN
dad-10729	655	10	fosler	fosler	NOUN
dad-10729	655	11	-	-	PUNCT
dad-10729	655	12	lussier	lussier	NOUN
dad-10729	655	13	.	.	PUNCT
dad-10729	656	1	a	a	DET
dad-10729	656	2	discriminative	discriminative	NOUN
dad-10729	656	3	sequence	sequence	NOUN
dad-10729	656	4	model	model	NOUN
dad-10729	656	5	for	for	ADP
dad-10729	656	6	dialog	dialog	NOUN
dad-10729	656	7	state	state	NOUN
dad-10729	656	8	tracking	tracking	NOUN
dad-10729	656	9	using	use	VERB
dad-10729	656	10	user	user	NOUN
dad-10729	656	11	goal	goal	NOUN
dad-10729	656	12	change	change	NOUN
dad-10729	656	13	detection	detection	NOUN
dad-10729	656	14	.	.	PUNCT
dad-10729	657	1	in	in	ADP
dad-10729	657	2	proc	proc	NOUN
dad-10729	657	3	ieee	ieee	NOUN
dad-10729	657	4	workshop	workshop	NOUN
dad-10729	657	5	on	on	ADP
dad-10729	657	6	spoken	spoken	ADJ
dad-10729	657	7	language	language	NOUN
dad-10729	657	8	technologies	technology	NOUN
dad-10729	657	9	(	(	PUNCT
dad-10729	657	10	slt	slt	PROPN
dad-10729	657	11	)	)	PUNCT
dad-10729	657	12	,	,	PUNCT
dad-10729	657	13	south	south	PROPN
dad-10729	657	14	lake	lake	PROPN
dad-10729	657	15	tahoe	tahoe	PROPN
dad-10729	657	16	,	,	PUNCT
dad-10729	657	17	nevada	nevada	PROPN
dad-10729	657	18	,	,	PUNCT
dad-10729	657	19	usa	usa	PROPN
dad-10729	657	20	,	,	PUNCT
dad-10729	657	21	2014b	2014b	NUM
dad-10729	657	22	.	.	PUNCT
dad-10729	658	1	yi	yi	PROPN
dad-10729	658	2	ma	ma	PROPN
dad-10729	658	3	and	and	CCONJ
dad-10729	658	4	eric	eric	PROPN
dad-10729	658	5	fosler	fosler	NOUN
dad-10729	658	6	-	-	PUNCT
dad-10729	658	7	lussier	lussier	NOUN
dad-10729	658	8	.	.	PUNCT
dad-10729	659	1	a	a	DET
dad-10729	659	2	discriminative	discriminative	NOUN
dad-10729	659	3	sequence	sequence	NOUN
dad-10729	659	4	model	model	NOUN
dad-10729	659	5	for	for	ADP
dad-10729	659	6	dialog	dialog	NOUN
dad-10729	659	7	state	state	NOUN
dad-10729	659	8	tracking	tracking	NOUN
dad-10729	659	9	using	use	VERB
dad-10729	659	10	user	user	NOUN
dad-10729	659	11	goal	goal	NOUN
dad-10729	659	12	change	change	NOUN
dad-10729	659	13	detection	detection	NOUN
dad-10729	659	14	.	.	PUNCT
dad-10729	660	1	in	in	ADP
dad-10729	660	2	proc	proc	NOUN
dad-10729	660	3	ieee	ieee	NOUN
dad-10729	660	4	workshop	workshop	NOUN
dad-10729	660	5	on	on	ADP
dad-10729	660	6	spoken	spoken	ADJ
dad-10729	660	7	language	language	NOUN
dad-10729	660	8	technologies	technology	NOUN
dad-10729	660	9	(	(	PUNCT
dad-10729	660	10	slt	slt	PROPN
dad-10729	660	11	)	)	PUNCT
dad-10729	660	12	,	,	PUNCT
dad-10729	660	13	south	south	PROPN
dad-10729	660	14	lake	lake	PROPN
dad-10729	660	15	tahoe	tahoe	PROPN
dad-10729	660	16	,	,	PUNCT
dad-10729	660	17	nevada	nevada	PROPN
dad-10729	660	18	,	,	PUNCT
dad-10729	660	19	usa	usa	PROPN
dad-10729	660	20	,	,	PUNCT
dad-10729	660	21	2014c	2014c	NUM
dad-10729	660	22	.	.	PUNCT
dad-10729	661	1	yi	yi	PROPN
dad-10729	661	2	ma	ma	PROPN
dad-10729	661	3	,	,	PUNCT
dad-10729	661	4	antoine	antoine	PROPN
dad-10729	661	5	raux	raux	PROPN
dad-10729	661	6	,	,	PUNCT
dad-10729	661	7	deepak	deepak	PROPN
dad-10729	661	8	ramachandran	ramachandran	PROPN
dad-10729	661	9	,	,	PUNCT
dad-10729	661	10	and	and	CCONJ
dad-10729	661	11	rakesh	rakesh	PROPN
dad-10729	661	12	gupta	gupta	PROPN
dad-10729	661	13	.	.	PUNCT
dad-10729	662	1	landmark	landmark	NOUN
dad-10729	662	2	-	-	PUNCT
dad-10729	662	3	based	base	VERB
dad-10729	662	4	location	location	NOUN
dad-10729	662	5	belief	belief	NOUN
dad-10729	662	6	tracking	track	VERB
dad-10729	662	7	in	in	ADP
dad-10729	662	8	a	a	DET
dad-10729	662	9	spoken	spoken	ADJ
dad-10729	662	10	dialog	dialog	NOUN
dad-10729	662	11	system	system	NOUN
dad-10729	662	12	.	.	PUNCT
dad-10729	663	1	in	in	ADP
dad-10729	663	2	proc	proc	PROPN
dad-10729	663	3	sigdial	sigdial	ADJ
dad-10729	663	4	conf	conf	NOUN
dad-10729	663	5	on	on	ADP
dad-10729	663	6	discourse	discourse	NOUN
dad-10729	663	7	and	and	CCONJ
dad-10729	663	8	dialogue	dialogue	NOUN
dad-10729	663	9	,	,	PUNCT
dad-10729	663	10	seoul	seoul	PROPN
dad-10729	663	11	,	,	PUNCT
dad-10729	663	12	korea	korea	PROPN
dad-10729	663	13	,	,	PUNCT
dad-10729	663	14	2012	2012	NUM
dad-10729	663	15	.	.	PUNCT
dad-10729	664	1	lidia	lidia	PROPN
dad-10729	664	2	mangu	mangu	PROPN
dad-10729	664	3	,	,	PUNCT
dad-10729	664	4	eric	eric	PROPN
dad-10729	664	5	brill	brill	PROPN
dad-10729	664	6	,	,	PUNCT
dad-10729	664	7	and	and	CCONJ
dad-10729	664	8	andreas	andreas	PROPN
dad-10729	664	9	stolcke	stolcke	PROPN
dad-10729	664	10	.	.	PUNCT
dad-10729	664	11	finding	find	VERB
dad-10729	664	12	consensus	consensus	NOUN
dad-10729	664	13	in	in	ADP
dad-10729	664	14	speech	speech	NOUN
dad-10729	664	15	recognition	recognition	NOUN
dad-10729	664	16	:	:	PUNCT
dad-10729	664	17	word	word	NOUN
dad-10729	664	18	error	error	NOUN
dad-10729	664	19	minimization	minimization	NOUN
dad-10729	664	20	and	and	CCONJ
dad-10729	664	21	other	other	ADJ
dad-10729	664	22	applications	application	NOUN
dad-10729	664	23	of	of	ADP
dad-10729	664	24	confusion	confusion	NOUN
dad-10729	664	25	networks	network	NOUN
dad-10729	664	26	.	.	PUNCT
dad-10729	665	1	computer	computer	NOUN
dad-10729	665	2	speech	speech	NOUN
dad-10729	665	3	and	and	CCONJ
dad-10729	665	4	language	language	NOUN
dad-10729	665	5	,	,	PUNCT
dad-10729	665	6	14	14	NUM
dad-10729	665	7	(	(	PUNCT
dad-10729	665	8	4):373–400	4):373–400	NUM
dad-10729	665	9	,	,	PUNCT
dad-10729	665	10	2000	2000	NUM
dad-10729	665	11	.	.	PUNCT
dad-10729	666	1	neville	neville	PROPN
dad-10729	666	2	mehta	mehta	PROPN
dad-10729	666	3	,	,	PUNCT
dad-10729	666	4	rakesh	rakesh	PROPN
dad-10729	666	5	gupta	gupta	PROPN
dad-10729	666	6	,	,	PUNCT
dad-10729	666	7	antoine	antoine	PROPN
dad-10729	666	8	raux	raux	PROPN
dad-10729	666	9	,	,	PUNCT
dad-10729	666	10	deepak	deepak	PROPN
dad-10729	666	11	ramachandran	ramachandran	PROPN
dad-10729	666	12	,	,	PUNCT
dad-10729	666	13	and	and	CCONJ
dad-10729	666	14	stefan	stefan	PROPN
dad-10729	666	15	krawczyk	krawczyk	PROPN
dad-10729	666	16	.	.	PUNCT
dad-10729	667	1	probabilistic	probabilistic	ADJ
dad-10729	667	2	ontology	ontology	NOUN
dad-10729	667	3	trees	tree	NOUN
dad-10729	667	4	for	for	ADP
dad-10729	667	5	belief	belief	NOUN
dad-10729	667	6	tracking	track	VERB
dad-10729	667	7	in	in	ADP
dad-10729	667	8	dialog	dialog	NOUN
dad-10729	667	9	systems	system	NOUN
dad-10729	667	10	.	.	PUNCT
dad-10729	668	1	in	in	ADP
dad-10729	668	2	proc	proc	PROPN
dad-10729	668	3	sigdial	sigdial	ADJ
dad-10729	668	4	conf	conf	NOUN
dad-10729	668	5	on	on	ADP
dad-10729	668	6	discourse	discourse	NOUN
dad-10729	668	7	and	and	CCONJ
dad-10729	668	8	dialogue	dialogue	NOUN
dad-10729	668	9	,	,	PUNCT
dad-10729	668	10	tokyo	tokyo	PROPN
dad-10729	668	11	,	,	PUNCT
dad-10729	668	12	japan	japan	PROPN
dad-10729	668	13	,	,	PUNCT
dad-10729	668	14	2010	2010	NUM
dad-10729	668	15	.	.	PUNCT
dad-10729	669	1	helen	helen	PROPN
dad-10729	669	2	meng	meng	PROPN
dad-10729	669	3	,	,	PUNCT
dad-10729	669	4	carmen	carmen	PROPN
dad-10729	669	5	wai	wai	PROPN
dad-10729	669	6	,	,	PUNCT
dad-10729	669	7	and	and	CCONJ
dad-10729	669	8	roberto	roberto	PROPN
dad-10729	669	9	pieraccini	pieraccini	NOUN
dad-10729	669	10	.	.	PUNCT
dad-10729	670	1	the	the	DET
dad-10729	670	2	use	use	NOUN
dad-10729	670	3	of	of	ADP
dad-10729	670	4	belief	belief	NOUN
dad-10729	670	5	networks	network	NOUN
dad-10729	670	6	for	for	ADP
dad-10729	670	7	mixed	mixed	ADJ
dad-10729	670	8	-	-	PUNCT
dad-10729	670	9	initiative	initiative	NOUN
dad-10729	670	10	dialog	dialog	NOUN
dad-10729	670	11	modeling	modeling	NOUN
dad-10729	670	12	.	.	PUNCT
dad-10729	671	1	ieee	ieee	NOUN
dad-10729	671	2	transactions	transaction	NOUN
dad-10729	671	3	on	on	ADP
dad-10729	671	4	speech	speech	NOUN
dad-10729	671	5	and	and	CCONJ
dad-10729	671	6	audio	audio	NOUN
dad-10729	671	7	processing	processing	NOUN
dad-10729	671	8	,	,	PUNCT
dad-10729	671	9	11(6):757–773	11(6):757–773	PROPN
dad-10729	671	10	,	,	PUNCT
dad-10729	671	11	november	november	PROPN
dad-10729	671	12	2003	2003	NUM
dad-10729	671	13	.	.	PUNCT
dad-10729	672	1	angeliki	angeliki	PROPN
dad-10729	672	2	metallinou	metallinou	PROPN
dad-10729	672	3	,	,	PUNCT
dad-10729	672	4	dan	dan	PROPN
dad-10729	672	5	bohus	bohus	PROPN
dad-10729	672	6	,	,	PUNCT
dad-10729	672	7	and	and	CCONJ
dad-10729	672	8	jason	jason	PROPN
dad-10729	672	9	d	d	PROPN
dad-10729	672	10	williams	williams	PROPN
dad-10729	672	11	.	.	PUNCT
dad-10729	673	1	discriminative	discriminative	NOUN
dad-10729	673	2	state	state	NOUN
dad-10729	673	3	tracking	tracking	NOUN
dad-10729	673	4	for	for	ADP
dad-10729	673	5	spoken	spoken	ADJ
dad-10729	673	6	dialog	dialog	NOUN
dad-10729	673	7	systems	system	NOUN
dad-10729	673	8	.	.	PUNCT
dad-10729	674	1	in	in	ADP
dad-10729	674	2	proc	proc	PROPN
dad-10729	674	3	association	association	NOUN
dad-10729	674	4	for	for	ADP
dad-10729	674	5	computational	computational	ADJ
dad-10729	674	6	linguistics	linguistic	NOUN
dad-10729	674	7	(	(	PUNCT
dad-10729	674	8	acl	acl	PROPN
dad-10729	674	9	)	)	PUNCT
dad-10729	674	10	,	,	PUNCT
dad-10729	674	11	sofia	sofia	PROPN
dad-10729	674	12	,	,	PUNCT
dad-10729	674	13	bulgaria	bulgaria	PROPN
dad-10729	674	14	,	,	PUNCT
dad-10729	674	15	2013	2013	NUM
dad-10729	674	16	.	.	PUNCT
dad-10729	675	1	tim	tim	PROPN
dad-10729	675	2	paek	paek	PROPN
dad-10729	675	3	and	and	CCONJ
dad-10729	675	4	eric	eric	PROPN
dad-10729	675	5	horvitz	horvitz	PROPN
dad-10729	675	6	.	.	PUNCT
dad-10729	676	1	conversation	conversation	NOUN
dad-10729	676	2	as	as	ADP
dad-10729	676	3	action	action	NOUN
dad-10729	676	4	under	under	ADP
dad-10729	676	5	uncertainty	uncertainty	NOUN
dad-10729	676	6	.	.	PUNCT
dad-10729	677	1	in	in	ADP
dad-10729	677	2	proc	proc	NOUN
dad-10729	677	3	conf	conf	NOUN
dad-10729	677	4	on	on	ADP
dad-10729	677	5	uncertainty	uncertainty	NOUN
dad-10729	677	6	in	in	ADP
dad-10729	677	7	artificial	artificial	ADJ
dad-10729	677	8	intelligence	intelligence	NOUN
dad-10729	677	9	(	(	PUNCT
dad-10729	677	10	uai	uai	PROPN
dad-10729	677	11	)	)	PUNCT
dad-10729	677	12	,	,	PUNCT
dad-10729	677	13	stanford	stanford	PROPN
dad-10729	677	14	,	,	PUNCT
dad-10729	677	15	california	california	PROPN
dad-10729	677	16	,	,	PUNCT
dad-10729	677	17	usa	usa	PROPN
dad-10729	677	18	,	,	PUNCT
dad-10729	677	19	pages	page	NOUN
dad-10729	677	20	455–464	455–464	NUM
dad-10729	677	21	,	,	PUNCT
dad-10729	677	22	2000	2000	NUM
dad-10729	677	23	.	.	PUNCT
dad-10729	678	1	stephen	stephen	PROPN
dad-10729	678	2	pulman	pulman	PROPN
dad-10729	678	3	.	.	PUNCT
dad-10729	679	1	conversational	conversational	ADJ
dad-10729	679	2	games	game	NOUN
dad-10729	679	3	,	,	PUNCT
dad-10729	679	4	belief	belief	NOUN
dad-10729	679	5	revision	revision	NOUN
dad-10729	679	6	and	and	CCONJ
dad-10729	679	7	bayesian	bayesian	NOUN
dad-10729	679	8	networks	network	NOUN
dad-10729	679	9	.	.	PUNCT
dad-10729	680	1	in	in	ADP
dad-10729	680	2	clin	clin	PROPN
dad-10729	680	3	vii	vii	PROPN
dad-10729	680	4	:	:	PUNCT
dad-10729	680	5	7th	7th	ADJ
dad-10729	680	6	computational	computational	ADJ
dad-10729	680	7	linguistics	linguistic	NOUN
dad-10729	680	8	in	in	ADP
dad-10729	680	9	the	the	DET
dad-10729	680	10	netherlands	netherlands	PROPN
dad-10729	680	11	meeting	meeting	NOUN
dad-10729	680	12	,	,	PUNCT
dad-10729	680	13	1996	1996	NUM
dad-10729	680	14	.	.	PUNCT
dad-10729	681	1	antoine	antoine	PROPN
dad-10729	681	2	raux	raux	PROPN
dad-10729	681	3	and	and	CCONJ
dad-10729	681	4	yi	yi	PROPN
dad-10729	681	5	ma	ma	PROPN
dad-10729	681	6	.	.	PROPN
dad-10729	682	1	efficient	efficient	PROPN
dad-10729	682	2	probabilistic	probabilistic	ADJ
dad-10729	682	3	tracking	tracking	NOUN
dad-10729	682	4	of	of	ADP
dad-10729	682	5	user	user	NOUN
dad-10729	682	6	goal	goal	NOUN
dad-10729	682	7	and	and	CCONJ
dad-10729	682	8	dialog	dialog	NOUN
dad-10729	682	9	history	history	NOUN
dad-10729	682	10	for	for	ADP
dad-10729	682	11	spoken	spoken	ADJ
dad-10729	682	12	dialog	dialog	NOUN
dad-10729	682	13	systems	system	NOUN
dad-10729	682	14	.	.	PUNCT
dad-10729	683	1	in	in	ADP
dad-10729	683	2	proc	proc	PROPN
dad-10729	683	3	interspeech	interspeech	NOUN
dad-10729	683	4	conf	conf	NOUN
dad-10729	683	5	,	,	PUNCT
dad-10729	683	6	florence	florence	NOUN
dad-10729	683	7	,	,	PUNCT
dad-10729	683	8	italy	italy	PROPN
dad-10729	683	9	,	,	PUNCT
dad-10729	683	10	pages	page	VERB
dad-10729	683	11	801–804	801–804	NUM
dad-10729	683	12	.	.	PUNCT
dad-10729	684	1	isca	isca	PROPN
dad-10729	684	2	,	,	PUNCT
dad-10729	684	3	2011	2011	NUM
dad-10729	684	4	.	.	PUNCT
dad-10729	685	1	hang	hang	PROPN
dad-10729	685	2	ren	ren	PROPN
dad-10729	685	3	,	,	PUNCT
dad-10729	685	4	weiqun	weiqun	PROPN
dad-10729	685	5	xu	xu	PROPN
dad-10729	685	6	,	,	PUNCT
dad-10729	685	7	yan	yan	PROPN
dad-10729	685	8	zhang	zhang	PROPN
dad-10729	685	9	,	,	PUNCT
dad-10729	685	10	and	and	CCONJ
dad-10729	685	11	yonghong	yonghong	PROPN
dad-10729	685	12	yan	yan	PROPN
dad-10729	685	13	.	.	PROPN
dad-10729	686	1	dialog	dialog	PROPN
dad-10729	686	2	state	state	NOUN
dad-10729	686	3	tracking	tracking	NOUN
dad-10729	686	4	using	use	VERB
dad-10729	686	5	conditional	conditional	ADJ
dad-10729	686	6	random	random	ADJ
dad-10729	686	7	fields	field	NOUN
dad-10729	686	8	.	.	PUNCT
dad-10729	687	1	in	in	ADP
dad-10729	687	2	proc	proc	PROPN
dad-10729	687	3	sigdial	sigdial	ADJ
dad-10729	687	4	conf	conf	NOUN
dad-10729	687	5	on	on	ADP
dad-10729	687	6	discourse	discourse	NOUN
dad-10729	687	7	and	and	CCONJ
dad-10729	687	8	dialogue	dialogue	NOUN
dad-10729	687	9	,	,	PUNCT
dad-10729	687	10	metz	metz	PROPN
dad-10729	687	11	,	,	PUNCT
dad-10729	687	12	france	france	PROPN
dad-10729	687	13	,	,	PUNCT
dad-10729	687	14	2013	2013	NUM
dad-10729	687	15	.	.	PUNCT
dad-10729	688	1	hang	hang	PROPN
dad-10729	688	2	ren	ren	PROPN
dad-10729	688	3	,	,	PUNCT
dad-10729	688	4	weiqun	weiqun	PROPN
dad-10729	688	5	xu	xu	PROPN
dad-10729	688	6	,	,	PUNCT
dad-10729	688	7	and	and	CCONJ
dad-10729	688	8	yonghong	yonghong	PROPN
dad-10729	688	9	yan	yan	PROPN
dad-10729	688	10	.	.	PUNCT
dad-10729	689	1	markovian	markovian	PROPN
dad-10729	689	2	discriminative	discriminative	NOUN
dad-10729	689	3	modeling	modeling	NOUN
dad-10729	689	4	for	for	ADP
dad-10729	689	5	cross	cross	ADJ
dad-10729	689	6	-	-	ADJ
dad-10729	689	7	domain	domain	ADJ
dad-10729	689	8	dialog	dialog	NOUN
dad-10729	689	9	state	state	NOUN
dad-10729	689	10	tracking	tracking	NOUN
dad-10729	689	11	.	.	PUNCT
dad-10729	690	1	in	in	ADP
dad-10729	690	2	proc	proc	NOUN
dad-10729	690	3	ieee	ieee	NOUN
dad-10729	690	4	workshop	workshop	NOUN
dad-10729	690	5	on	on	ADP
dad-10729	690	6	spoken	spoken	ADJ
dad-10729	690	7	language	language	NOUN
dad-10729	690	8	technologies	technology	NOUN
dad-10729	690	9	(	(	PUNCT
dad-10729	690	10	slt	slt	PROPN
dad-10729	690	11	)	)	PUNCT
dad-10729	690	12	,	,	PUNCT
dad-10729	690	13	south	south	PROPN
dad-10729	690	14	lake	lake	PROPN
dad-10729	690	15	tahoe	tahoe	PROPN
dad-10729	690	16	,	,	PUNCT
dad-10729	690	17	nevada	nevada	PROPN
dad-10729	690	18	,	,	PUNCT
dad-10729	690	19	usa	usa	PROPN
dad-10729	690	20	,	,	PUNCT
dad-10729	690	21	2014a	2014a	NUM
dad-10729	690	22	.	.	PUNCT
dad-10729	691	1	hang	hang	PROPN
dad-10729	691	2	ren	ren	PROPN
dad-10729	691	3	,	,	PUNCT
dad-10729	691	4	weiqun	weiqun	PROPN
dad-10729	691	5	xu	xu	PROPN
dad-10729	691	6	,	,	PUNCT
dad-10729	691	7	and	and	CCONJ
dad-10729	691	8	yonghong	yonghong	PROPN
dad-10729	691	9	yan	yan	PROPN
dad-10729	691	10	.	.	PUNCT
dad-10729	692	1	markovian	markovian	PROPN
dad-10729	692	2	discriminative	discriminative	NOUN
dad-10729	692	3	modeling	modeling	NOUN
dad-10729	692	4	for	for	ADP
dad-10729	692	5	dialog	dialog	NOUN
dad-10729	692	6	state	state	NOUN
dad-10729	692	7	tracking	tracking	NOUN
dad-10729	692	8	.	.	PUNCT
dad-10729	693	1	in	in	ADP
dad-10729	693	2	proc	proc	PROPN
dad-10729	693	3	sigdial	sigdial	ADJ
dad-10729	693	4	conf	conf	NOUN
dad-10729	693	5	on	on	ADP
dad-10729	693	6	discourse	discourse	NOUN
dad-10729	693	7	and	and	CCONJ
dad-10729	693	8	dialogue	dialogue	NOUN
dad-10729	693	9	,	,	PUNCT
dad-10729	693	10	philadelphia	philadelphia	PROPN
dad-10729	693	11	,	,	PUNCT
dad-10729	693	12	usa	usa	PROPN
dad-10729	693	13	,	,	PUNCT
dad-10729	693	14	pages	page	NOUN
dad-10729	693	15	327–331	327–331	NUM
dad-10729	693	16	,	,	PUNCT
dad-10729	693	17	2014b	2014b	NUM
dad-10729	693	18	.	.	PUNCT
dad-10729	694	1	alan	alan	PROPN
dad-10729	694	2	ritter	ritter	PROPN
dad-10729	694	3	,	,	PUNCT
dad-10729	694	4	colin	colin	PROPN
dad-10729	694	5	cherry	cherry	PROPN
dad-10729	694	6	,	,	PUNCT
dad-10729	694	7	and	and	CCONJ
dad-10729	694	8	william	william	PROPN
dad-10729	694	9	b.	b.	PROPN
dad-10729	694	10	dolan	dolan	PROPN
dad-10729	694	11	.	.	PUNCT
dad-10729	694	12	data	data	NOUN
dad-10729	694	13	-	-	PUNCT
dad-10729	694	14	driven	drive	VERB
dad-10729	694	15	response	response	NOUN
dad-10729	694	16	generation	generation	NOUN
dad-10729	694	17	in	in	ADP
dad-10729	694	18	social	social	ADJ
dad-10729	694	19	media	medium	NOUN
dad-10729	694	20	.	.	PUNCT
dad-10729	695	1	in	in	ADP
dad-10729	695	2	proc	proc	NOUN
dad-10729	695	3	conf	conf	NOUN
dad-10729	695	4	on	on	ADP
dad-10729	695	5	empirical	empirical	ADJ
dad-10729	695	6	methods	method	NOUN
dad-10729	695	7	in	in	ADP
dad-10729	695	8	natural	natural	ADJ
dad-10729	695	9	language	language	NOUN
dad-10729	695	10	processing	processing	NOUN
dad-10729	695	11	(	(	PUNCT
dad-10729	695	12	emnlp	emnlp	ADJ
dad-10729	695	13	)	)	PUNCT
dad-10729	695	14	,	,	PUNCT
dad-10729	695	15	edinburgh	edinburgh	PROPN
dad-10729	695	16	,	,	PUNCT
dad-10729	695	17	united	united	PROPN
dad-10729	695	18	kingdom	kingdom	PROPN
dad-10729	695	19	,	,	PUNCT
dad-10729	695	20	2011	2011	NUM
dad-10729	695	21	.	.	PUNCT
dad-10729	695	22	31	31	NUM
dad-10729	695	23	williams	williams	PROPN
dad-10729	695	24	,	,	PUNCT
dad-10729	695	25	raux	raux	PROPN
dad-10729	695	26	,	,	PUNCT
dad-10729	695	27	and	and	CCONJ
dad-10729	695	28	henderson	henderson	PROPN
dad-10729	695	29	nicholas	nicholas	PROPN
dad-10729	695	30	roy	roy	PROPN
dad-10729	695	31	,	,	PUNCT
dad-10729	695	32	joelle	joelle	PROPN
dad-10729	695	33	pineau	pineau	PROPN
dad-10729	695	34	,	,	PUNCT
dad-10729	695	35	and	and	CCONJ
dad-10729	695	36	sebastian	sebastian	ADJ
dad-10729	695	37	thrun	thrun	NOUN
dad-10729	695	38	.	.	PUNCT
dad-10729	696	1	spoken	spoken	ADJ
dad-10729	696	2	dialog	dialog	NOUN
dad-10729	696	3	management	management	NOUN
dad-10729	696	4	for	for	ADP
dad-10729	696	5	robots	robot	NOUN
dad-10729	696	6	.	.	PUNCT
dad-10729	697	1	in	in	ADP
dad-10729	697	2	proc	proc	PROPN
dad-10729	697	3	association	association	NOUN
dad-10729	697	4	for	for	ADP
dad-10729	697	5	computational	computational	ADJ
dad-10729	697	6	linguistics	linguistic	NOUN
dad-10729	697	7	(	(	PUNCT
dad-10729	697	8	acl	acl	PROPN
dad-10729	697	9	)	)	PUNCT
dad-10729	697	10	,	,	PUNCT
dad-10729	697	11	hong	hong	PROPN
dad-10729	697	12	kong	kong	PROPN
dad-10729	697	13	,	,	PUNCT
dad-10729	697	14	pages	page	NOUN
dad-10729	697	15	93–100	93–100	PROPN
dad-10729	697	16	,	,	PUNCT
dad-10729	697	17	2000	2000	NUM
dad-10729	697	18	.	.	PUNCT
dad-10729	698	1	ronnie	ronnie	PROPN
dad-10729	698	2	smith	smith	PROPN
dad-10729	698	3	.	.	PUNCT
dad-10729	699	1	comparative	comparative	ADJ
dad-10729	699	2	error	error	NOUN
dad-10729	699	3	analysis	analysis	NOUN
dad-10729	699	4	of	of	ADP
dad-10729	699	5	dialog	dialog	NOUN
dad-10729	699	6	state	state	NOUN
dad-10729	699	7	tracking	tracking	NOUN
dad-10729	699	8	.	.	PUNCT
dad-10729	700	1	in	in	ADP
dad-10729	700	2	proc	proc	PROPN
dad-10729	700	3	sigdial	sigdial	ADJ
dad-10729	700	4	conf	conf	NOUN
dad-10729	700	5	on	on	ADP
dad-10729	700	6	discourse	discourse	NOUN
dad-10729	700	7	and	and	CCONJ
dad-10729	700	8	dialogue	dialogue	NOUN
dad-10729	700	9	,	,	PUNCT
dad-10729	700	10	philadelphia	philadelphia	PROPN
dad-10729	700	11	,	,	PUNCT
dad-10729	700	12	usa	usa	PROPN
dad-10729	700	13	,	,	PUNCT
dad-10729	700	14	2014	2014	NUM
dad-10729	700	15	.	.	PUNCT
dad-10729	701	1	kai	kai	PROPN
dad-10729	701	2	sun	sun	PROPN
dad-10729	701	3	,	,	PUNCT
dad-10729	701	4	lu	lu	PROPN
dad-10729	701	5	chen	chen	PROPN
dad-10729	701	6	,	,	PUNCT
dad-10729	701	7	su	su	PROPN
dad-10729	701	8	zhu	zhu	PROPN
dad-10729	701	9	,	,	PUNCT
dad-10729	701	10	and	and	CCONJ
dad-10729	701	11	kai	kai	PROPN
dad-10729	701	12	yu	yu	PROPN
dad-10729	701	13	.	.	PUNCT
dad-10729	702	1	a	a	DET
dad-10729	702	2	generalized	generalize	VERB
dad-10729	702	3	rule	rule	NOUN
dad-10729	702	4	based	base	VERB
dad-10729	702	5	tracker	tracker	NOUN
dad-10729	702	6	for	for	ADP
dad-10729	702	7	dialogue	dialogue	NOUN
dad-10729	702	8	state	state	NOUN
dad-10729	702	9	tracking	tracking	NOUN
dad-10729	702	10	.	.	PUNCT
dad-10729	703	1	in	in	ADP
dad-10729	703	2	proc	proc	NOUN
dad-10729	703	3	ieee	ieee	NOUN
dad-10729	703	4	workshop	workshop	NOUN
dad-10729	703	5	on	on	ADP
dad-10729	703	6	spoken	spoken	ADJ
dad-10729	703	7	language	language	NOUN
dad-10729	703	8	technologies	technology	NOUN
dad-10729	703	9	(	(	PUNCT
dad-10729	703	10	slt	slt	PROPN
dad-10729	703	11	)	)	PUNCT
dad-10729	703	12	,	,	PUNCT
dad-10729	703	13	south	south	PROPN
dad-10729	703	14	lake	lake	PROPN
dad-10729	703	15	tahoe	tahoe	PROPN
dad-10729	703	16	,	,	PUNCT
dad-10729	703	17	nevada	nevada	PROPN
dad-10729	703	18	,	,	PUNCT
dad-10729	703	19	usa	usa	PROPN
dad-10729	703	20	,	,	PUNCT
dad-10729	703	21	2014a	2014a	NUM
dad-10729	703	22	.	.	PUNCT
dad-10729	704	1	kai	kai	PROPN
dad-10729	704	2	sun	sun	PROPN
dad-10729	704	3	,	,	PUNCT
dad-10729	704	4	lu	lu	PROPN
dad-10729	704	5	chen	chen	PROPN
dad-10729	704	6	,	,	PUNCT
dad-10729	704	7	su	su	PROPN
dad-10729	704	8	zhu	zhu	PROPN
dad-10729	704	9	,	,	PUNCT
dad-10729	704	10	and	and	CCONJ
dad-10729	704	11	kai	kai	PROPN
dad-10729	704	12	yu	yu	PROPN
dad-10729	704	13	.	.	PUNCT
dad-10729	705	1	the	the	DET
dad-10729	705	2	sjtu	sjtu	NOUN
dad-10729	705	3	system	system	NOUN
dad-10729	705	4	for	for	ADP
dad-10729	705	5	dialog	dialog	NOUN
dad-10729	705	6	state	state	NOUN
dad-10729	705	7	tracking	tracking	NOUN
dad-10729	705	8	challenge	challenge	NOUN
dad-10729	705	9	2	2	NUM
dad-10729	705	10	.	.	PUNCT
dad-10729	706	1	in	in	ADP
dad-10729	706	2	proc	proc	PROPN
dad-10729	706	3	sigdial	sigdial	ADJ
dad-10729	706	4	conf	conf	NOUN
dad-10729	706	5	on	on	ADP
dad-10729	706	6	discourse	discourse	NOUN
dad-10729	706	7	and	and	CCONJ
dad-10729	706	8	dialogue	dialogue	NOUN
dad-10729	706	9	,	,	PUNCT
dad-10729	706	10	philadelphia	philadelphia	PROPN
dad-10729	706	11	,	,	PUNCT
dad-10729	706	12	usa	usa	PROPN
dad-10729	706	13	,	,	PUNCT
dad-10729	706	14	pages	page	NOUN
dad-10729	706	15	318–326	318–326	NUM
dad-10729	706	16	,	,	PUNCT
dad-10729	706	17	2014b	2014b	NUM
dad-10729	706	18	.	.	PUNCT
dad-10729	707	1	umar	umar	PROPN
dad-10729	707	2	syed	syed	PROPN
dad-10729	707	3	and	and	CCONJ
dad-10729	707	4	jason	jason	PROPN
dad-10729	707	5	d.	d.	PROPN
dad-10729	707	6	williams	williams	PROPN
dad-10729	707	7	.	.	PUNCT
dad-10729	708	1	using	use	VERB
dad-10729	708	2	automatically	automatically	ADV
dad-10729	708	3	transcribed	transcribe	VERB
dad-10729	708	4	dialogs	dialog	NOUN
dad-10729	708	5	to	to	PART
dad-10729	708	6	learn	learn	VERB
dad-10729	708	7	user	user	NOUN
dad-10729	708	8	models	model	NOUN
dad-10729	708	9	in	in	ADP
dad-10729	708	10	a	a	DET
dad-10729	708	11	spoken	spoken	ADJ
dad-10729	708	12	dialog	dialog	NOUN
dad-10729	708	13	system	system	NOUN
dad-10729	708	14	.	.	PUNCT
dad-10729	709	1	in	in	ADP
dad-10729	709	2	proc	proc	PROPN
dad-10729	709	3	association	association	NOUN
dad-10729	709	4	for	for	ADP
dad-10729	709	5	computational	computational	ADJ
dad-10729	709	6	linguistics	linguistic	NOUN
dad-10729	709	7	human	human	ADJ
dad-10729	709	8	language	language	NOUN
dad-10729	709	9	technologies	technology	NOUN
dad-10729	709	10	(	(	PUNCT
dad-10729	709	11	acl	acl	PROPN
dad-10729	709	12	-	-	PUNCT
dad-10729	709	13	hlt	hlt	NOUN
dad-10729	709	14	)	)	PUNCT
dad-10729	709	15	,	,	PUNCT
dad-10729	709	16	columbus	columbus	PROPN
dad-10729	709	17	,	,	PUNCT
dad-10729	709	18	ohio	ohio	PROPN
dad-10729	709	19	,	,	PUNCT
dad-10729	709	20	usa	usa	PROPN
dad-10729	709	21	,	,	PUNCT
dad-10729	709	22	pages	page	NOUN
dad-10729	709	23	121–124	121–124	NUM
dad-10729	709	24	,	,	PUNCT
dad-10729	709	25	2008	2008	NUM
dad-10729	709	26	.	.	PUNCT
dad-10729	710	1	blaise	blaise	PROPN
dad-10729	710	2	thomson	thomson	PROPN
dad-10729	710	3	and	and	CCONJ
dad-10729	710	4	steve	steve	PROPN
dad-10729	710	5	young	young	PROPN
dad-10729	710	6	.	.	PUNCT
dad-10729	711	1	bayesian	bayesian	NOUN
dad-10729	711	2	update	update	NOUN
dad-10729	711	3	of	of	ADP
dad-10729	711	4	dialogue	dialogue	NOUN
dad-10729	711	5	state	state	NOUN
dad-10729	711	6	:	:	PUNCT
dad-10729	711	7	a	a	DET
dad-10729	711	8	pomdp	pomdp	NOUN
dad-10729	711	9	framework	framework	NOUN
dad-10729	711	10	for	for	ADP
dad-10729	711	11	spoken	spoken	ADJ
dad-10729	711	12	dialogue	dialogue	NOUN
dad-10729	711	13	systems	system	NOUN
dad-10729	711	14	.	.	PUNCT
dad-10729	712	1	computer	computer	NOUN
dad-10729	712	2	speech	speech	NOUN
dad-10729	712	3	and	and	CCONJ
dad-10729	712	4	language	language	NOUN
dad-10729	712	5	,	,	PUNCT
dad-10729	712	6	24(4):562–588	24(4):562–588	PROPN
dad-10729	712	7	,	,	PUNCT
dad-10729	712	8	2010	2010	NUM
dad-10729	712	9	.	.	PUNCT
dad-10729	713	1	blaise	blaise	PROPN
dad-10729	713	2	thomson	thomson	PROPN
dad-10729	713	3	,	,	PUNCT
dad-10729	713	4	filip	filip	PROPN
dad-10729	713	5	jurčı́ček	jurčı́ček	PROPN
dad-10729	713	6	,	,	PUNCT
dad-10729	713	7	milica	milica	PROPN
dad-10729	713	8	gasic	gasic	PROPN
dad-10729	713	9	,	,	PUNCT
dad-10729	713	10	simon	simon	PROPN
dad-10729	713	11	keizer	keizer	PROPN
dad-10729	713	12	,	,	PUNCT
dad-10729	713	13	françois	françois	NOUN
dad-10729	713	14	mairesse	mairesse	NOUN
dad-10729	713	15	,	,	PUNCT
dad-10729	713	16	kai	kai	PROPN
dad-10729	713	17	yu	yu	PROPN
dad-10729	713	18	,	,	PUNCT
dad-10729	713	19	and	and	CCONJ
dad-10729	713	20	steve	steve	PROPN
dad-10729	713	21	young	young	PROPN
dad-10729	713	22	.	.	PUNCT
dad-10729	714	1	parameter	parameter	PROPN
dad-10729	714	2	learning	learn	VERB
dad-10729	714	3	for	for	ADP
dad-10729	714	4	pomdp	pomdp	NOUN
dad-10729	714	5	spoken	speak	VERB
dad-10729	714	6	dialogue	dialogue	NOUN
dad-10729	714	7	models	model	NOUN
dad-10729	714	8	.	.	PUNCT
dad-10729	715	1	in	in	ADP
dad-10729	715	2	proc	proc	NOUN
dad-10729	715	3	ieee	ieee	NOUN
dad-10729	715	4	workshop	workshop	NOUN
dad-10729	715	5	on	on	ADP
dad-10729	715	6	spoken	spoken	ADJ
dad-10729	715	7	language	language	NOUN
dad-10729	715	8	technologies	technology	NOUN
dad-10729	715	9	(	(	PUNCT
dad-10729	715	10	slt	slt	X
dad-10729	715	11	)	)	PUNCT
dad-10729	715	12	,	,	PUNCT
dad-10729	715	13	berkeley	berkeley	PROPN
dad-10729	715	14	,	,	PUNCT
dad-10729	715	15	california	california	PROPN
dad-10729	715	16	,	,	PUNCT
dad-10729	715	17	usa	usa	PROPN
dad-10729	715	18	,	,	PUNCT
dad-10729	715	19	2010	2010	NUM
dad-10729	715	20	.	.	PUNCT
dad-10729	716	1	zhuoran	zhuoran	PROPN
dad-10729	716	2	wang	wang	PROPN
dad-10729	716	3	and	and	CCONJ
dad-10729	716	4	oliver	oliver	PROPN
dad-10729	716	5	lemon	lemon	PROPN
dad-10729	716	6	.	.	PUNCT
dad-10729	717	1	a	a	DET
dad-10729	717	2	simple	simple	ADJ
dad-10729	717	3	and	and	CCONJ
dad-10729	717	4	generic	generic	ADJ
dad-10729	717	5	belief	belief	NOUN
dad-10729	717	6	tracking	tracking	NOUN
dad-10729	717	7	mechanism	mechanism	NOUN
dad-10729	717	8	for	for	ADP
dad-10729	717	9	the	the	DET
dad-10729	717	10	dialog	dialog	NOUN
dad-10729	717	11	state	state	NOUN
dad-10729	717	12	tracking	tracking	NOUN
dad-10729	717	13	challenge	challenge	NOUN
dad-10729	717	14	:	:	PUNCT
dad-10729	717	15	on	on	ADP
dad-10729	717	16	the	the	DET
dad-10729	717	17	believability	believability	NOUN
dad-10729	717	18	of	of	ADP
dad-10729	717	19	observed	observed	ADJ
dad-10729	717	20	information	information	NOUN
dad-10729	717	21	.	.	PUNCT
dad-10729	718	1	in	in	ADP
dad-10729	718	2	proc	proc	PROPN
dad-10729	718	3	sigdial	sigdial	ADJ
dad-10729	718	4	conf	conf	NOUN
dad-10729	718	5	on	on	ADP
dad-10729	718	6	discourse	discourse	NOUN
dad-10729	718	7	and	and	CCONJ
dad-10729	718	8	dialogue	dialogue	NOUN
dad-10729	718	9	,	,	PUNCT
dad-10729	718	10	metz	metz	PROPN
dad-10729	718	11	,	,	PUNCT
dad-10729	718	12	france	france	PROPN
dad-10729	718	13	,	,	PUNCT
dad-10729	718	14	2013	2013	NUM
dad-10729	718	15	.	.	PUNCT
dad-10729	719	1	jason	jason	PROPN
dad-10729	719	2	d.	d.	PROPN
dad-10729	719	3	williams	williams	PROPN
dad-10729	719	4	.	.	PUNCT
dad-10729	720	1	using	use	VERB
dad-10729	720	2	particle	particle	NOUN
dad-10729	720	3	filters	filter	NOUN
dad-10729	720	4	to	to	PART
dad-10729	720	5	track	track	VERB
dad-10729	720	6	dialogue	dialogue	NOUN
dad-10729	720	7	state	state	NOUN
dad-10729	720	8	.	.	PUNCT
dad-10729	721	1	in	in	ADP
dad-10729	721	2	proc	proc	NOUN
dad-10729	721	3	ieee	ieee	NOUN
dad-10729	721	4	workshop	workshop	NOUN
dad-10729	721	5	on	on	ADP
dad-10729	721	6	automatic	automatic	ADJ
dad-10729	721	7	speech	speech	NOUN
dad-10729	721	8	recognition	recognition	NOUN
dad-10729	721	9	and	and	CCONJ
dad-10729	721	10	understanding	understanding	NOUN
dad-10729	721	11	(	(	PUNCT
dad-10729	721	12	asru	asru	PROPN
dad-10729	721	13	)	)	PUNCT
dad-10729	721	14	,	,	PUNCT
dad-10729	721	15	kyoto	kyoto	PROPN
dad-10729	721	16	,	,	PUNCT
dad-10729	721	17	japan	japan	PROPN
dad-10729	721	18	,	,	PUNCT
dad-10729	721	19	2007	2007	NUM
dad-10729	721	20	.	.	PUNCT
dad-10729	722	1	jason	jason	PROPN
dad-10729	722	2	d.	d.	PROPN
dad-10729	722	3	williams	williams	PROPN
dad-10729	722	4	.	.	PUNCT
dad-10729	723	1	exploiting	exploit	VERB
dad-10729	723	2	the	the	DET
dad-10729	723	3	asr	asr	NOUN
dad-10729	723	4	n	n	CCONJ
dad-10729	723	5	-	-	PUNCT
dad-10729	723	6	best	good	ADJ
dad-10729	723	7	by	by	ADP
dad-10729	723	8	tracking	track	VERB
dad-10729	723	9	multiple	multiple	ADJ
dad-10729	723	10	dialog	dialog	NOUN
dad-10729	723	11	state	state	NOUN
dad-10729	723	12	hypotheses	hypothesis	NOUN
dad-10729	723	13	.	.	PUNCT
dad-10729	724	1	in	in	ADP
dad-10729	724	2	proc	proc	PROPN
dad-10729	724	3	interspeech	interspeech	NOUN
dad-10729	724	4	conf	conf	NOUN
dad-10729	724	5	,	,	PUNCT
dad-10729	724	6	brisbane	brisbane	NOUN
dad-10729	724	7	,	,	PUNCT
dad-10729	724	8	australia	australia	PROPN
dad-10729	724	9	,	,	PUNCT
dad-10729	724	10	2008	2008	NUM
dad-10729	724	11	.	.	PUNCT
dad-10729	725	1	jason	jason	PROPN
dad-10729	725	2	d.	d.	PROPN
dad-10729	725	3	williams	williams	PROPN
dad-10729	725	4	.	.	PUNCT
dad-10729	726	1	incremental	incremental	ADJ
dad-10729	726	2	partition	partition	NOUN
dad-10729	726	3	recombination	recombination	NOUN
dad-10729	726	4	for	for	ADP
dad-10729	726	5	efficient	efficient	ADJ
dad-10729	726	6	tracking	tracking	NOUN
dad-10729	726	7	of	of	ADP
dad-10729	726	8	multiple	multiple	ADJ
dad-10729	726	9	dialogue	dialogue	NOUN
dad-10729	726	10	states	state	NOUN
dad-10729	726	11	.	.	PUNCT
dad-10729	727	1	in	in	ADP
dad-10729	727	2	proc	proc	PROPN
dad-10729	727	3	intl	intl	PROPN
dad-10729	727	4	conf	conf	PROPN
dad-10729	727	5	on	on	ADP
dad-10729	727	6	acoustics	acoustic	NOUN
dad-10729	727	7	,	,	PUNCT
dad-10729	727	8	speech	speech	NOUN
dad-10729	727	9	and	and	CCONJ
dad-10729	727	10	signal	signal	NOUN
dad-10729	727	11	processing	processing	NOUN
dad-10729	727	12	(	(	PUNCT
dad-10729	727	13	icassp	icassp	PROPN
dad-10729	727	14	)	)	PUNCT
dad-10729	727	15	,	,	PUNCT
dad-10729	727	16	dallas	dallas	PROPN
dad-10729	727	17	,	,	PUNCT
dad-10729	727	18	texas	texas	PROPN
dad-10729	727	19	,	,	PUNCT
dad-10729	727	20	usa	usa	PROPN
dad-10729	727	21	,	,	PUNCT
dad-10729	727	22	2010	2010	NUM
dad-10729	727	23	.	.	PUNCT
dad-10729	728	1	jason	jason	PROPN
dad-10729	728	2	d.	d.	PROPN
dad-10729	728	3	williams	williams	PROPN
dad-10729	728	4	.	.	PUNCT
dad-10729	729	1	challenges	challenge	NOUN
dad-10729	729	2	and	and	CCONJ
dad-10729	729	3	opportunities	opportunity	NOUN
dad-10729	729	4	for	for	ADP
dad-10729	729	5	state	state	NOUN
dad-10729	729	6	tracking	tracking	NOUN
dad-10729	729	7	in	in	ADP
dad-10729	729	8	statistical	statistical	ADJ
dad-10729	729	9	spoken	spoken	ADJ
dad-10729	729	10	dialog	dialog	NOUN
dad-10729	729	11	systems	system	NOUN
dad-10729	729	12	:	:	PUNCT
dad-10729	729	13	results	result	VERB
dad-10729	729	14	from	from	ADP
dad-10729	729	15	two	two	NUM
dad-10729	729	16	public	public	ADJ
dad-10729	729	17	deployments	deployment	NOUN
dad-10729	729	18	.	.	PUNCT
dad-10729	730	1	ieee	ieee	PROPN
dad-10729	730	2	journal	journal	PROPN
dad-10729	730	3	of	of	ADP
dad-10729	730	4	selected	select	VERB
dad-10729	730	5	topics	topic	NOUN
dad-10729	730	6	in	in	ADP
dad-10729	730	7	signal	signal	ADJ
dad-10729	730	8	processing	processing	NOUN
dad-10729	730	9	,	,	PUNCT
dad-10729	730	10	special	special	ADJ
dad-10729	730	11	issue	issue	NOUN
dad-10729	730	12	on	on	ADP
dad-10729	730	13	advances	advance	NOUN
dad-10729	730	14	in	in	ADP
dad-10729	730	15	spoken	spoken	ADJ
dad-10729	730	16	dialogue	dialogue	NOUN
dad-10729	730	17	systems	system	NOUN
dad-10729	730	18	and	and	CCONJ
dad-10729	730	19	mobile	mobile	ADJ
dad-10729	730	20	interface	interface	NOUN
dad-10729	730	21	,	,	PUNCT
dad-10729	730	22	6(8):959–970	6(8):959–970	NUM
dad-10729	730	23	,	,	PUNCT
dad-10729	730	24	2012a	2012a	NUM
dad-10729	730	25	.	.	PUNCT
dad-10729	731	1	jason	jason	PROPN
dad-10729	731	2	d.	d.	PROPN
dad-10729	731	3	williams	williams	PROPN
dad-10729	731	4	.	.	PUNCT
dad-10729	732	1	a	a	DET
dad-10729	732	2	belief	belief	NOUN
dad-10729	732	3	tracking	track	VERB
dad-10729	732	4	challenge	challenge	NOUN
dad-10729	732	5	task	task	NOUN
dad-10729	732	6	for	for	ADP
dad-10729	732	7	spoken	spoken	ADJ
dad-10729	732	8	dialog	dialog	NOUN
dad-10729	732	9	systems	system	NOUN
dad-10729	732	10	.	.	PUNCT
dad-10729	733	1	in	in	ADP
dad-10729	733	2	naacl	naacl	PROPN
dad-10729	733	3	hlt	hlt	PROPN
dad-10729	733	4	2012	2012	NUM
dad-10729	733	5	workshop	workshop	NOUN
dad-10729	733	6	on	on	ADP
dad-10729	733	7	future	future	ADJ
dad-10729	733	8	directions	direction	NOUN
dad-10729	733	9	and	and	CCONJ
dad-10729	733	10	needs	need	NOUN
dad-10729	733	11	in	in	ADP
dad-10729	733	12	the	the	DET
dad-10729	733	13	spoken	spoken	ADJ
dad-10729	733	14	dialog	dialog	NOUN
dad-10729	733	15	community	community	NOUN
dad-10729	733	16	:	:	PUNCT
dad-10729	733	17	tools	tool	NOUN
dad-10729	733	18	and	and	CCONJ
dad-10729	733	19	data	datum	NOUN
dad-10729	733	20	,	,	PUNCT
dad-10729	733	21	montreal	montreal	PROPN
dad-10729	733	22	,	,	PUNCT
dad-10729	733	23	canada	canada	PROPN
dad-10729	733	24	,	,	PUNCT
dad-10729	733	25	2012b	2012b	NUM
dad-10729	733	26	.	.	PUNCT
dad-10729	734	1	jason	jason	PROPN
dad-10729	734	2	d.	d.	PROPN
dad-10729	734	3	williams	williams	PROPN
dad-10729	734	4	.	.	PUNCT
dad-10729	735	1	challenges	challenge	NOUN
dad-10729	735	2	and	and	CCONJ
dad-10729	735	3	opportunities	opportunity	NOUN
dad-10729	735	4	for	for	ADP
dad-10729	735	5	state	state	NOUN
dad-10729	735	6	tracking	tracking	NOUN
dad-10729	735	7	in	in	ADP
dad-10729	735	8	statistical	statistical	ADJ
dad-10729	735	9	spoken	spoken	ADJ
dad-10729	735	10	dialog	dialog	NOUN
dad-10729	735	11	systems	system	NOUN
dad-10729	735	12	:	:	PUNCT
dad-10729	735	13	results	result	VERB
dad-10729	735	14	from	from	ADP
dad-10729	735	15	two	two	NUM
dad-10729	735	16	public	public	ADJ
dad-10729	735	17	deployments	deployment	NOUN
dad-10729	735	18	.	.	PUNCT
dad-10729	736	1	ieee	ieee	PROPN
dad-10729	736	2	journal	journal	PROPN
dad-10729	736	3	of	of	ADP
dad-10729	736	4	selected	select	VERB
dad-10729	736	5	topics	topic	NOUN
dad-10729	736	6	in	in	ADP
dad-10729	736	7	signal	signal	ADJ
dad-10729	736	8	processing	processing	NOUN
dad-10729	736	9	,	,	PUNCT
dad-10729	736	10	special	special	ADJ
dad-10729	736	11	issue	issue	NOUN
dad-10729	736	12	on	on	ADP
dad-10729	736	13	advances	advance	NOUN
dad-10729	736	14	in	in	ADP
dad-10729	736	15	spoken	spoken	ADJ
dad-10729	736	16	dialogue	dialogue	NOUN
dad-10729	736	17	systems	system	NOUN
dad-10729	736	18	and	and	CCONJ
dad-10729	736	19	mobile	mobile	ADJ
dad-10729	736	20	interface	interface	NOUN
dad-10729	736	21	,	,	PUNCT
dad-10729	736	22	6(8):959–970	6(8):959–970	NUM
dad-10729	736	23	,	,	PUNCT
dad-10729	736	24	2012c	2012c	NUM
dad-10729	736	25	.	.	PUNCT
dad-10729	737	1	32	32	NUM
dad-10729	737	2	dialog	dialog	NOUN
dad-10729	737	3	state	state	NOUN
dad-10729	737	4	tracking	tracking	NOUN
dad-10729	737	5	overview	overview	NOUN
dad-10729	737	6	jason	jason	PROPN
dad-10729	737	7	d.	d.	PROPN
dad-10729	737	8	williams	williams	PROPN
dad-10729	737	9	.	.	PUNCT
dad-10729	738	1	multi	multi	ADJ
dad-10729	738	2	-	-	ADJ
dad-10729	738	3	domain	domain	ADJ
dad-10729	738	4	learning	learning	NOUN
dad-10729	738	5	and	and	CCONJ
dad-10729	738	6	generalization	generalization	NOUN
dad-10729	738	7	in	in	ADP
dad-10729	738	8	dialog	dialog	NOUN
dad-10729	738	9	state	state	NOUN
dad-10729	738	10	tracking	tracking	NOUN
dad-10729	738	11	.	.	PUNCT
dad-10729	739	1	in	in	ADP
dad-10729	739	2	proc	proc	PROPN
dad-10729	739	3	sigdial	sigdial	ADJ
dad-10729	739	4	conf	conf	NOUN
dad-10729	739	5	on	on	ADP
dad-10729	739	6	discourse	discourse	NOUN
dad-10729	739	7	and	and	CCONJ
dad-10729	739	8	dialogue	dialogue	NOUN
dad-10729	739	9	,	,	PUNCT
dad-10729	739	10	metz	metz	PROPN
dad-10729	739	11	,	,	PUNCT
dad-10729	739	12	france	france	PROPN
dad-10729	739	13	,	,	PUNCT
dad-10729	739	14	2013	2013	NUM
dad-10729	739	15	.	.	PUNCT
dad-10729	740	1	jason	jason	PROPN
dad-10729	740	2	d.	d.	PROPN
dad-10729	740	3	williams	williams	PROPN
dad-10729	740	4	.	.	PUNCT
dad-10729	741	1	web	web	NOUN
dad-10729	741	2	-	-	NOUN
dad-10729	741	3	style	style	NOUN
dad-10729	741	4	ranking	ranking	NOUN
dad-10729	741	5	and	and	CCONJ
dad-10729	741	6	slu	slu	NOUN
dad-10729	741	7	combination	combination	NOUN
dad-10729	741	8	for	for	ADP
dad-10729	741	9	dialog	dialog	NOUN
dad-10729	741	10	state	state	NOUN
dad-10729	741	11	tracking	tracking	NOUN
dad-10729	741	12	.	.	PUNCT
dad-10729	742	1	in	in	ADP
dad-10729	742	2	proc	proc	PROPN
dad-10729	742	3	sigdial	sigdial	ADJ
dad-10729	742	4	conf	conf	NOUN
dad-10729	742	5	on	on	ADP
dad-10729	742	6	discourse	discourse	NOUN
dad-10729	742	7	and	and	CCONJ
dad-10729	742	8	dialogue	dialogue	NOUN
dad-10729	742	9	,	,	PUNCT
dad-10729	742	10	philadelphia	philadelphia	PROPN
dad-10729	742	11	,	,	PUNCT
dad-10729	742	12	usa	usa	PROPN
dad-10729	742	13	,	,	PUNCT
dad-10729	742	14	2014	2014	NUM
dad-10729	742	15	.	.	PUNCT
dad-10729	743	1	jason	jason	PROPN
dad-10729	743	2	d.	d.	PROPN
dad-10729	743	3	williams	williams	PROPN
dad-10729	743	4	and	and	CCONJ
dad-10729	743	5	steve	steve	PROPN
dad-10729	743	6	young	young	PROPN
dad-10729	743	7	.	.	PUNCT
dad-10729	744	1	partially	partially	ADV
dad-10729	744	2	observable	observable	ADJ
dad-10729	744	3	markov	markov	NOUN
dad-10729	744	4	decision	decision	NOUN
dad-10729	744	5	processes	process	NOUN
dad-10729	744	6	for	for	ADP
dad-10729	744	7	spoken	spoken	ADJ
dad-10729	744	8	dialog	dialog	NOUN
dad-10729	744	9	systems	system	NOUN
dad-10729	744	10	.	.	PUNCT
dad-10729	745	1	computer	computer	NOUN
dad-10729	745	2	speech	speech	NOUN
dad-10729	745	3	and	and	CCONJ
dad-10729	745	4	language	language	NOUN
dad-10729	745	5	,	,	PUNCT
dad-10729	745	6	21(2):393–422	21(2):393–422	NUM
dad-10729	745	7	,	,	PUNCT
dad-10729	745	8	2007	2007	NUM
dad-10729	745	9	.	.	PUNCT
dad-10729	746	1	jason	jason	PROPN
dad-10729	746	2	d.	d.	PROPN
dad-10729	746	3	williams	williams	PROPN
dad-10729	746	4	,	,	PUNCT
dad-10729	746	5	pascal	pascal	ADJ
dad-10729	746	6	poupart	poupart	NOUN
dad-10729	746	7	,	,	PUNCT
dad-10729	746	8	and	and	CCONJ
dad-10729	746	9	steve	steve	PROPN
dad-10729	746	10	young	young	PROPN
dad-10729	746	11	.	.	PUNCT
dad-10729	747	1	factored	factor	VERB
dad-10729	747	2	partially	partially	ADV
dad-10729	747	3	observable	observable	ADJ
dad-10729	747	4	markov	markov	NOUN
dad-10729	747	5	decision	decision	NOUN
dad-10729	747	6	processes	process	NOUN
dad-10729	747	7	for	for	ADP
dad-10729	747	8	dialogue	dialogue	NOUN
dad-10729	747	9	management	management	NOUN
dad-10729	747	10	.	.	PUNCT
dad-10729	748	1	in	in	ADP
dad-10729	748	2	proc	proc	NOUN
dad-10729	748	3	workshop	workshop	NOUN
dad-10729	748	4	on	on	ADP
dad-10729	748	5	knowledge	knowledge	NOUN
dad-10729	748	6	and	and	CCONJ
dad-10729	748	7	reasoning	reasoning	NOUN
dad-10729	748	8	in	in	ADP
dad-10729	748	9	practical	practical	ADJ
dad-10729	748	10	dialogue	dialogue	NOUN
dad-10729	748	11	systems	system	NOUN
dad-10729	748	12	,	,	PUNCT
dad-10729	748	13	intl	intl	PROPN
dad-10729	748	14	joint	joint	ADJ
dad-10729	748	15	conf	conf	NOUN
dad-10729	748	16	on	on	ADP
dad-10729	748	17	artificial	artificial	ADJ
dad-10729	748	18	intelligence	intelligence	NOUN
dad-10729	748	19	(	(	PUNCT
dad-10729	748	20	ijcai	ijcai	NOUN
dad-10729	748	21	)	)	PUNCT
dad-10729	748	22	,	,	PUNCT
dad-10729	748	23	edinburgh	edinburgh	PROPN
dad-10729	748	24	,	,	PUNCT
dad-10729	748	25	united	united	PROPN
dad-10729	748	26	kingdom	kingdom	PROPN
dad-10729	748	27	,	,	PUNCT
dad-10729	748	28	2005	2005	NUM
dad-10729	748	29	.	.	PUNCT
dad-10729	749	1	jason	jason	PROPN
dad-10729	749	2	d	d	PROPN
dad-10729	749	3	williams	williams	PROPN
dad-10729	749	4	,	,	PUNCT
dad-10729	749	5	antoine	antoine	PROPN
dad-10729	749	6	raux	raux	PROPN
dad-10729	749	7	,	,	PUNCT
dad-10729	749	8	deepak	deepak	PROPN
dad-10729	749	9	ramachadran	ramachadran	PROPN
dad-10729	749	10	,	,	PUNCT
dad-10729	749	11	and	and	CCONJ
dad-10729	749	12	alan	alan	PROPN
dad-10729	749	13	black	black	PROPN
dad-10729	749	14	.	.	PUNCT
dad-10729	750	1	the	the	DET
dad-10729	750	2	dialog	dialog	NOUN
dad-10729	750	3	state	state	NOUN
dad-10729	750	4	tracking	tracking	NOUN
dad-10729	750	5	challenge	challenge	NOUN
dad-10729	750	6	.	.	PUNCT
dad-10729	751	1	in	in	ADP
dad-10729	751	2	proc	proc	PROPN
dad-10729	751	3	sigdial	sigdial	ADJ
dad-10729	751	4	conf	conf	NOUN
dad-10729	751	5	on	on	ADP
dad-10729	751	6	discourse	discourse	NOUN
dad-10729	751	7	and	and	CCONJ
dad-10729	751	8	dialogue	dialogue	NOUN
dad-10729	751	9	,	,	PUNCT
dad-10729	751	10	metz	metz	PROPN
dad-10729	751	11	,	,	PUNCT
dad-10729	751	12	france	france	PROPN
dad-10729	751	13	,	,	PUNCT
dad-10729	751	14	august	august	PROPN
dad-10729	751	15	2013	2013	NUM
dad-10729	751	16	.	.	PUNCT
dad-10729	752	1	steve	steve	PROPN
dad-10729	752	2	young	young	PROPN
dad-10729	752	3	,	,	PUNCT
dad-10729	752	4	jost	jost	NOUN
dad-10729	752	5	schatzmann	schatzmann	PROPN
dad-10729	752	6	,	,	PUNCT
dad-10729	752	7	karl	karl	PROPN
dad-10729	752	8	weilhammer	weilhammer	PROPN
dad-10729	752	9	,	,	PUNCT
dad-10729	752	10	and	and	CCONJ
dad-10729	752	11	hui	hui	PROPN
dad-10729	752	12	ye	ye	PROPN
dad-10729	752	13	.	.	PUNCT
dad-10729	753	1	the	the	DET
dad-10729	753	2	hidden	hide	VERB
dad-10729	753	3	information	information	NOUN
dad-10729	753	4	state	state	NOUN
dad-10729	753	5	approach	approach	NOUN
dad-10729	753	6	to	to	ADP
dad-10729	753	7	dialog	dialog	NOUN
dad-10729	753	8	management	management	NOUN
dad-10729	753	9	.	.	PUNCT
dad-10729	754	1	in	in	ADP
dad-10729	754	2	icassp	icassp	PROPN
dad-10729	754	3	2007	2007	NUM
dad-10729	754	4	,	,	PUNCT
dad-10729	754	5	honolulu	honolulu	PROPN
dad-10729	754	6	,	,	PUNCT
dad-10729	754	7	hawaii	hawaii	PROPN
dad-10729	754	8	,	,	PUNCT
dad-10729	754	9	2007	2007	NUM
dad-10729	754	10	.	.	PUNCT
dad-10729	755	1	steve	steve	PROPN
dad-10729	755	2	young	young	PROPN
dad-10729	755	3	,	,	PUNCT
dad-10729	755	4	milica	milica	PROPN
dad-10729	755	5	gasic	gasic	PROPN
dad-10729	755	6	,	,	PUNCT
dad-10729	755	7	simon	simon	PROPN
dad-10729	755	8	keizer	keizer	PROPN
dad-10729	755	9	,	,	PUNCT
dad-10729	755	10	françois	françois	NOUN
dad-10729	755	11	mairesse	mairesse	NOUN
dad-10729	755	12	,	,	PUNCT
dad-10729	755	13	jost	jost	NOUN
dad-10729	755	14	schatzmann	schatzmann	PROPN
dad-10729	755	15	,	,	PUNCT
dad-10729	755	16	blaise	blaise	PROPN
dad-10729	755	17	thomson	thomson	PROPN
dad-10729	755	18	,	,	PUNCT
dad-10729	755	19	and	and	CCONJ
dad-10729	755	20	kai	kai	PROPN
dad-10729	755	21	yu	yu	PROPN
dad-10729	755	22	.	.	PUNCT
dad-10729	756	1	the	the	DET
dad-10729	756	2	hidden	hide	VERB
dad-10729	756	3	information	information	NOUN
dad-10729	756	4	state	state	NOUN
dad-10729	756	5	model	model	NOUN
dad-10729	756	6	:	:	PUNCT
dad-10729	756	7	a	a	DET
dad-10729	756	8	practical	practical	ADJ
dad-10729	756	9	framework	framework	NOUN
dad-10729	756	10	for	for	ADP
dad-10729	756	11	pomdp	pomdp	NOUN
dad-10729	756	12	-	-	PUNCT
dad-10729	756	13	based	base	VERB
dad-10729	756	14	spoken	spoken	ADJ
dad-10729	756	15	dialogue	dialogue	NOUN
dad-10729	756	16	management	management	NOUN
dad-10729	756	17	.	.	PUNCT
dad-10729	757	1	computer	computer	NOUN
dad-10729	757	2	speech	speech	NOUN
dad-10729	757	3	and	and	CCONJ
dad-10729	757	4	language	language	NOUN
dad-10729	757	5	,	,	PUNCT
dad-10729	757	6	24(2):150–174	24(2):150–174	NUM
dad-10729	757	7	,	,	PUNCT
dad-10729	757	8	2010	2010	NUM
dad-10729	757	9	.	.	PUNCT
dad-10729	758	1	steve	steve	PROPN
dad-10729	758	2	young	young	PROPN
dad-10729	758	3	,	,	PUNCT
dad-10729	758	4	milica	milica	PROPN
dad-10729	758	5	gasic	gasic	PROPN
dad-10729	758	6	,	,	PUNCT
dad-10729	758	7	blaise	blaise	PROPN
dad-10729	758	8	thomson	thomson	PROPN
dad-10729	758	9	,	,	PUNCT
dad-10729	758	10	and	and	CCONJ
dad-10729	758	11	jason	jason	PROPN
dad-10729	758	12	d.	d.	PROPN
dad-10729	758	13	williams	williams	PROPN
dad-10729	758	14	.	.	PUNCT
dad-10729	759	1	pomdp	pomdp	NOUN
dad-10729	759	2	-	-	PUNCT
dad-10729	759	3	based	base	VERB
dad-10729	759	4	statistical	statistical	ADJ
dad-10729	759	5	spoken	spoken	ADJ
dad-10729	759	6	dialogue	dialogue	NOUN
dad-10729	759	7	systems	system	NOUN
dad-10729	759	8	:	:	PUNCT
dad-10729	759	9	a	a	DET
dad-10729	759	10	review	review	NOUN
dad-10729	759	11	.	.	PUNCT
dad-10729	760	1	proceedings	proceeding	NOUN
dad-10729	760	2	of	of	ADP
dad-10729	760	3	the	the	DET
dad-10729	760	4	ieee	ieee	NOUN
dad-10729	760	5	,	,	PUNCT
dad-10729	760	6	pp(99):1–20	pp(99):1–20	PROPN
dad-10729	760	7	,	,	PUNCT
dad-10729	760	8	2013	2013	NUM
dad-10729	760	9	.	.	PUNCT
dad-10729	761	1	steve	steve	PROPN
dad-10729	761	2	young	young	PROPN
dad-10729	761	3	,	,	PUNCT
dad-10729	761	4	catherine	catherine	PROPN
dad-10729	761	5	breslin	breslin	PROPN
dad-10729	761	6	,	,	PUNCT
dad-10729	761	7	milica	milica	PROPN
dad-10729	761	8	gasic	gasic	PROPN
dad-10729	761	9	,	,	PUNCT
dad-10729	761	10	matthew	matthew	PROPN
dad-10729	761	11	henderson	henderson	PROPN
dad-10729	761	12	,	,	PUNCT
dad-10729	761	13	dongho	dongho	PROPN
dad-10729	761	14	kim	kim	PROPN
dad-10729	761	15	,	,	PUNCT
dad-10729	761	16	martin	martin	PROPN
dad-10729	761	17	szummer	szummer	PROPN
dad-10729	761	18	,	,	PUNCT
dad-10729	761	19	blaise	blaise	PROPN
dad-10729	761	20	thomson	thomson	PROPN
dad-10729	761	21	,	,	PUNCT
dad-10729	761	22	pirros	pirros	PROPN
dad-10729	761	23	tsiakoulis	tsiakouli	VERB
dad-10729	761	24	,	,	PUNCT
dad-10729	761	25	and	and	CCONJ
dad-10729	761	26	eli	eli	PROPN
dad-10729	761	27	tzirkel	tzirkel	PROPN
dad-10729	761	28	hancock	hancock	PROPN
dad-10729	761	29	.	.	PUNCT
dad-10729	762	1	evaluation	evaluation	NOUN
dad-10729	762	2	of	of	ADP
dad-10729	762	3	statistical	statistical	ADJ
dad-10729	762	4	pomdpbased	pomdpbase	VERB
dad-10729	762	5	dialogue	dialogue	NOUN
dad-10729	762	6	systems	system	NOUN
dad-10729	762	7	in	in	ADP
dad-10729	762	8	noisy	noisy	ADJ
dad-10729	762	9	environment	environment	NOUN
dad-10729	762	10	.	.	PUNCT
dad-10729	763	1	in	in	ADP
dad-10729	763	2	proc	proc	PROPN
dad-10729	763	3	intl	intl	PROPN
dad-10729	763	4	workshop	workshop	NOUN
dad-10729	763	5	on	on	ADP
dad-10729	763	6	spoken	spoken	ADJ
dad-10729	763	7	dialog	dialog	NOUN
dad-10729	763	8	systems	system	NOUN
dad-10729	763	9	(	(	PUNCT
dad-10729	763	10	iwsds	iwsds	NOUN
dad-10729	763	11	)	)	PUNCT
dad-10729	763	12	,	,	PUNCT
dad-10729	763	13	napa	napa	NOUN
dad-10729	763	14	,	,	PUNCT
dad-10729	763	15	california	california	PROPN
dad-10729	763	16	,	,	PUNCT
dad-10729	763	17	usa	usa	PROPN
dad-10729	763	18	,	,	PUNCT
dad-10729	763	19	2014	2014	NUM
dad-10729	763	20	.	.	PUNCT
dad-10729	764	1	bo	bo	PROPN
dad-10729	764	2	zhang	zhang	PROPN
dad-10729	764	3	,	,	PUNCT
dad-10729	764	4	qingsheng	qingsheng	PROPN
dad-10729	764	5	cai	cai	PROPN
dad-10729	764	6	,	,	PUNCT
dad-10729	764	7	jianfeng	jianfeng	PROPN
dad-10729	764	8	mao	mao	PROPN
dad-10729	764	9	,	,	PUNCT
dad-10729	764	10	eric	eric	PROPN
dad-10729	764	11	chang	chang	PROPN
dad-10729	764	12	,	,	PUNCT
dad-10729	764	13	and	and	CCONJ
dad-10729	764	14	baining	baine	VERB
dad-10729	764	15	guo	guo	PROPN
dad-10729	764	16	.	.	PUNCT
dad-10729	765	1	spoken	spoken	ADJ
dad-10729	765	2	dialogue	dialogue	NOUN
dad-10729	765	3	management	management	NOUN
dad-10729	765	4	as	as	ADP
dad-10729	765	5	planning	planning	NOUN
dad-10729	765	6	and	and	CCONJ
dad-10729	765	7	acting	act	VERB
dad-10729	765	8	under	under	ADP
dad-10729	765	9	uncertainty	uncertainty	NOUN
dad-10729	765	10	.	.	PUNCT
dad-10729	766	1	in	in	ADP
dad-10729	766	2	proc	proc	PROPN
dad-10729	766	3	eurospeech	eurospeech	PROPN
dad-10729	766	4	,	,	PUNCT
dad-10729	766	5	aalborg	aalborg	PROPN
dad-10729	766	6	,	,	PUNCT
dad-10729	766	7	denmark	denmark	NOUN
dad-10729	766	8	,	,	PUNCT
dad-10729	766	9	pages	page	NOUN
dad-10729	766	10	2169–2172	2169–2172	NUM
dad-10729	766	11	,	,	PUNCT
dad-10729	766	12	2001	2001	NUM
dad-10729	766	13	.	.	PUNCT
dad-10729	767	1	lukas	lukas	PROPN
dad-10729	767	2	zilka	zilka	PROPN
dad-10729	767	3	and	and	CCONJ
dad-10729	767	4	filip	filip	PROPN
dad-10729	767	5	jurčı́ček	jurčı́ček	NOUN
dad-10729	767	6	.	.	PUNCT
dad-10729	768	1	incremental	incremental	ADJ
dad-10729	768	2	lstm	lstm	NOUN
dad-10729	768	3	-	-	PUNCT
dad-10729	768	4	based	base	VERB
dad-10729	768	5	dialog	dialog	NOUN
dad-10729	768	6	state	state	PROPN
dad-10729	768	7	tracker	tracker	NOUN
dad-10729	768	8	.	.	PUNCT
dad-10729	769	1	arxiv:1507.03471v1	arxiv:1507.03471v1	PRON
dad-10729	770	1	[	[	X
dad-10729	770	2	cs.cl	cs.cl	NOUN
dad-10729	770	3	]	]	X
dad-10729	770	4	,	,	PUNCT
dad-10729	770	5	2015	2015	NUM
dad-10729	770	6	.	.	PUNCT
dad-10729	771	1	lukas	lukas	PROPN
dad-10729	771	2	zilka	zilka	PROPN
dad-10729	771	3	,	,	PUNCT
dad-10729	771	4	david	david	PROPN
dad-10729	771	5	marek	marek	PROPN
dad-10729	771	6	,	,	PUNCT
dad-10729	771	7	matej	matej	PROPN
dad-10729	771	8	korvas	korvas	PROPN
dad-10729	771	9	,	,	PUNCT
dad-10729	771	10	and	and	CCONJ
dad-10729	771	11	filip	filip	PROPN
dad-10729	771	12	jurčı́ček	jurčı́ček	NOUN
dad-10729	771	13	.	.	PUNCT
dad-10729	772	1	comparison	comparison	NOUN
dad-10729	772	2	of	of	ADP
dad-10729	772	3	bayesian	bayesian	NOUN
dad-10729	772	4	discriminative	discriminative	NOUN
dad-10729	772	5	and	and	CCONJ
dad-10729	772	6	generative	generative	ADJ
dad-10729	772	7	models	model	NOUN
dad-10729	772	8	for	for	ADP
dad-10729	772	9	dialogue	dialogue	NOUN
dad-10729	772	10	state	state	NOUN
dad-10729	772	11	tracking	tracking	NOUN
dad-10729	772	12	.	.	PUNCT
dad-10729	773	1	in	in	ADP
dad-10729	773	2	proc	proc	PROPN
dad-10729	773	3	sigdial	sigdial	ADJ
dad-10729	773	4	conf	conf	NOUN
dad-10729	773	5	on	on	ADP
dad-10729	773	6	discourse	discourse	NOUN
dad-10729	773	7	and	and	CCONJ
dad-10729	773	8	dialogue	dialogue	NOUN
dad-10729	773	9	,	,	PUNCT
dad-10729	773	10	metz	metz	PROPN
dad-10729	773	11	,	,	PUNCT
dad-10729	773	12	france	france	PROPN
dad-10729	773	13	,	,	PUNCT
dad-10729	773	14	2013	2013	NUM
dad-10729	773	15	.	.	PUNCT
dad-10729	774	1	victor	victor	PROPN
dad-10729	774	2	zue	zue	PROPN
dad-10729	774	3	,	,	PUNCT
dad-10729	774	4	stephanie	stephanie	PROPN
dad-10729	774	5	seneff	seneff	PROPN
dad-10729	774	6	,	,	PUNCT
dad-10729	774	7	james	james	PROPN
dad-10729	774	8	r	r	NOUN
dad-10729	774	9	glass	glass	NOUN
dad-10729	774	10	,	,	PUNCT
dad-10729	774	11	joseph	joseph	PROPN
dad-10729	774	12	polifroni	polifroni	PROPN
dad-10729	774	13	,	,	PUNCT
dad-10729	774	14	christine	christine	PROPN
dad-10729	774	15	pao	pao	PROPN
dad-10729	774	16	,	,	PUNCT
dad-10729	774	17	timothy	timothy	PROPN
dad-10729	774	18	j	j	PROPN
dad-10729	774	19	hazen	hazen	PROPN
dad-10729	774	20	,	,	PUNCT
dad-10729	774	21	and	and	CCONJ
dad-10729	774	22	lee	lee	PROPN
dad-10729	774	23	hetherington	hetherington	PROPN
dad-10729	774	24	.	.	PUNCT
dad-10729	775	1	juplter	juplter	NOUN
dad-10729	775	2	:	:	PUNCT
dad-10729	775	3	a	a	DET
dad-10729	775	4	telephone	telephone	NOUN
dad-10729	775	5	-	-	PUNCT
dad-10729	775	6	based	base	VERB
dad-10729	775	7	conversational	conversational	ADJ
dad-10729	775	8	interface	interface	NOUN
dad-10729	775	9	for	for	ADP
dad-10729	775	10	weather	weather	NOUN
dad-10729	775	11	information	information	NOUN
dad-10729	775	12	.	.	PUNCT
dad-10729	776	1	speech	speech	NOUN
dad-10729	776	2	and	and	CCONJ
dad-10729	776	3	audio	audio	NOUN
dad-10729	776	4	processing	processing	NOUN
dad-10729	776	5	,	,	PUNCT
dad-10729	776	6	ieee	ieee	NOUN
dad-10729	776	7	transactions	transaction	NOUN
dad-10729	776	8	on	on	ADP
dad-10729	776	9	,	,	PUNCT
dad-10729	776	10	8(1):85–96	8(1):85–96	NUM
dad-10729	776	11	,	,	PUNCT
dad-10729	776	12	2000	2000	NUM
dad-10729	776	13	.	.	PUNCT
dad-10729	777	1	33	33	NUM