id	sid	tid	token	lemma	pos
dad-10732	1	1	dialogue	dialogue	PROPN
dad-10732	1	2	&	&	CCONJ
dad-10732	1	3	discourse	discourse	PROPN
dad-10732	1	4	7(3	7(3	NUM
dad-10732	1	5	)	)	PUNCT
dad-10732	1	6	(	(	PUNCT
dad-10732	1	7	2016	2016	NUM
dad-10732	1	8	)	)	PUNCT
dad-10732	1	9	65–88	65–88	NUM
dad-10732	1	10	doi	doi	NOUN
dad-10732	1	11	:	:	PUNCT
dad-10732	1	12	10.5087	10.5087	NUM
dad-10732	1	13	/	/	SYM
dad-10732	1	14	dad.2016.303	dad.2016.303	VERB
dad-10732	1	15	recurrent	recurrent	ADJ
dad-10732	1	16	polynomial	polynomial	ADJ
dad-10732	1	17	network	network	NOUN
dad-10732	1	18	for	for	ADP
dad-10732	1	19	dialogue	dialogue	NOUN
dad-10732	1	20	state	state	NOUN
dad-10732	1	21	tracking∗	tracking∗	NOUN
dad-10732	1	22	kai	kai	PROPN
dad-10732	1	23	sun	sun	PROPN
dad-10732	1	24	ks985@cornell.edu	ks985@cornell.edu	PROPN
dad-10732	1	25	department	department	PROPN
dad-10732	1	26	of	of	ADP
dad-10732	1	27	computer	computer	NOUN
dad-10732	1	28	science	science	PROPN
dad-10732	1	29	cornell	cornell	PROPN
dad-10732	1	30	university	university	PROPN
dad-10732	1	31	,	,	PUNCT
dad-10732	1	32	ithaca	ithaca	PROPN
dad-10732	1	33	,	,	PUNCT
dad-10732	1	34	ny	ny	PROPN
dad-10732	1	35	14853	14853	NUM
dad-10732	1	36	,	,	PUNCT
dad-10732	1	37	usa	usa	PROPN
dad-10732	1	38	qizhe	qizhe	PROPN
dad-10732	1	39	xie	xie	PROPN
dad-10732	1	40	cheezer@sjtu.edu.cn	cheezer@sjtu.edu.cn	PROPN
dad-10732	1	41	key	key	ADJ
dad-10732	1	42	laboratory	laboratory	NOUN
dad-10732	1	43	of	of	ADP
dad-10732	1	44	shanghai	shanghai	PROPN
dad-10732	1	45	education	education	PROPN
dad-10732	1	46	commission	commission	PROPN
dad-10732	1	47	for	for	ADP
dad-10732	1	48	intelligent	intelligent	ADJ
dad-10732	1	49	interaction	interaction	NOUN
dad-10732	1	50	and	and	CCONJ
dad-10732	1	51	cognitive	cognitive	ADJ
dad-10732	1	52	engineering	engineering	NOUN
dad-10732	1	53	speechlab	speechlab	PROPN
dad-10732	1	54	,	,	PUNCT
dad-10732	1	55	department	department	NOUN
dad-10732	1	56	of	of	ADP
dad-10732	1	57	computer	computer	NOUN
dad-10732	1	58	science	science	NOUN
dad-10732	1	59	and	and	CCONJ
dad-10732	1	60	engineering	engineer	VERB
dad-10732	1	61	shanghai	shanghai	PROPN
dad-10732	1	62	jiao	jiao	PROPN
dad-10732	1	63	tong	tong	PROPN
dad-10732	1	64	university	university	PROPN
dad-10732	1	65	,	,	PUNCT
dad-10732	1	66	shanghai	shanghai	PROPN
dad-10732	1	67	,	,	PUNCT
dad-10732	1	68	200240	200240	NUM
dad-10732	1	69	,	,	PUNCT
dad-10732	1	70	china	china	PROPN
dad-10732	1	71	kai	kai	PROPN
dad-10732	1	72	yu†	yu†	PROPN
dad-10732	1	73	kai.yu@sjtu.edu.cn	kai.yu@sjtu.edu.cn	PROPN
dad-10732	1	74	key	key	ADJ
dad-10732	1	75	laboratory	laboratory	NOUN
dad-10732	1	76	of	of	ADP
dad-10732	1	77	shanghai	shanghai	PROPN
dad-10732	1	78	education	education	PROPN
dad-10732	1	79	commission	commission	PROPN
dad-10732	1	80	for	for	ADP
dad-10732	1	81	intelligent	intelligent	ADJ
dad-10732	1	82	interaction	interaction	NOUN
dad-10732	1	83	and	and	CCONJ
dad-10732	1	84	cognitive	cognitive	ADJ
dad-10732	1	85	engineering	engineering	NOUN
dad-10732	1	86	speechlab	speechlab	PROPN
dad-10732	1	87	,	,	PUNCT
dad-10732	1	88	department	department	NOUN
dad-10732	1	89	of	of	ADP
dad-10732	1	90	computer	computer	NOUN
dad-10732	1	91	science	science	NOUN
dad-10732	1	92	and	and	CCONJ
dad-10732	1	93	engineering	engineer	VERB
dad-10732	1	94	shanghai	shanghai	PROPN
dad-10732	1	95	jiao	jiao	PROPN
dad-10732	1	96	tong	tong	PROPN
dad-10732	1	97	university	university	PROPN
dad-10732	1	98	,	,	PUNCT
dad-10732	1	99	shanghai	shanghai	PROPN
dad-10732	1	100	,	,	PUNCT
dad-10732	1	101	200240	200240	NUM
dad-10732	1	102	,	,	PUNCT
dad-10732	1	103	china	china	PROPN
dad-10732	1	104	editor	editor	PROPN
dad-10732	1	105	:	:	PUNCT
dad-10732	1	106	jason	jason	PROPN
dad-10732	1	107	d.	d.	PROPN
dad-10732	1	108	williams	williams	PROPN
dad-10732	1	109	,	,	PUNCT
dad-10732	1	110	antoine	antoine	PROPN
dad-10732	1	111	raux	raux	PROPN
dad-10732	1	112	,	,	PUNCT
dad-10732	1	113	and	and	CCONJ
dad-10732	1	114	matthew	matthew	PROPN
dad-10732	1	115	henderson	henderson	PROPN
dad-10732	1	116	submitted	submit	VERB
dad-10732	1	117	04/15	04/15	NUM
dad-10732	1	118	;	;	PUNCT
dad-10732	1	119	accepted	accept	VERB
dad-10732	1	120	02/16	02/16	NUM
dad-10732	1	121	;	;	PUNCT
dad-10732	1	122	published	publish	VERB
dad-10732	1	123	online	online	ADV
dad-10732	1	124	04/16	04/16	NUM
dad-10732	1	125	abstract	abstract	ADJ
dad-10732	1	126	dialogue	dialogue	NOUN
dad-10732	1	127	state	state	NOUN
dad-10732	1	128	tracking	tracking	NOUN
dad-10732	1	129	(	(	PUNCT
dad-10732	1	130	dst	dst	NOUN
dad-10732	1	131	)	)	PUNCT
dad-10732	1	132	is	be	AUX
dad-10732	1	133	a	a	DET
dad-10732	1	134	process	process	NOUN
dad-10732	1	135	to	to	PART
dad-10732	1	136	estimate	estimate	VERB
dad-10732	1	137	the	the	DET
dad-10732	1	138	distribution	distribution	NOUN
dad-10732	1	139	of	of	ADP
dad-10732	1	140	the	the	DET
dad-10732	1	141	dialogue	dialogue	NOUN
dad-10732	1	142	states	state	NOUN
dad-10732	1	143	as	as	SCONJ
dad-10732	1	144	a	a	DET
dad-10732	1	145	dialogue	dialogue	NOUN
dad-10732	1	146	progresses	progress	VERB
dad-10732	1	147	.	.	PUNCT
dad-10732	2	1	recent	recent	ADJ
dad-10732	2	2	studies	study	NOUN
dad-10732	2	3	on	on	ADP
dad-10732	2	4	constrained	constrained	ADJ
dad-10732	2	5	markov	markov	NOUN
dad-10732	2	6	bayesian	bayesian	NOUN
dad-10732	2	7	polynomial	polynomial	NOUN
dad-10732	2	8	(	(	PUNCT
dad-10732	2	9	cmbp	cmbp	NOUN
dad-10732	2	10	)	)	PUNCT
dad-10732	2	11	framework	framework	NOUN
dad-10732	2	12	take	take	VERB
dad-10732	2	13	the	the	DET
dad-10732	2	14	first	first	ADJ
dad-10732	2	15	step	step	NOUN
dad-10732	2	16	towards	towards	ADP
dad-10732	2	17	bridging	bridge	VERB
dad-10732	2	18	the	the	DET
dad-10732	2	19	gap	gap	NOUN
dad-10732	2	20	between	between	ADP
dad-10732	2	21	rule	rule	NOUN
dad-10732	2	22	-	-	PUNCT
dad-10732	2	23	based	base	VERB
dad-10732	2	24	and	and	CCONJ
dad-10732	2	25	data	data	NOUN
dad-10732	2	26	-	-	PUNCT
dad-10732	2	27	driven	drive	VERB
dad-10732	2	28	approaches	approach	NOUN
dad-10732	2	29	for	for	ADP
dad-10732	2	30	dst	dst	NOUN
dad-10732	2	31	.	.	PUNCT
dad-10732	3	1	in	in	ADP
dad-10732	3	2	this	this	DET
dad-10732	3	3	paper	paper	NOUN
dad-10732	3	4	,	,	PUNCT
dad-10732	3	5	a	a	DET
dad-10732	3	6	novel	novel	ADJ
dad-10732	3	7	hybrid	hybrid	NOUN
dad-10732	3	8	framework	framework	NOUN
dad-10732	3	9	–	–	PUNCT
dad-10732	3	10	recurrent	recurrent	ADJ
dad-10732	3	11	polynomial	polynomial	ADJ
dad-10732	3	12	network	network	NOUN
dad-10732	3	13	(	(	PUNCT
dad-10732	3	14	rpn	rpn	PROPN
dad-10732	3	15	)	)	PUNCT
dad-10732	3	16	is	be	AUX
dad-10732	3	17	proposed	propose	VERB
dad-10732	3	18	to	to	PART
dad-10732	3	19	further	far	ADV
dad-10732	3	20	improve	improve	VERB
dad-10732	3	21	the	the	DET
dad-10732	3	22	combination	combination	NOUN
dad-10732	3	23	of	of	ADP
dad-10732	3	24	rule	rule	NOUN
dad-10732	3	25	-	-	PUNCT
dad-10732	3	26	based	base	VERB
dad-10732	3	27	and	and	CCONJ
dad-10732	3	28	data	data	NOUN
dad-10732	3	29	-	-	PUNCT
dad-10732	3	30	driven	drive	VERB
dad-10732	3	31	approaches	approach	NOUN
dad-10732	3	32	.	.	PUNCT
dad-10732	4	1	rpn	rpn	PROPN
dad-10732	4	2	’s	’s	PART
dad-10732	4	3	unique	unique	ADJ
dad-10732	4	4	structure	structure	NOUN
dad-10732	4	5	enables	enable	VERB
dad-10732	4	6	the	the	DET
dad-10732	4	7	framework	framework	NOUN
dad-10732	4	8	to	to	PART
dad-10732	4	9	have	have	VERB
dad-10732	4	10	all	all	DET
dad-10732	4	11	the	the	DET
dad-10732	4	12	advantages	advantage	NOUN
dad-10732	4	13	of	of	ADP
dad-10732	4	14	cmbp	cmbp	NOUN
dad-10732	4	15	including	include	VERB
dad-10732	4	16	efficiency	efficiency	NOUN
dad-10732	4	17	,	,	PUNCT
dad-10732	4	18	portability	portability	NOUN
dad-10732	4	19	and	and	CCONJ
dad-10732	4	20	interpretability	interpretability	NOUN
dad-10732	4	21	.	.	PUNCT
dad-10732	5	1	additionally	additionally	ADV
dad-10732	5	2	,	,	PUNCT
dad-10732	5	3	rpn	rpn	PROPN
dad-10732	5	4	achieves	achieve	VERB
dad-10732	5	5	more	more	ADJ
dad-10732	5	6	properties	property	NOUN
dad-10732	5	7	of	of	ADP
dad-10732	5	8	data	data	NOUN
dad-10732	5	9	-	-	PUNCT
dad-10732	5	10	driven	drive	VERB
dad-10732	5	11	approaches	approach	NOUN
dad-10732	5	12	than	than	ADP
dad-10732	5	13	cmbp	cmbp	PROPN
dad-10732	5	14	.	.	PUNCT
dad-10732	6	1	rpn	rpn	PROPN
dad-10732	6	2	was	be	AUX
dad-10732	6	3	evaluated	evaluate	VERB
dad-10732	6	4	on	on	ADP
dad-10732	6	5	the	the	DET
dad-10732	6	6	data	datum	NOUN
dad-10732	6	7	corpora	corpora	ADV
dad-10732	6	8	of	of	ADP
dad-10732	6	9	the	the	DET
dad-10732	6	10	second	second	ADJ
dad-10732	6	11	and	and	CCONJ
dad-10732	6	12	the	the	DET
dad-10732	6	13	third	third	ADJ
dad-10732	6	14	dialog	dialog	NOUN
dad-10732	6	15	state	state	NOUN
dad-10732	6	16	tracking	tracking	NOUN
dad-10732	6	17	challenge	challenge	NOUN
dad-10732	6	18	(	(	PUNCT
dad-10732	6	19	dstc-2/3	dstc-2/3	NUM
dad-10732	6	20	)	)	PUNCT
dad-10732	6	21	.	.	PUNCT
dad-10732	7	1	experiments	experiment	NOUN
dad-10732	7	2	showed	show	VERB
dad-10732	7	3	that	that	SCONJ
dad-10732	7	4	rpn	rpn	PROPN
dad-10732	7	5	can	can	AUX
dad-10732	7	6	significantly	significantly	ADV
dad-10732	7	7	outperform	outperform	VERB
dad-10732	7	8	both	both	PRON
dad-10732	7	9	traditional	traditional	ADJ
dad-10732	7	10	rule	rule	NOUN
dad-10732	7	11	-	-	PUNCT
dad-10732	7	12	based	base	VERB
dad-10732	7	13	approaches	approach	NOUN
dad-10732	7	14	and	and	CCONJ
dad-10732	7	15	data	datum	NOUN
dad-10732	7	16	-	-	PUNCT
dad-10732	7	17	driven	drive	VERB
dad-10732	7	18	statistical	statistical	ADJ
dad-10732	7	19	approaches	approach	NOUN
dad-10732	7	20	with	with	ADP
dad-10732	7	21	similar	similar	ADJ
dad-10732	7	22	feature	feature	NOUN
dad-10732	7	23	set	set	NOUN
dad-10732	7	24	.	.	PUNCT
dad-10732	8	1	compared	compare	VERB
dad-10732	8	2	with	with	ADP
dad-10732	8	3	the	the	DET
dad-10732	8	4	state	state	NOUN
dad-10732	8	5	-	-	PUNCT
dad-10732	8	6	of	of	ADP
dad-10732	8	7	-	-	PUNCT
dad-10732	8	8	the	the	DET
dad-10732	8	9	-	-	PUNCT
dad-10732	8	10	art	art	NOUN
dad-10732	8	11	data	data	NOUN
dad-10732	8	12	-	-	PUNCT
dad-10732	8	13	driven	drive	VERB
dad-10732	8	14	statistical	statistical	ADJ
dad-10732	8	15	dst	dst	NOUN
dad-10732	8	16	approaches	approach	NOUN
dad-10732	8	17	with	with	ADP
dad-10732	8	18	a	a	DET
dad-10732	8	19	lot	lot	NOUN
dad-10732	8	20	richer	rich	ADJ
dad-10732	8	21	features	feature	NOUN
dad-10732	8	22	,	,	PUNCT
dad-10732	8	23	rpn	rpn	PROPN
dad-10732	8	24	is	be	AUX
dad-10732	8	25	also	also	ADV
dad-10732	8	26	competitive	competitive	ADJ
dad-10732	8	27	.	.	PUNCT
dad-10732	9	1	keywords	keyword	NOUN
dad-10732	9	2	:	:	PUNCT
dad-10732	9	3	statistical	statistical	ADJ
dad-10732	9	4	dialogue	dialogue	NOUN
dad-10732	9	5	management	management	NOUN
dad-10732	9	6	,	,	PUNCT
dad-10732	9	7	dialogue	dialogue	NOUN
dad-10732	9	8	state	state	NOUN
dad-10732	9	9	tracking	tracking	NOUN
dad-10732	9	10	,	,	PUNCT
dad-10732	9	11	recurrent	recurrent	ADJ
dad-10732	9	12	polynomial	polynomial	ADJ
dad-10732	9	13	network	network	NOUN
dad-10732	9	14	1	1	NUM
dad-10732	9	15	.	.	PUNCT
dad-10732	9	16	introduction	introduction	NOUN
dad-10732	9	17	a	a	DET
dad-10732	9	18	task	task	NOUN
dad-10732	9	19	-	-	PUNCT
dad-10732	9	20	oriented	orient	VERB
dad-10732	9	21	spoken	spoken	ADJ
dad-10732	9	22	dialogue	dialogue	NOUN
dad-10732	9	23	system	system	NOUN
dad-10732	9	24	(	(	PUNCT
dad-10732	9	25	sds	sds	NOUN
dad-10732	9	26	)	)	PUNCT
dad-10732	9	27	is	be	AUX
dad-10732	9	28	a	a	DET
dad-10732	9	29	system	system	NOUN
dad-10732	9	30	that	that	PRON
dad-10732	9	31	can	can	AUX
dad-10732	9	32	interact	interact	VERB
dad-10732	9	33	with	with	ADP
dad-10732	9	34	a	a	DET
dad-10732	9	35	user	user	NOUN
dad-10732	9	36	to	to	PART
dad-10732	9	37	accomplish	accomplish	VERB
dad-10732	9	38	a	a	DET
dad-10732	9	39	predefined	predefine	VERB
dad-10732	9	40	task	task	NOUN
dad-10732	9	41	through	through	ADP
dad-10732	9	42	speech	speech	NOUN
dad-10732	9	43	.	.	PUNCT
dad-10732	10	1	it	it	PRON
dad-10732	10	2	usually	usually	ADV
dad-10732	10	3	has	have	VERB
dad-10732	10	4	three	three	NUM
dad-10732	10	5	modules	module	NOUN
dad-10732	10	6	:	:	PUNCT
dad-10732	10	7	input	input	NOUN
dad-10732	10	8	,	,	PUNCT
dad-10732	10	9	output	output	NOUN
dad-10732	10	10	and	and	CCONJ
dad-10732	10	11	control	control	NOUN
dad-10732	10	12	,	,	PUNCT
dad-10732	10	13	shown	show	VERB
dad-10732	10	14	in	in	ADP
dad-10732	10	15	figure	figure	NOUN
dad-10732	10	16	1	1	NUM
dad-10732	10	17	.	.	PUNCT
dad-10732	11	1	the	the	DET
dad-10732	11	2	input	input	NOUN
dad-10732	11	3	module	module	NOUN
dad-10732	11	4	consists	consist	VERB
dad-10732	11	5	of	of	ADP
dad-10732	11	6	automatic	automatic	ADJ
dad-10732	11	7	speech	speech	NOUN
dad-10732	11	8	recognition	recognition	NOUN
dad-10732	11	9	(	(	PUNCT
dad-10732	11	10	asr	asr	NOUN
dad-10732	11	11	)	)	PUNCT
dad-10732	11	12	and	and	CCONJ
dad-10732	11	13	spoken	speak	VERB
dad-10732	11	14	language	language	NOUN
dad-10732	11	15	∗.	∗.	NOUN
dad-10732	11	16	this	this	DET
dad-10732	11	17	work	work	NOUN
dad-10732	11	18	was	be	AUX
dad-10732	11	19	supported	support	VERB
dad-10732	11	20	by	by	ADP
dad-10732	11	21	the	the	DET
dad-10732	11	22	program	program	NOUN
dad-10732	11	23	for	for	ADP
dad-10732	11	24	professor	professor	NOUN
dad-10732	11	25	of	of	ADP
dad-10732	11	26	special	special	ADJ
dad-10732	11	27	appointment	appointment	NOUN
dad-10732	11	28	(	(	PUNCT
dad-10732	11	29	eastern	eastern	ADJ
dad-10732	11	30	scholar	scholar	NOUN
dad-10732	11	31	)	)	PUNCT
dad-10732	11	32	at	at	ADP
dad-10732	11	33	shanghai	shanghai	PROPN
dad-10732	11	34	institutions	institution	NOUN
dad-10732	11	35	of	of	ADP
dad-10732	11	36	higher	high	ADJ
dad-10732	11	37	learning	learning	NOUN
dad-10732	11	38	and	and	CCONJ
dad-10732	11	39	the	the	DET
dad-10732	11	40	china	china	PROPN
dad-10732	11	41	nsfc	nsfc	PROPN
dad-10732	11	42	project	project	NOUN
dad-10732	11	43	no	no	NOUN
dad-10732	11	44	.	.	PUNCT
dad-10732	11	45	61222208	61222208	NUM
dad-10732	11	46	.	.	PUNCT
dad-10732	12	1	†.	†.	VERB
dad-10732	12	2	corresponding	correspond	VERB
dad-10732	12	3	author	author	NOUN
dad-10732	12	4	c	c	PROPN
dad-10732	12	5	©	©	PROPN
dad-10732	12	6	2016	2016	NUM
dad-10732	12	7	kai	kai	PROPN
dad-10732	12	8	sun	sun	PROPN
dad-10732	12	9	,	,	PUNCT
dad-10732	12	10	qizhe	qizhe	PROPN
dad-10732	12	11	xie	xie	PROPN
dad-10732	12	12	,	,	PUNCT
dad-10732	12	13	and	and	CCONJ
dad-10732	12	14	kai	kai	PROPN
dad-10732	12	15	yu	yu	PROPN
dad-10732	12	16	this	this	PRON
dad-10732	12	17	is	be	AUX
dad-10732	12	18	an	an	DET
dad-10732	12	19	open	open	ADJ
dad-10732	12	20	-	-	PUNCT
dad-10732	12	21	access	access	NOUN
dad-10732	12	22	article	article	NOUN
dad-10732	12	23	distributed	distribute	VERB
dad-10732	12	24	under	under	ADP
dad-10732	12	25	the	the	DET
dad-10732	12	26	terms	term	NOUN
dad-10732	12	27	of	of	ADP
dad-10732	12	28	a	a	DET
dad-10732	12	29	creative	creative	ADJ
dad-10732	12	30	commons	common	NOUN
dad-10732	12	31	attribution	attribution	NOUN
dad-10732	12	32	license	license	NOUN
dad-10732	12	33	(	(	PUNCT
dad-10732	12	34	http	http	NOUN
dad-10732	12	35	:	:	PUNCT
dad-10732	12	36	//creativecommons.org	//creativecommons.org	SYM
dad-10732	12	37	/	/	SYM
dad-10732	12	38	licenses	license	NOUN
dad-10732	12	39	/	/	SYM
dad-10732	12	40	by/3.0/	by/3.0/	NOUN
dad-10732	12	41	)	)	PUNCT
dad-10732	12	42	.	.	PUNCT
dad-10732	13	1	sun	sun	PROPN
dad-10732	13	2	,	,	PUNCT
dad-10732	13	3	xie	xie	PROPN
dad-10732	13	4	and	and	CCONJ
dad-10732	13	5	yu	yu	PROPN
dad-10732	13	6	understanding	understanding	NOUN
dad-10732	13	7	(	(	PUNCT
dad-10732	13	8	slu	slu	NOUN
dad-10732	13	9	)	)	PUNCT
dad-10732	13	10	,	,	PUNCT
dad-10732	13	11	with	with	ADP
dad-10732	13	12	which	which	PRON
dad-10732	13	13	the	the	DET
dad-10732	13	14	user	user	NOUN
dad-10732	13	15	speech	speech	NOUN
dad-10732	13	16	is	be	AUX
dad-10732	13	17	converted	convert	VERB
dad-10732	13	18	into	into	ADP
dad-10732	13	19	text	text	NOUN
dad-10732	13	20	and	and	CCONJ
dad-10732	13	21	semantics	semantic	NOUN
dad-10732	13	22	-	-	PUNCT
dad-10732	13	23	level	level	NOUN
dad-10732	13	24	user	user	NOUN
dad-10732	13	25	dialogue	dialogue	NOUN
dad-10732	13	26	acts	act	NOUN
dad-10732	13	27	are	be	AUX
dad-10732	13	28	extracted	extract	VERB
dad-10732	13	29	.	.	PUNCT
dad-10732	14	1	once	once	SCONJ
dad-10732	14	2	the	the	DET
dad-10732	14	3	user	user	NOUN
dad-10732	14	4	dialogue	dialogue	NOUN
dad-10732	14	5	acts	act	NOUN
dad-10732	14	6	are	be	AUX
dad-10732	14	7	received	receive	VERB
dad-10732	14	8	,	,	PUNCT
dad-10732	14	9	the	the	DET
dad-10732	14	10	control	control	NOUN
dad-10732	14	11	module	module	NOUN
dad-10732	14	12	,	,	PUNCT
dad-10732	14	13	also	also	ADV
dad-10732	14	14	called	call	VERB
dad-10732	14	15	dialogue	dialogue	NOUN
dad-10732	14	16	management	management	NOUN
dad-10732	14	17	accomplishes	accomplish	VERB
dad-10732	14	18	two	two	NUM
dad-10732	14	19	missions	mission	NOUN
dad-10732	14	20	.	.	PUNCT
dad-10732	15	1	one	one	NUM
dad-10732	15	2	mission	mission	NOUN
dad-10732	15	3	is	be	AUX
dad-10732	15	4	called	call	VERB
dad-10732	15	5	dialogue	dialogue	NOUN
dad-10732	15	6	state	state	NOUN
dad-10732	15	7	tracking	tracking	NOUN
dad-10732	15	8	(	(	PUNCT
dad-10732	15	9	dst	dst	PROPN
dad-10732	15	10	)	)	PUNCT
dad-10732	15	11	,	,	PUNCT
dad-10732	15	12	which	which	PRON
dad-10732	15	13	is	be	AUX
dad-10732	15	14	a	a	DET
dad-10732	15	15	process	process	NOUN
dad-10732	15	16	to	to	PART
dad-10732	15	17	estimate	estimate	VERB
dad-10732	15	18	the	the	DET
dad-10732	15	19	distribution	distribution	NOUN
dad-10732	15	20	of	of	ADP
dad-10732	15	21	the	the	DET
dad-10732	15	22	dialogue	dialogue	NOUN
dad-10732	15	23	states	state	NOUN
dad-10732	15	24	,	,	PUNCT
dad-10732	15	25	an	an	DET
dad-10732	15	26	encoding	encoding	NOUN
dad-10732	15	27	of	of	ADP
dad-10732	15	28	the	the	DET
dad-10732	15	29	machine	machine	NOUN
dad-10732	15	30	’s	’s	PART
dad-10732	15	31	understanding	understanding	NOUN
dad-10732	15	32	about	about	ADP
dad-10732	15	33	the	the	DET
dad-10732	15	34	conversion	conversion	NOUN
dad-10732	15	35	as	as	SCONJ
dad-10732	15	36	a	a	DET
dad-10732	15	37	dialogue	dialogue	NOUN
dad-10732	15	38	progresses	progress	VERB
dad-10732	15	39	.	.	PUNCT
dad-10732	16	1	another	another	DET
dad-10732	16	2	mission	mission	NOUN
dad-10732	16	3	is	be	AUX
dad-10732	16	4	to	to	PART
dad-10732	16	5	choose	choose	VERB
dad-10732	16	6	semantics	semantic	NOUN
dad-10732	16	7	-	-	PUNCT
dad-10732	16	8	level	level	NOUN
dad-10732	16	9	machine	machine	NOUN
dad-10732	16	10	dialogue	dialogue	NOUN
dad-10732	16	11	acts	act	VERB
dad-10732	16	12	to	to	PART
dad-10732	16	13	direct	direct	VERB
dad-10732	16	14	the	the	DET
dad-10732	16	15	dialogue	dialogue	NOUN
dad-10732	16	16	given	give	VERB
dad-10732	16	17	the	the	DET
dad-10732	16	18	information	information	NOUN
dad-10732	16	19	of	of	ADP
dad-10732	16	20	the	the	DET
dad-10732	16	21	dialogue	dialogue	NOUN
dad-10732	16	22	state	state	NOUN
dad-10732	16	23	,	,	PUNCT
dad-10732	16	24	referred	refer	VERB
dad-10732	16	25	to	to	ADP
dad-10732	16	26	as	as	ADP
dad-10732	16	27	dialogue	dialogue	NOUN
dad-10732	16	28	decision	decision	NOUN
dad-10732	16	29	making	making	NOUN
dad-10732	16	30	.	.	PUNCT
dad-10732	17	1	the	the	DET
dad-10732	17	2	output	output	NOUN
dad-10732	17	3	module	module	NOUN
dad-10732	17	4	converts	convert	VERB
dad-10732	17	5	the	the	DET
dad-10732	17	6	machine	machine	NOUN
dad-10732	17	7	acts	act	VERB
dad-10732	17	8	into	into	ADP
dad-10732	17	9	text	text	NOUN
dad-10732	17	10	via	via	ADP
dad-10732	17	11	natural	natural	ADJ
dad-10732	17	12	language	language	NOUN
dad-10732	17	13	generation	generation	NOUN
dad-10732	17	14	and	and	CCONJ
dad-10732	17	15	generates	generate	VERB
dad-10732	17	16	speech	speech	NOUN
dad-10732	17	17	according	accord	VERB
dad-10732	17	18	to	to	ADP
dad-10732	17	19	the	the	DET
dad-10732	17	20	text	text	NOUN
dad-10732	17	21	via	via	ADP
dad-10732	17	22	text	text	NOUN
dad-10732	17	23	-	-	PUNCT
dad-10732	17	24	tospeech	tospeech	NOUN
dad-10732	17	25	synthesis	synthesis	NOUN
dad-10732	17	26	.	.	PUNCT
dad-10732	18	1	dialogue	dialogue	NOUN
dad-10732	18	2	management	management	NOUN
dad-10732	18	3	is	be	AUX
dad-10732	18	4	the	the	DET
dad-10732	18	5	core	core	NOUN
dad-10732	18	6	of	of	ADP
dad-10732	18	7	a	a	DET
dad-10732	18	8	sds	sds	NOUN
dad-10732	18	9	.	.	PUNCT
dad-10732	19	1	traditionally	traditionally	ADV
dad-10732	19	2	,	,	PUNCT
dad-10732	19	3	dialogue	dialogue	NOUN
dad-10732	19	4	states	state	NOUN
dad-10732	19	5	are	be	AUX
dad-10732	19	6	assumed	assume	VERB
dad-10732	19	7	to	to	PART
dad-10732	19	8	be	be	AUX
dad-10732	19	9	observable	observable	ADJ
dad-10732	19	10	and	and	CCONJ
dad-10732	19	11	hand	hand	NOUN
dad-10732	19	12	-	-	PUNCT
dad-10732	19	13	crafted	craft	VERB
dad-10732	19	14	rules	rule	NOUN
dad-10732	19	15	are	be	AUX
dad-10732	19	16	employed	employ	VERB
dad-10732	19	17	for	for	ADP
dad-10732	19	18	dialogue	dialogue	NOUN
dad-10732	19	19	management	management	NOUN
dad-10732	19	20	in	in	ADP
dad-10732	19	21	most	most	ADJ
dad-10732	19	22	commercial	commercial	ADJ
dad-10732	19	23	sdss	sdss	NOUN
dad-10732	19	24	.	.	PUNCT
dad-10732	20	1	however	however	ADV
dad-10732	20	2	,	,	PUNCT
dad-10732	20	3	because	because	SCONJ
dad-10732	20	4	of	of	ADP
dad-10732	20	5	unpredictable	unpredictable	ADJ
dad-10732	20	6	user	user	NOUN
dad-10732	20	7	behaviour	behaviour	NOUN
dad-10732	20	8	,	,	PUNCT
dad-10732	20	9	inevitable	inevitable	ADJ
dad-10732	20	10	asr	asr	NOUN
dad-10732	20	11	and	and	CCONJ
dad-10732	20	12	slu	slu	NOUN
dad-10732	20	13	errors	error	NOUN
dad-10732	20	14	,	,	PUNCT
dad-10732	20	15	dialogue	dialogue	NOUN
dad-10732	20	16	state	state	NOUN
dad-10732	20	17	tracking	tracking	NOUN
dad-10732	20	18	and	and	CCONJ
dad-10732	20	19	decision	decision	NOUN
dad-10732	20	20	making	making	NOUN
dad-10732	20	21	are	be	AUX
dad-10732	20	22	difficult	difficult	ADJ
dad-10732	20	23	(	(	PUNCT
dad-10732	20	24	williams	williams	PROPN
dad-10732	20	25	and	and	CCONJ
dad-10732	20	26	young	young	ADJ
dad-10732	20	27	,	,	PUNCT
dad-10732	20	28	2007	2007	NUM
dad-10732	20	29	)	)	PUNCT
dad-10732	20	30	.	.	PUNCT
dad-10732	21	1	consequently	consequently	ADV
dad-10732	21	2	,	,	PUNCT
dad-10732	21	3	in	in	ADP
dad-10732	21	4	recent	recent	ADJ
dad-10732	21	5	years	year	NOUN
dad-10732	21	6	,	,	PUNCT
dad-10732	21	7	there	there	PRON
dad-10732	21	8	is	be	VERB
dad-10732	21	9	a	a	DET
dad-10732	21	10	research	research	NOUN
dad-10732	21	11	trend	trend	NOUN
dad-10732	21	12	from	from	ADP
dad-10732	21	13	rule	rule	NOUN
dad-10732	21	14	-	-	PUNCT
dad-10732	21	15	based	base	VERB
dad-10732	21	16	dialogue	dialogue	NOUN
dad-10732	21	17	management	management	NOUN
dad-10732	21	18	towards	towards	ADP
dad-10732	21	19	statistical	statistical	ADJ
dad-10732	21	20	dialogue	dialogue	NOUN
dad-10732	21	21	management	management	NOUN
dad-10732	21	22	.	.	PUNCT
dad-10732	22	1	partially	partially	ADV
dad-10732	22	2	observable	observable	ADJ
dad-10732	22	3	markov	markov	NOUN
dad-10732	22	4	decision	decision	NOUN
dad-10732	22	5	process	process	NOUN
dad-10732	22	6	(	(	PUNCT
dad-10732	22	7	pomdp	pomdp	NOUN
dad-10732	22	8	)	)	PUNCT
dad-10732	22	9	framework	framework	NOUN
dad-10732	22	10	offers	offer	VERB
dad-10732	22	11	a	a	DET
dad-10732	22	12	wellfounded	wellfounded	ADJ
dad-10732	22	13	theory	theory	NOUN
dad-10732	22	14	to	to	ADP
dad-10732	22	15	both	both	PRON
dad-10732	22	16	dialogue	dialogue	NOUN
dad-10732	22	17	state	state	NOUN
dad-10732	22	18	tracking	tracking	NOUN
dad-10732	22	19	and	and	CCONJ
dad-10732	22	20	decision	decision	NOUN
dad-10732	22	21	making	making	NOUN
dad-10732	22	22	in	in	ADP
dad-10732	22	23	statistical	statistical	ADJ
dad-10732	22	24	dialogue	dialogue	NOUN
dad-10732	22	25	management	management	NOUN
dad-10732	22	26	(	(	PUNCT
dad-10732	22	27	roy	roy	PROPN
dad-10732	22	28	et	et	PROPN
dad-10732	22	29	al	al	PROPN
dad-10732	22	30	.	.	PROPN
dad-10732	22	31	,	,	PUNCT
dad-10732	22	32	2000	2000	NUM
dad-10732	22	33	;	;	PUNCT
dad-10732	22	34	zhang	zhang	PROPN
dad-10732	22	35	et	et	PROPN
dad-10732	22	36	al	al	PROPN
dad-10732	22	37	.	.	PROPN
dad-10732	22	38	,	,	PUNCT
dad-10732	22	39	2001	2001	NUM
dad-10732	22	40	;	;	PUNCT
dad-10732	22	41	williams	williams	PROPN
dad-10732	22	42	and	and	CCONJ
dad-10732	22	43	young	young	ADJ
dad-10732	22	44	,	,	PUNCT
dad-10732	22	45	2005	2005	NUM
dad-10732	22	46	,	,	PUNCT
dad-10732	22	47	2007	2007	NUM
dad-10732	22	48	;	;	PUNCT
dad-10732	22	49	thomson	thomson	NOUN
dad-10732	22	50	and	and	CCONJ
dad-10732	22	51	young	young	ADJ
dad-10732	22	52	,	,	PUNCT
dad-10732	22	53	2010	2010	NUM
dad-10732	22	54	;	;	PUNCT
dad-10732	22	55	gašić	gašić	CCONJ
dad-10732	22	56	and	and	CCONJ
dad-10732	22	57	young	young	ADJ
dad-10732	22	58	,	,	PUNCT
dad-10732	22	59	2011	2011	NUM
dad-10732	22	60	;	;	PUNCT
dad-10732	22	61	young	young	PROPN
dad-10732	22	62	et	et	PROPN
dad-10732	22	63	al	al	PROPN
dad-10732	22	64	.	.	PROPN
dad-10732	22	65	,	,	PUNCT
dad-10732	22	66	2010	2010	NUM
dad-10732	22	67	)	)	PUNCT
dad-10732	22	68	.	.	PUNCT
dad-10732	23	1	in	in	ADP
dad-10732	23	2	previous	previous	ADJ
dad-10732	23	3	studies	study	NOUN
dad-10732	23	4	of	of	ADP
dad-10732	23	5	pomdp	pomdp	NOUN
dad-10732	23	6	,	,	PUNCT
dad-10732	23	7	dialogue	dialogue	NOUN
dad-10732	23	8	state	state	NOUN
dad-10732	23	9	tracking	tracking	NOUN
dad-10732	23	10	and	and	CCONJ
dad-10732	23	11	decision	decision	NOUN
dad-10732	23	12	making	making	NOUN
dad-10732	23	13	are	be	AUX
dad-10732	23	14	usually	usually	ADV
dad-10732	23	15	investigated	investigate	VERB
dad-10732	23	16	together	together	ADV
dad-10732	23	17	.	.	PUNCT
dad-10732	24	1	in	in	ADP
dad-10732	24	2	recent	recent	ADJ
dad-10732	24	3	years	year	NOUN
dad-10732	24	4	,	,	PUNCT
dad-10732	24	5	to	to	PART
dad-10732	24	6	advance	advance	VERB
dad-10732	24	7	the	the	DET
dad-10732	24	8	research	research	NOUN
dad-10732	24	9	of	of	ADP
dad-10732	24	10	statistical	statistical	ADJ
dad-10732	24	11	dialogue	dialogue	NOUN
dad-10732	24	12	management	management	NOUN
dad-10732	24	13	,	,	PUNCT
dad-10732	24	14	the	the	DET
dad-10732	24	15	dst	dst	PROPN
dad-10732	24	16	problem	problem	NOUN
dad-10732	24	17	is	be	AUX
dad-10732	24	18	raised	raise	VERB
dad-10732	24	19	out	out	ADP
dad-10732	24	20	of	of	ADP
dad-10732	24	21	the	the	DET
dad-10732	24	22	statistical	statistical	ADJ
dad-10732	24	23	dialogue	dialogue	NOUN
dad-10732	24	24	management	management	NOUN
dad-10732	24	25	framework	framework	NOUN
dad-10732	24	26	so	so	SCONJ
dad-10732	24	27	that	that	SCONJ
dad-10732	24	28	a	a	DET
dad-10732	24	29	bunch	bunch	NOUN
dad-10732	24	30	of	of	ADP
dad-10732	24	31	models	model	NOUN
dad-10732	24	32	can	can	AUX
dad-10732	24	33	be	be	AUX
dad-10732	24	34	investigated	investigate	VERB
dad-10732	24	35	for	for	SCONJ
dad-10732	24	36	dst	dst	PROPN
dad-10732	24	37	.	.	PROPN
dad-10732	24	38	user	user	PROPN
dad-10732	24	39	text	text	NOUN
dad-10732	24	40	-	-	PUNCT
dad-10732	24	41	to	to	ADP
dad-10732	24	42	-	-	PUNCT
dad-10732	24	43	speech	speech	NOUN
dad-10732	24	44	synthesis	synthesis	NOUN
dad-10732	24	45	natural	natural	ADJ
dad-10732	24	46	language	language	NOUN
dad-10732	24	47	generation	generation	NOUN
dad-10732	24	48	automatic	automatic	ADJ
dad-10732	24	49	speech	speech	NOUN
dad-10732	24	50	recognition	recognition	NOUN
dad-10732	24	51	spoken	speak	VERB
dad-10732	24	52	language	language	NOUN
dad-10732	24	53	understanding	understand	VERB
dad-10732	24	54	dialogue	dialogue	NOUN
dad-10732	24	55	manager	manager	NOUN
dad-10732	24	56	dialogue	dialogue	NOUN
dad-10732	24	57	state	state	NOUN
dad-10732	24	58	tracking	tracking	NOUN
dad-10732	24	59	input	input	NOUN
dad-10732	24	60	module	module	NOUN
dad-10732	24	61	control	control	NOUN
dad-10732	24	62	module	module	NOUN
dad-10732	24	63	output	output	NOUN
dad-10732	24	64	module	module	NOUN
dad-10732	24	65	waveforms	waveform	VERB
dad-10732	24	66	waveforms	waveform	VERB
dad-10732	24	67	words	word	NOUN
dad-10732	24	68	words	word	NOUN
dad-10732	24	69	dialogue	dialogue	NOUN
dad-10732	24	70	acts	act	VERB
dad-10732	24	71	dialogue	dialogue	NOUN
dad-10732	24	72	acts	act	NOUN
dad-10732	24	73	figure	figure	VERB
dad-10732	24	74	1	1	NUM
dad-10732	24	75	:	:	PUNCT
dad-10732	24	76	diagram	diagram	NOUN
dad-10732	24	77	of	of	ADP
dad-10732	24	78	a	a	DET
dad-10732	24	79	spoken	spoken	ADJ
dad-10732	24	80	dialogue	dialogue	NOUN
dad-10732	24	81	system	system	NOUN
dad-10732	24	82	(	(	PUNCT
dad-10732	24	83	sds	sds	NOUN
dad-10732	24	84	)	)	PUNCT
dad-10732	24	85	most	most	ADV
dad-10732	24	86	early	early	ADJ
dad-10732	24	87	studies	study	NOUN
dad-10732	24	88	of	of	ADP
dad-10732	24	89	pomdp	pomdp	NOUN
dad-10732	24	90	on	on	ADP
dad-10732	24	91	dst	dst	PROPN
dad-10732	24	92	were	be	AUX
dad-10732	24	93	devoted	devote	VERB
dad-10732	24	94	to	to	ADP
dad-10732	24	95	generative	generative	ADJ
dad-10732	24	96	models	model	NOUN
dad-10732	24	97	(	(	PUNCT
dad-10732	24	98	young	young	ADJ
dad-10732	24	99	et	et	PROPN
dad-10732	24	100	al	al	PROPN
dad-10732	24	101	.	.	PROPN
dad-10732	24	102	,	,	PUNCT
dad-10732	24	103	2010	2010	NUM
dad-10732	24	104	)	)	PUNCT
dad-10732	24	105	,	,	PUNCT
dad-10732	24	106	which	which	PRON
dad-10732	24	107	learn	learn	VERB
dad-10732	24	108	joint	joint	ADJ
dad-10732	24	109	probability	probability	NOUN
dad-10732	24	110	distribution	distribution	NOUN
dad-10732	24	111	over	over	ADP
dad-10732	24	112	observation	observation	NOUN
dad-10732	24	113	and	and	CCONJ
dad-10732	24	114	labels	label	NOUN
dad-10732	24	115	.	.	PUNCT
dad-10732	25	1	fundamental	fundamental	ADJ
dad-10732	25	2	weaknesses	weakness	NOUN
dad-10732	25	3	of	of	ADP
dad-10732	25	4	generative	generative	ADJ
dad-10732	25	5	model	model	NOUN
dad-10732	25	6	was	be	AUX
dad-10732	25	7	revealed	reveal	VERB
dad-10732	25	8	by	by	ADP
dad-10732	25	9	the	the	DET
dad-10732	25	10	result	result	NOUN
dad-10732	25	11	of	of	ADP
dad-10732	25	12	(	(	PUNCT
dad-10732	25	13	williams	williams	PROPN
dad-10732	25	14	,	,	PUNCT
dad-10732	25	15	2012	2012	NUM
dad-10732	25	16	)	)	PUNCT
dad-10732	25	17	.	.	PUNCT
dad-10732	26	1	in	in	ADP
dad-10732	26	2	contrast	contrast	NOUN
dad-10732	26	3	,	,	PUNCT
dad-10732	26	4	discriminative	discriminative	NOUN
dad-10732	26	5	state	state	NOUN
dad-10732	26	6	tracking	tracking	NOUN
dad-10732	26	7	models	model	NOUN
dad-10732	26	8	have	have	AUX
dad-10732	26	9	been	be	AUX
dad-10732	26	10	successfully	successfully	ADV
dad-10732	26	11	used	use	VERB
dad-10732	26	12	for	for	ADP
dad-10732	26	13	sdss	sdss	NOUN
dad-10732	26	14	(	(	PUNCT
dad-10732	26	15	deng	deng	PROPN
dad-10732	26	16	et	et	PROPN
dad-10732	26	17	al	al	PROPN
dad-10732	26	18	.	.	PROPN
dad-10732	26	19	,	,	PUNCT
dad-10732	26	20	2013	2013	NUM
dad-10732	26	21	)	)	PUNCT
dad-10732	26	22	.	.	PUNCT
dad-10732	27	1	compared	compare	VERB
dad-10732	27	2	to	to	ADP
dad-10732	27	3	generative	generative	ADJ
dad-10732	27	4	models	model	NOUN
dad-10732	27	5	where	where	SCONJ
dad-10732	27	6	assumptions	assumption	VERB
dad-10732	27	7	about	about	ADP
dad-10732	27	8	probabilistic	probabilistic	ADJ
dad-10732	27	9	dependencies	dependency	NOUN
dad-10732	27	10	of	of	ADP
dad-10732	27	11	features	feature	NOUN
dad-10732	27	12	are	be	AUX
dad-10732	27	13	usually	usually	ADV
dad-10732	27	14	needed	need	VERB
dad-10732	27	15	,	,	PUNCT
dad-10732	27	16	discriminative	discriminative	NOUN
dad-10732	27	17	models	model	NOUN
dad-10732	27	18	directly	directly	ADV
dad-10732	27	19	model	model	VERB
dad-10732	27	20	probability	probability	NOUN
dad-10732	27	21	distribution	distribution	NOUN
dad-10732	27	22	of	of	ADP
dad-10732	27	23	labels	label	NOUN
dad-10732	27	24	given	give	VERB
dad-10732	27	25	observation	observation	NOUN
dad-10732	27	26	,	,	PUNCT
dad-10732	27	27	enabling	enable	VERB
dad-10732	27	28	rich	rich	ADJ
dad-10732	27	29	features	feature	NOUN
dad-10732	27	30	to	to	PART
dad-10732	27	31	be	be	AUX
dad-10732	27	32	incorporated	incorporate	VERB
dad-10732	27	33	.	.	PUNCT
dad-10732	28	1	the	the	DET
dad-10732	28	2	results	result	NOUN
dad-10732	28	3	of	of	ADP
dad-10732	28	4	the	the	DET
dad-10732	28	5	dialog	dialog	NOUN
dad-10732	28	6	state	state	NOUN
dad-10732	28	7	tracking	tracking	NOUN
dad-10732	28	8	challenge	challenge	NOUN
dad-10732	28	9	(	(	PUNCT
dad-10732	28	10	dstc	dstc	NOUN
dad-10732	28	11	)	)	PUNCT
dad-10732	28	12	(	(	PUNCT
dad-10732	28	13	williams	williams	PROPN
dad-10732	28	14	et	et	PROPN
dad-10732	28	15	al	al	PROPN
dad-10732	28	16	.	.	PROPN
dad-10732	28	17	,	,	PUNCT
dad-10732	28	18	2013	2013	NUM
dad-10732	28	19	;	;	PUNCT
dad-10732	28	20	henderson	henderson	PROPN
dad-10732	28	21	et	et	PROPN
dad-10732	28	22	al	al	PROPN
dad-10732	28	23	.	.	PROPN
dad-10732	28	24	,	,	PUNCT
dad-10732	28	25	2014b	2014b	NUM
dad-10732	28	26	,	,	PUNCT
dad-10732	28	27	a	a	PRON
dad-10732	28	28	)	)	PUNCT
dad-10732	28	29	further	far	ADV
dad-10732	28	30	demonstrated	demonstrate	VERB
dad-10732	28	31	the	the	DET
dad-10732	28	32	power	power	NOUN
dad-10732	28	33	of	of	ADP
dad-10732	28	34	discriminative	discriminative	NOUN
dad-10732	28	35	statisti66	statisti66	NOUN
dad-10732	28	36	recurrent	recurrent	ADJ
dad-10732	28	37	polynomial	polynomial	ADJ
dad-10732	28	38	network	network	NOUN
dad-10732	28	39	for	for	ADP
dad-10732	28	40	dialogue	dialogue	NOUN
dad-10732	28	41	state	state	NOUN
dad-10732	28	42	tracking	track	VERB
dad-10732	28	43	cal	cal	ADJ
dad-10732	28	44	models	model	NOUN
dad-10732	28	45	,	,	PUNCT
dad-10732	28	46	such	such	ADJ
dad-10732	28	47	as	as	ADP
dad-10732	28	48	maximum	maximum	ADJ
dad-10732	28	49	entropy	entropy	NOUN
dad-10732	28	50	(	(	PUNCT
dad-10732	28	51	maxent	maxent	NOUN
dad-10732	28	52	)	)	PUNCT
dad-10732	28	53	(	(	PUNCT
dad-10732	28	54	lee	lee	PROPN
dad-10732	28	55	and	and	CCONJ
dad-10732	28	56	eskenazi	eskenazi	ADJ
dad-10732	28	57	,	,	PUNCT
dad-10732	28	58	2013	2013	NUM
dad-10732	28	59	)	)	PUNCT
dad-10732	28	60	,	,	PUNCT
dad-10732	28	61	conditional	conditional	ADJ
dad-10732	28	62	random	random	ADJ
dad-10732	28	63	field	field	NOUN
dad-10732	28	64	(	(	PUNCT
dad-10732	28	65	lee	lee	PROPN
dad-10732	28	66	,	,	PUNCT
dad-10732	28	67	2013	2013	NUM
dad-10732	28	68	)	)	PUNCT
dad-10732	28	69	,	,	PUNCT
dad-10732	28	70	deep	deep	ADJ
dad-10732	28	71	neural	neural	ADJ
dad-10732	28	72	network	network	NOUN
dad-10732	28	73	(	(	PUNCT
dad-10732	28	74	dnn	dnn	PROPN
dad-10732	28	75	)	)	PUNCT
dad-10732	28	76	(	(	PUNCT
dad-10732	28	77	sun	sun	PROPN
dad-10732	28	78	et	et	PROPN
dad-10732	28	79	al	al	PROPN
dad-10732	28	80	.	.	PROPN
dad-10732	28	81	,	,	PUNCT
dad-10732	28	82	2014a	2014a	NUM
dad-10732	28	83	)	)	PUNCT
dad-10732	28	84	,	,	PUNCT
dad-10732	28	85	and	and	CCONJ
dad-10732	28	86	recurrent	recurrent	ADJ
dad-10732	28	87	neural	neural	ADJ
dad-10732	28	88	network	network	NOUN
dad-10732	28	89	(	(	PUNCT
dad-10732	28	90	rnn	rnn	PROPN
dad-10732	28	91	)	)	PUNCT
dad-10732	28	92	(	(	PUNCT
dad-10732	28	93	henderson	henderson	PROPN
dad-10732	28	94	et	et	PROPN
dad-10732	28	95	al	al	PROPN
dad-10732	28	96	.	.	PROPN
dad-10732	28	97	,	,	PUNCT
dad-10732	28	98	2014d	2014d	NUM
dad-10732	28	99	)	)	PUNCT
dad-10732	28	100	.	.	PUNCT
dad-10732	29	1	in	in	ADP
dad-10732	29	2	addition	addition	NOUN
dad-10732	29	3	to	to	ADP
dad-10732	29	4	discriminative	discriminative	VERB
dad-10732	29	5	statistical	statistical	ADJ
dad-10732	29	6	models	model	NOUN
dad-10732	29	7	,	,	PUNCT
dad-10732	29	8	discriminative	discriminative	NOUN
dad-10732	29	9	rule	rule	NOUN
dad-10732	29	10	-	-	PUNCT
dad-10732	29	11	based	base	VERB
dad-10732	29	12	models	model	NOUN
dad-10732	29	13	have	have	AUX
dad-10732	29	14	also	also	ADV
dad-10732	29	15	been	be	AUX
dad-10732	29	16	investigated	investigate	VERB
dad-10732	29	17	for	for	ADP
dad-10732	29	18	dst	dst	NOUN
dad-10732	29	19	due	due	ADP
dad-10732	29	20	to	to	ADP
dad-10732	29	21	their	their	PRON
dad-10732	29	22	efficiency	efficiency	NOUN
dad-10732	29	23	,	,	PUNCT
dad-10732	29	24	portability	portability	NOUN
dad-10732	29	25	and	and	CCONJ
dad-10732	29	26	interpretability	interpretability	NOUN
dad-10732	29	27	and	and	CCONJ
dad-10732	29	28	some	some	PRON
dad-10732	29	29	of	of	ADP
dad-10732	29	30	them	they	PRON
dad-10732	29	31	showed	show	VERB
dad-10732	29	32	good	good	ADJ
dad-10732	29	33	performance	performance	NOUN
dad-10732	29	34	and	and	CCONJ
dad-10732	29	35	generalisation	generalisation	NOUN
dad-10732	29	36	ability	ability	NOUN
dad-10732	29	37	in	in	ADP
dad-10732	29	38	dstc	dstc	NOUN
dad-10732	29	39	(	(	PUNCT
dad-10732	29	40	zilka	zilka	NOUN
dad-10732	29	41	et	et	PROPN
dad-10732	29	42	al	al	PROPN
dad-10732	29	43	.	.	PROPN
dad-10732	29	44	,	,	PUNCT
dad-10732	29	45	2013	2013	NUM
dad-10732	29	46	;	;	PUNCT
dad-10732	29	47	wang	wang	PROPN
dad-10732	29	48	and	and	CCONJ
dad-10732	29	49	lemon	lemon	PROPN
dad-10732	29	50	,	,	PUNCT
dad-10732	29	51	2013	2013	NUM
dad-10732	29	52	)	)	PUNCT
dad-10732	29	53	.	.	PUNCT
dad-10732	30	1	however	however	ADV
dad-10732	30	2	,	,	PUNCT
dad-10732	30	3	both	both	DET
dad-10732	30	4	rule	rule	NOUN
dad-10732	30	5	-	-	PUNCT
dad-10732	30	6	based	base	VERB
dad-10732	30	7	and	and	CCONJ
dad-10732	30	8	statistical	statistical	ADJ
dad-10732	30	9	approaches	approach	NOUN
dad-10732	30	10	have	have	VERB
dad-10732	30	11	some	some	DET
dad-10732	30	12	disadvantages	disadvantage	NOUN
dad-10732	30	13	.	.	PUNCT
dad-10732	31	1	statistical	statistical	ADJ
dad-10732	31	2	approaches	approach	NOUN
dad-10732	31	3	have	have	AUX
dad-10732	31	4	shown	show	VERB
dad-10732	31	5	large	large	ADJ
dad-10732	31	6	variation	variation	NOUN
dad-10732	31	7	in	in	ADP
dad-10732	31	8	performance	performance	NOUN
dad-10732	31	9	and	and	CCONJ
dad-10732	31	10	poor	poor	ADJ
dad-10732	31	11	generalisation	generalisation	NOUN
dad-10732	31	12	ability	ability	NOUN
dad-10732	31	13	due	due	ADP
dad-10732	31	14	to	to	ADP
dad-10732	31	15	the	the	DET
dad-10732	31	16	lack	lack	NOUN
dad-10732	31	17	of	of	ADP
dad-10732	31	18	data	datum	NOUN
dad-10732	31	19	(	(	PUNCT
dad-10732	31	20	williams	williams	PROPN
dad-10732	31	21	,	,	PUNCT
dad-10732	31	22	2012	2012	NUM
dad-10732	31	23	)	)	PUNCT
dad-10732	31	24	.	.	PUNCT
dad-10732	32	1	moreover	moreover	ADV
dad-10732	32	2	,	,	PUNCT
dad-10732	32	3	statistical	statistical	ADJ
dad-10732	32	4	models	model	NOUN
dad-10732	32	5	usually	usually	ADV
dad-10732	32	6	have	have	VERB
dad-10732	32	7	more	more	ADJ
dad-10732	32	8	complex	complex	ADJ
dad-10732	32	9	model	model	NOUN
dad-10732	32	10	structure	structure	NOUN
dad-10732	32	11	and	and	CCONJ
dad-10732	32	12	features	feature	NOUN
dad-10732	32	13	than	than	ADP
dad-10732	32	14	rule	rule	NOUN
dad-10732	32	15	-	-	PUNCT
dad-10732	32	16	based	base	VERB
dad-10732	32	17	models	model	NOUN
dad-10732	32	18	,	,	PUNCT
dad-10732	32	19	and	and	CCONJ
dad-10732	32	20	thus	thus	ADV
dad-10732	32	21	can	can	AUX
dad-10732	32	22	hardly	hardly	ADV
dad-10732	32	23	achieve	achieve	VERB
dad-10732	32	24	efficiency	efficiency	NOUN
dad-10732	32	25	,	,	PUNCT
dad-10732	32	26	portability	portability	NOUN
dad-10732	32	27	and	and	CCONJ
dad-10732	32	28	interpretability	interpretability	NOUN
dad-10732	32	29	as	as	ADP
dad-10732	32	30	rule	rule	NOUN
dad-10732	32	31	-	-	PUNCT
dad-10732	32	32	based	base	VERB
dad-10732	32	33	models	model	NOUN
dad-10732	32	34	.	.	PUNCT
dad-10732	33	1	as	as	ADP
dad-10732	33	2	for	for	ADP
dad-10732	33	3	rule	rule	NOUN
dad-10732	33	4	-	-	PUNCT
dad-10732	33	5	based	base	VERB
dad-10732	33	6	models	model	NOUN
dad-10732	33	7	,	,	PUNCT
dad-10732	33	8	their	their	PRON
dad-10732	33	9	performance	performance	NOUN
dad-10732	33	10	is	be	AUX
dad-10732	33	11	usually	usually	ADV
dad-10732	33	12	not	not	PART
dad-10732	33	13	competitive	competitive	ADJ
dad-10732	33	14	to	to	ADP
dad-10732	33	15	the	the	DET
dad-10732	33	16	best	good	ADJ
dad-10732	33	17	data	data	NOUN
dad-10732	33	18	-	-	PUNCT
dad-10732	33	19	driven	drive	VERB
dad-10732	33	20	statistical	statistical	ADJ
dad-10732	33	21	approaches	approach	NOUN
dad-10732	33	22	.	.	PUNCT
dad-10732	34	1	additionally	additionally	ADV
dad-10732	34	2	,	,	PUNCT
dad-10732	34	3	since	since	SCONJ
dad-10732	34	4	they	they	PRON
dad-10732	34	5	require	require	VERB
dad-10732	34	6	lots	lot	NOUN
dad-10732	34	7	of	of	ADP
dad-10732	34	8	expert	expert	ADJ
dad-10732	34	9	knowledge	knowledge	NOUN
dad-10732	34	10	and	and	CCONJ
dad-10732	34	11	there	there	PRON
dad-10732	34	12	is	be	VERB
dad-10732	34	13	no	no	DET
dad-10732	34	14	general	general	ADJ
dad-10732	34	15	way	way	NOUN
dad-10732	34	16	to	to	PART
dad-10732	34	17	design	design	VERB
dad-10732	34	18	rule	rule	NOUN
dad-10732	34	19	-	-	PUNCT
dad-10732	34	20	based	base	VERB
dad-10732	34	21	models	model	NOUN
dad-10732	34	22	with	with	ADP
dad-10732	34	23	prior	prior	ADJ
dad-10732	34	24	knowledge	knowledge	NOUN
dad-10732	34	25	,	,	PUNCT
dad-10732	34	26	they	they	PRON
dad-10732	34	27	are	be	AUX
dad-10732	34	28	typically	typically	ADV
dad-10732	34	29	difficult	difficult	ADJ
dad-10732	34	30	to	to	PART
dad-10732	34	31	design	design	VERB
dad-10732	34	32	and	and	CCONJ
dad-10732	34	33	maintain	maintain	VERB
dad-10732	34	34	.	.	PUNCT
dad-10732	35	1	furthermore	furthermore	ADV
dad-10732	35	2	,	,	PUNCT
dad-10732	35	3	there	there	PRON
dad-10732	35	4	lacks	lack	VERB
dad-10732	35	5	a	a	DET
dad-10732	35	6	way	way	NOUN
dad-10732	35	7	to	to	PART
dad-10732	35	8	improve	improve	VERB
dad-10732	35	9	their	their	PRON
dad-10732	35	10	performance	performance	NOUN
dad-10732	35	11	when	when	SCONJ
dad-10732	35	12	training	training	NOUN
dad-10732	35	13	data	datum	NOUN
dad-10732	35	14	are	be	AUX
dad-10732	35	15	available	available	ADJ
dad-10732	35	16	.	.	PUNCT
dad-10732	36	1	recent	recent	ADJ
dad-10732	36	2	studies	study	NOUN
dad-10732	36	3	on	on	ADP
dad-10732	36	4	constrained	constrained	ADJ
dad-10732	36	5	markov	markov	NOUN
dad-10732	36	6	bayesian	bayesian	NOUN
dad-10732	36	7	polynomial	polynomial	NOUN
dad-10732	36	8	(	(	PUNCT
dad-10732	36	9	cmbp	cmbp	NOUN
dad-10732	36	10	)	)	PUNCT
dad-10732	36	11	framework	framework	NOUN
dad-10732	36	12	take	take	VERB
dad-10732	36	13	the	the	DET
dad-10732	36	14	first	first	ADJ
dad-10732	36	15	step	step	NOUN
dad-10732	36	16	towards	towards	ADP
dad-10732	36	17	bridging	bridge	VERB
dad-10732	36	18	the	the	DET
dad-10732	36	19	gap	gap	NOUN
dad-10732	36	20	between	between	ADP
dad-10732	36	21	rule	rule	NOUN
dad-10732	36	22	-	-	PUNCT
dad-10732	36	23	based	base	VERB
dad-10732	36	24	and	and	CCONJ
dad-10732	36	25	data	data	NOUN
dad-10732	36	26	-	-	PUNCT
dad-10732	36	27	driven	drive	VERB
dad-10732	36	28	approaches	approach	NOUN
dad-10732	36	29	for	for	ADP
dad-10732	36	30	dst	dst	PROPN
dad-10732	36	31	(	(	PUNCT
dad-10732	36	32	sun	sun	PROPN
dad-10732	36	33	et	et	PROPN
dad-10732	36	34	al	al	PROPN
dad-10732	36	35	.	.	PROPN
dad-10732	36	36	,	,	PUNCT
dad-10732	36	37	2014b	2014b	NUM
dad-10732	36	38	;	;	PUNCT
dad-10732	36	39	yu	yu	PROPN
dad-10732	36	40	et	et	PROPN
dad-10732	36	41	al	al	PROPN
dad-10732	36	42	.	.	PROPN
dad-10732	36	43	,	,	PUNCT
dad-10732	36	44	2015	2015	NUM
dad-10732	36	45	)	)	PUNCT
dad-10732	36	46	.	.	PUNCT
dad-10732	37	1	cmbp	cmbp	PROPN
dad-10732	37	2	formulate	formulate	VERB
dad-10732	37	3	rule	rule	NOUN
dad-10732	37	4	-	-	PUNCT
dad-10732	37	5	based	base	VERB
dad-10732	37	6	dst	dst	NOUN
dad-10732	37	7	in	in	ADP
dad-10732	37	8	a	a	DET
dad-10732	37	9	general	general	ADJ
dad-10732	37	10	way	way	NOUN
dad-10732	37	11	and	and	CCONJ
dad-10732	37	12	allow	allow	VERB
dad-10732	37	13	data	data	NOUN
dad-10732	37	14	-	-	PUNCT
dad-10732	37	15	driven	drive	VERB
dad-10732	37	16	rules	rule	NOUN
dad-10732	37	17	to	to	PART
dad-10732	37	18	be	be	AUX
dad-10732	37	19	generated	generate	VERB
dad-10732	37	20	.	.	PUNCT
dad-10732	38	1	concretely	concretely	ADV
dad-10732	38	2	,	,	PUNCT
dad-10732	38	3	in	in	ADP
dad-10732	38	4	the	the	DET
dad-10732	38	5	cmbp	cmbp	NOUN
dad-10732	38	6	framework	framework	NOUN
dad-10732	38	7	,	,	PUNCT
dad-10732	38	8	dst	dst	NOUN
dad-10732	38	9	models	model	NOUN
dad-10732	38	10	are	be	AUX
dad-10732	38	11	defined	define	VERB
dad-10732	38	12	as	as	ADP
dad-10732	38	13	polynomial	polynomial	ADJ
dad-10732	38	14	functions	function	NOUN
dad-10732	38	15	of	of	ADP
dad-10732	38	16	a	a	DET
dad-10732	38	17	set	set	NOUN
dad-10732	38	18	of	of	ADP
dad-10732	38	19	features	feature	NOUN
dad-10732	38	20	whose	whose	DET
dad-10732	38	21	coefficients	coefficient	NOUN
dad-10732	38	22	are	be	AUX
dad-10732	38	23	integer	integer	NOUN
dad-10732	38	24	and	and	CCONJ
dad-10732	38	25	satisfy	satisfy	VERB
dad-10732	38	26	a	a	DET
dad-10732	38	27	set	set	NOUN
dad-10732	38	28	of	of	ADP
dad-10732	38	29	constraints	constraint	NOUN
dad-10732	38	30	where	where	SCONJ
dad-10732	38	31	prior	prior	ADJ
dad-10732	38	32	knowledge	knowledge	NOUN
dad-10732	38	33	is	be	AUX
dad-10732	38	34	encoded	encode	VERB
dad-10732	38	35	.	.	PUNCT
dad-10732	39	1	the	the	DET
dad-10732	39	2	optimal	optimal	ADJ
dad-10732	39	3	dst	dst	NOUN
dad-10732	39	4	model	model	NOUN
dad-10732	39	5	is	be	AUX
dad-10732	39	6	selected	select	VERB
dad-10732	39	7	by	by	ADP
dad-10732	39	8	evaluating	evaluate	VERB
dad-10732	39	9	each	each	DET
dad-10732	39	10	model	model	NOUN
dad-10732	39	11	on	on	ADP
dad-10732	39	12	training	training	NOUN
dad-10732	39	13	data	datum	NOUN
dad-10732	39	14	.	.	PUNCT
dad-10732	40	1	yu	yu	PROPN
dad-10732	40	2	et	et	PROPN
dad-10732	40	3	al	al	PROPN
dad-10732	40	4	.	.	PROPN
dad-10732	41	1	(	(	PUNCT
dad-10732	41	2	2015	2015	NUM
dad-10732	41	3	)	)	PUNCT
dad-10732	41	4	further	far	ADV
dad-10732	41	5	extended	extend	VERB
dad-10732	41	6	cmbp	cmbp	NOUN
dad-10732	41	7	to	to	ADP
dad-10732	41	8	real	real	ADJ
dad-10732	41	9	-	-	PUNCT
dad-10732	41	10	coefficient	coefficient	NOUN
dad-10732	41	11	polynomial	polynomial	NOUN
dad-10732	41	12	where	where	SCONJ
dad-10732	41	13	the	the	DET
dad-10732	41	14	real	real	ADJ
dad-10732	41	15	coefficients	coefficient	NOUN
dad-10732	41	16	can	can	AUX
dad-10732	41	17	be	be	AUX
dad-10732	41	18	estimated	estimate	VERB
dad-10732	41	19	by	by	ADP
dad-10732	41	20	optimizing	optimize	VERB
dad-10732	41	21	the	the	DET
dad-10732	41	22	dst	dst	NOUN
dad-10732	41	23	performance	performance	NOUN
dad-10732	41	24	on	on	ADP
dad-10732	41	25	training	training	NOUN
dad-10732	41	26	data	datum	NOUN
dad-10732	41	27	using	use	VERB
dad-10732	41	28	grid	grid	NOUN
dad-10732	41	29	search	search	NOUN
dad-10732	41	30	.	.	PUNCT
dad-10732	42	1	cmbp	cmbp	PROPN
dad-10732	42	2	offers	offer	VERB
dad-10732	42	3	a	a	DET
dad-10732	42	4	way	way	NOUN
dad-10732	42	5	to	to	PART
dad-10732	42	6	improve	improve	VERB
dad-10732	42	7	the	the	DET
dad-10732	42	8	performance	performance	NOUN
dad-10732	42	9	when	when	SCONJ
dad-10732	42	10	training	training	NOUN
dad-10732	42	11	data	datum	NOUN
dad-10732	42	12	are	be	AUX
dad-10732	42	13	available	available	ADJ
dad-10732	42	14	and	and	CCONJ
dad-10732	42	15	achieves	achieve	VERB
dad-10732	42	16	competitive	competitive	ADJ
dad-10732	42	17	performance	performance	NOUN
dad-10732	42	18	to	to	ADP
dad-10732	42	19	the	the	DET
dad-10732	42	20	state	state	NOUN
dad-10732	42	21	-	-	PUNCT
dad-10732	42	22	of	of	ADP
dad-10732	42	23	-	-	PUNCT
dad-10732	42	24	the	the	DET
dad-10732	42	25	-	-	PUNCT
dad-10732	42	26	art	art	NOUN
dad-10732	42	27	data	data	NOUN
dad-10732	42	28	-	-	PUNCT
dad-10732	42	29	driven	drive	VERB
dad-10732	42	30	statistical	statistical	ADJ
dad-10732	42	31	approaches	approach	NOUN
dad-10732	42	32	,	,	PUNCT
dad-10732	42	33	while	while	SCONJ
dad-10732	42	34	at	at	ADP
dad-10732	42	35	the	the	DET
dad-10732	42	36	same	same	ADJ
dad-10732	42	37	time	time	NOUN
dad-10732	42	38	keeping	keep	VERB
dad-10732	42	39	most	most	ADJ
dad-10732	42	40	of	of	ADP
dad-10732	42	41	the	the	DET
dad-10732	42	42	advantages	advantage	NOUN
dad-10732	42	43	of	of	ADP
dad-10732	42	44	rule	rule	NOUN
dad-10732	42	45	-	-	PUNCT
dad-10732	42	46	based	base	VERB
dad-10732	42	47	models	model	NOUN
dad-10732	42	48	.	.	PUNCT
dad-10732	43	1	nevertheless	nevertheless	ADV
dad-10732	43	2	,	,	PUNCT
dad-10732	43	3	adding	add	VERB
dad-10732	43	4	features	feature	NOUN
dad-10732	43	5	to	to	ADP
dad-10732	43	6	cmbp	cmbp	PROPN
dad-10732	43	7	is	be	AUX
dad-10732	43	8	not	not	PART
dad-10732	43	9	as	as	ADV
dad-10732	43	10	easy	easy	ADJ
dad-10732	43	11	as	as	ADP
dad-10732	43	12	to	to	ADP
dad-10732	43	13	most	most	ADJ
dad-10732	43	14	data	data	NOUN
dad-10732	43	15	-	-	PUNCT
dad-10732	43	16	driven	drive	VERB
dad-10732	43	17	statistical	statistical	ADJ
dad-10732	43	18	approaches	approach	NOUN
dad-10732	43	19	because	because	SCONJ
dad-10732	43	20	on	on	ADP
dad-10732	43	21	the	the	DET
dad-10732	43	22	one	one	NUM
dad-10732	43	23	hand	hand	NOUN
dad-10732	43	24	,	,	PUNCT
dad-10732	43	25	the	the	DET
dad-10732	43	26	features	feature	NOUN
dad-10732	43	27	usually	usually	ADV
dad-10732	43	28	need	need	VERB
dad-10732	43	29	to	to	PART
dad-10732	43	30	be	be	AUX
dad-10732	43	31	probability	probability	NOUN
dad-10732	43	32	related	relate	VERB
dad-10732	43	33	features	feature	NOUN
dad-10732	43	34	,	,	PUNCT
dad-10732	43	35	on	on	ADP
dad-10732	43	36	the	the	DET
dad-10732	43	37	other	other	ADJ
dad-10732	43	38	hand	hand	NOUN
dad-10732	43	39	,	,	PUNCT
dad-10732	43	40	additional	additional	ADJ
dad-10732	43	41	prior	prior	ADJ
dad-10732	43	42	knowledge	knowledge	NOUN
dad-10732	43	43	is	be	AUX
dad-10732	43	44	needed	need	VERB
dad-10732	43	45	to	to	PART
dad-10732	43	46	constrain	constrain	VERB
dad-10732	43	47	the	the	DET
dad-10732	43	48	search	search	NOUN
dad-10732	43	49	space	space	NOUN
dad-10732	43	50	.	.	PUNCT
dad-10732	44	1	for	for	ADP
dad-10732	44	2	the	the	DET
dad-10732	44	3	same	same	ADJ
dad-10732	44	4	reason	reason	NOUN
dad-10732	44	5	,	,	PUNCT
dad-10732	44	6	increasing	increase	VERB
dad-10732	44	7	the	the	DET
dad-10732	44	8	model	model	NOUN
dad-10732	44	9	complexity	complexity	NOUN
dad-10732	44	10	,	,	PUNCT
dad-10732	44	11	such	such	ADJ
dad-10732	44	12	as	as	ADP
dad-10732	44	13	by	by	ADP
dad-10732	44	14	using	use	VERB
dad-10732	44	15	higher	high	ADJ
dad-10732	44	16	-	-	PUNCT
dad-10732	44	17	order	order	NOUN
dad-10732	44	18	polynomial	polynomial	NOUN
dad-10732	44	19	,	,	PUNCT
dad-10732	44	20	by	by	ADP
dad-10732	44	21	introducing	introduce	VERB
dad-10732	44	22	hidden	hidden	ADJ
dad-10732	44	23	variables	variable	NOUN
dad-10732	44	24	,	,	PUNCT
dad-10732	44	25	etc	etc	X
dad-10732	44	26	.	.	X
dad-10732	44	27	also	also	ADV
dad-10732	44	28	requires	require	VERB
dad-10732	44	29	additional	additional	ADJ
dad-10732	44	30	suitable	suitable	ADJ
dad-10732	44	31	prior	prior	ADJ
dad-10732	44	32	knowledge	knowledge	NOUN
dad-10732	44	33	to	to	PART
dad-10732	44	34	be	be	AUX
dad-10732	44	35	introduced	introduce	VERB
dad-10732	44	36	to	to	PART
dad-10732	44	37	limit	limit	VERB
dad-10732	44	38	the	the	DET
dad-10732	44	39	search	search	NOUN
dad-10732	44	40	space	space	NOUN
dad-10732	44	41	.	.	PUNCT
dad-10732	45	1	moreover	moreover	ADV
dad-10732	45	2	,	,	PUNCT
dad-10732	45	3	cmbp	cmbp	PROPN
dad-10732	45	4	can	can	AUX
dad-10732	45	5	hardly	hardly	ADV
dad-10732	45	6	fully	fully	ADV
dad-10732	45	7	utilize	utilize	VERB
dad-10732	45	8	the	the	DET
dad-10732	45	9	labelled	label	VERB
dad-10732	45	10	data	datum	NOUN
dad-10732	45	11	because	because	SCONJ
dad-10732	45	12	in	in	ADP
dad-10732	45	13	practice	practice	NOUN
dad-10732	45	14	its	its	PRON
dad-10732	45	15	polynomial	polynomial	ADJ
dad-10732	45	16	coefficients	coefficient	NOUN
dad-10732	45	17	are	be	AUX
dad-10732	45	18	set	set	VERB
dad-10732	45	19	by	by	ADP
dad-10732	45	20	grid	grid	NOUN
dad-10732	45	21	search	search	NOUN
dad-10732	45	22	.	.	PUNCT
dad-10732	46	1	in	in	ADP
dad-10732	46	2	this	this	DET
dad-10732	46	3	paper	paper	NOUN
dad-10732	46	4	,	,	PUNCT
dad-10732	46	5	a	a	DET
dad-10732	46	6	novel	novel	ADJ
dad-10732	46	7	hybrid	hybrid	NOUN
dad-10732	46	8	framework	framework	NOUN
dad-10732	46	9	,	,	PUNCT
dad-10732	46	10	referred	refer	VERB
dad-10732	46	11	to	to	ADP
dad-10732	46	12	as	as	ADP
dad-10732	46	13	recurrent	recurrent	ADJ
dad-10732	46	14	polynomial	polynomial	ADJ
dad-10732	46	15	network	network	NOUN
dad-10732	46	16	(	(	PUNCT
dad-10732	46	17	rpn	rpn	PROPN
dad-10732	46	18	)	)	PUNCT
dad-10732	46	19	,	,	PUNCT
dad-10732	46	20	is	be	AUX
dad-10732	46	21	proposed	propose	VERB
dad-10732	46	22	to	to	PART
dad-10732	46	23	further	far	ADV
dad-10732	46	24	improve	improve	VERB
dad-10732	46	25	the	the	DET
dad-10732	46	26	combination	combination	NOUN
dad-10732	46	27	of	of	ADP
dad-10732	46	28	rule	rule	NOUN
dad-10732	46	29	-	-	PUNCT
dad-10732	46	30	based	base	VERB
dad-10732	46	31	and	and	CCONJ
dad-10732	46	32	data	data	NOUN
dad-10732	46	33	-	-	PUNCT
dad-10732	46	34	driven	drive	VERB
dad-10732	46	35	approaches	approach	NOUN
dad-10732	46	36	for	for	ADP
dad-10732	46	37	dst	dst	NOUN
dad-10732	46	38	.	.	PUNCT
dad-10732	47	1	although	although	SCONJ
dad-10732	47	2	the	the	DET
dad-10732	47	3	basic	basic	ADJ
dad-10732	47	4	idea	idea	NOUN
dad-10732	47	5	for	for	ADP
dad-10732	47	6	transforming	transform	VERB
dad-10732	47	7	rules	rule	NOUN
dad-10732	47	8	to	to	ADP
dad-10732	47	9	neural	neural	ADJ
dad-10732	47	10	networks	network	NOUN
dad-10732	47	11	has	have	AUX
dad-10732	47	12	been	be	AUX
dad-10732	47	13	there	there	ADV
dad-10732	47	14	for	for	ADP
dad-10732	47	15	many	many	ADJ
dad-10732	47	16	years	year	NOUN
dad-10732	47	17	(	(	PUNCT
dad-10732	47	18	cloete	cloete	ADJ
dad-10732	47	19	and	and	CCONJ
dad-10732	47	20	zurada	zurada	PROPN
dad-10732	47	21	,	,	PUNCT
dad-10732	47	22	2000	2000	NUM
dad-10732	47	23	)	)	PUNCT
dad-10732	47	24	,	,	PUNCT
dad-10732	47	25	few	few	ADJ
dad-10732	47	26	work	work	NOUN
dad-10732	47	27	has	have	AUX
dad-10732	47	28	been	be	AUX
dad-10732	47	29	done	do	VERB
dad-10732	47	30	for	for	ADP
dad-10732	47	31	dialogue	dialogue	NOUN
dad-10732	47	32	state	state	NOUN
dad-10732	47	33	tracking	tracking	NOUN
dad-10732	47	34	.	.	PUNCT
dad-10732	48	1	rpn	rpn	PROPN
dad-10732	48	2	can	can	AUX
dad-10732	48	3	be	be	AUX
dad-10732	48	4	regarded	regard	VERB
dad-10732	48	5	as	as	ADP
dad-10732	48	6	a	a	DET
dad-10732	48	7	kind	kind	NOUN
dad-10732	48	8	of	of	ADP
dad-10732	48	9	human	human	ADJ
dad-10732	48	10	interpretable	interpretable	ADJ
dad-10732	48	11	computation	computation	NOUN
dad-10732	48	12	network	network	NOUN
dad-10732	48	13	,	,	PUNCT
dad-10732	48	14	and	and	CCONJ
dad-10732	48	15	its	its	PRON
dad-10732	48	16	unique	unique	ADJ
dad-10732	48	17	structure	structure	NOUN
dad-10732	48	18	enables	enable	VERB
dad-10732	48	19	the	the	DET
dad-10732	48	20	framework	framework	NOUN
dad-10732	48	21	to	to	PART
dad-10732	48	22	have	have	VERB
dad-10732	48	23	all	all	DET
dad-10732	48	24	the	the	DET
dad-10732	48	25	advantages	advantage	NOUN
dad-10732	48	26	of	of	ADP
dad-10732	48	27	cmbp	cmbp	NOUN
dad-10732	48	28	including	include	VERB
dad-10732	48	29	efficiency	efficiency	NOUN
dad-10732	48	30	,	,	PUNCT
dad-10732	48	31	portability	portability	NOUN
dad-10732	48	32	and	and	CCONJ
dad-10732	48	33	interpretability	interpretability	NOUN
dad-10732	48	34	.	.	PUNCT
dad-10732	49	1	additionally	additionally	ADV
dad-10732	49	2	,	,	PUNCT
dad-10732	49	3	rpn	rpn	PROPN
dad-10732	49	4	achieves	achieve	VERB
dad-10732	49	5	more	more	ADJ
dad-10732	49	6	properties	property	NOUN
dad-10732	49	7	of	of	ADP
dad-10732	49	8	data	data	NOUN
dad-10732	49	9	-	-	PUNCT
dad-10732	49	10	driven	drive	VERB
dad-10732	49	11	approaches	approach	NOUN
dad-10732	49	12	than	than	ADP
dad-10732	49	13	cmbp	cmbp	PROPN
dad-10732	49	14	.	.	PUNCT
dad-10732	50	1	in	in	ADP
dad-10732	50	2	general	general	ADJ
dad-10732	50	3	,	,	PUNCT
dad-10732	50	4	rpn	rpn	PROPN
dad-10732	50	5	has	have	VERB
dad-10732	50	6	neither	neither	DET
dad-10732	50	7	restriction	restriction	NOUN
dad-10732	50	8	to	to	PART
dad-10732	50	9	feature	feature	NOUN
dad-10732	50	10	type	type	NOUN
dad-10732	50	11	,	,	PUNCT
dad-10732	50	12	nor	nor	CCONJ
dad-10732	50	13	search	search	NOUN
dad-10732	50	14	space	space	NOUN
dad-10732	50	15	issue	issue	NOUN
dad-10732	50	16	to	to	PART
dad-10732	50	17	be	be	AUX
dad-10732	50	18	concerned	concern	VERB
dad-10732	50	19	about	about	ADP
dad-10732	50	20	,	,	PUNCT
dad-10732	50	21	so	so	ADV
dad-10732	50	22	adding	add	VERB
dad-10732	50	23	features	feature	NOUN
dad-10732	50	24	and	and	CCONJ
dad-10732	50	25	increasing	increase	VERB
dad-10732	50	26	the	the	DET
dad-10732	50	27	model	model	NOUN
dad-10732	50	28	complexity	complexity	NOUN
dad-10732	50	29	are	be	AUX
dad-10732	50	30	much	much	ADV
dad-10732	50	31	easier	easy	ADJ
dad-10732	50	32	in	in	ADP
dad-10732	50	33	rpn	rpn	PROPN
dad-10732	50	34	.	.	PUNCT
dad-10732	51	1	furthermore	furthermore	ADV
dad-10732	51	2	,	,	PUNCT
dad-10732	51	3	rpn	rpn	PROPN
dad-10732	51	4	can	can	AUX
dad-10732	51	5	better	well	ADV
dad-10732	51	6	explore	explore	VERB
dad-10732	51	7	the	the	DET
dad-10732	51	8	parameter	parameter	NOUN
dad-10732	51	9	space	space	NOUN
dad-10732	51	10	than	than	ADP
dad-10732	51	11	cmbp	cmbp	NOUN
dad-10732	51	12	with	with	ADP
dad-10732	51	13	labelled	label	VERB
dad-10732	51	14	data	datum	NOUN
dad-10732	51	15	.	.	PUNCT
dad-10732	52	1	the	the	DET
dad-10732	52	2	dstcs	dstcs	NOUN
dad-10732	52	3	have	have	AUX
dad-10732	52	4	provided	provide	VERB
dad-10732	52	5	the	the	DET
dad-10732	52	6	first	first	ADJ
dad-10732	52	7	common	common	ADJ
dad-10732	52	8	testbed	testbe	VERB
dad-10732	52	9	in	in	ADP
dad-10732	52	10	a	a	DET
dad-10732	52	11	standard	standard	ADJ
dad-10732	52	12	format	format	NOUN
dad-10732	52	13	,	,	PUNCT
dad-10732	52	14	along	along	ADP
dad-10732	52	15	with	with	ADP
dad-10732	52	16	a	a	DET
dad-10732	52	17	suite	suite	NOUN
dad-10732	52	18	of	of	ADP
dad-10732	52	19	evaluation	evaluation	NOUN
dad-10732	52	20	metrics	metric	NOUN
dad-10732	52	21	to	to	PART
dad-10732	52	22	facilitate	facilitate	VERB
dad-10732	52	23	direct	direct	ADJ
dad-10732	52	24	comparisons	comparison	NOUN
dad-10732	52	25	among	among	ADP
dad-10732	52	26	dst	dst	NOUN
dad-10732	52	27	models	model	NOUN
dad-10732	52	28	(	(	PUNCT
dad-10732	52	29	williams	williams	PROPN
dad-10732	52	30	et	et	PROPN
dad-10732	52	31	al	al	PROPN
dad-10732	52	32	.	.	PROPN
dad-10732	52	33	,	,	PUNCT
dad-10732	52	34	2013	2013	NUM
dad-10732	52	35	)	)	PUNCT
dad-10732	52	36	.	.	PUNCT
dad-10732	53	1	to	to	PART
dad-10732	53	2	evaluate	evaluate	VERB
dad-10732	53	3	the	the	DET
dad-10732	53	4	effectiveness	effectiveness	NOUN
dad-10732	53	5	of	of	ADP
dad-10732	53	6	rpn	rpn	PROPN
dad-10732	53	7	for	for	ADP
dad-10732	53	8	dst	dst	PROPN
dad-10732	53	9	,	,	PUNCT
dad-10732	53	10	both	both	CCONJ
dad-10732	53	11	the	the	DET
dad-10732	53	12	dataset	dataset	NOUN
dad-10732	53	13	from	from	ADP
dad-10732	53	14	the	the	DET
dad-10732	53	15	second	second	ADJ
dad-10732	53	16	dialog	dialog	NOUN
dad-10732	53	17	state	state	NOUN
dad-10732	53	18	tracking	tracking	NOUN
dad-10732	53	19	challenge	challenge	NOUN
dad-10732	53	20	(	(	PUNCT
dad-10732	53	21	dstc-2	dstc-2	NOUN
dad-10732	53	22	)	)	PUNCT
dad-10732	53	23	which	which	PRON
dad-10732	53	24	is	be	AUX
dad-10732	53	25	in	in	ADP
dad-10732	53	26	restaurants	restaurant	NOUN
dad-10732	53	27	domain	domain	NOUN
dad-10732	53	28	(	(	PUNCT
dad-10732	53	29	henderson	henderson	PROPN
dad-10732	53	30	et	et	PROPN
dad-10732	53	31	al	al	PROPN
dad-10732	53	32	.	.	PROPN
dad-10732	53	33	,	,	PUNCT
dad-10732	53	34	2014b	2014b	NUM
dad-10732	53	35	)	)	PUNCT
dad-10732	53	36	and	and	CCONJ
dad-10732	53	37	the	the	DET
dad-10732	53	38	dataset	dataset	NOUN
dad-10732	53	39	from	from	ADP
dad-10732	53	40	67	67	NUM
dad-10732	53	41	sun	sun	NOUN
dad-10732	53	42	,	,	PUNCT
dad-10732	53	43	xie	xie	PROPN
dad-10732	53	44	and	and	CCONJ
dad-10732	53	45	yu	yu	PRON
dad-10732	53	46	the	the	DET
dad-10732	53	47	third	third	ADJ
dad-10732	53	48	dialog	dialog	NOUN
dad-10732	53	49	state	state	NOUN
dad-10732	53	50	tracking	tracking	NOUN
dad-10732	53	51	challenge	challenge	NOUN
dad-10732	53	52	(	(	PUNCT
dad-10732	53	53	dstc-3	dstc-3	PROPN
dad-10732	53	54	)	)	PUNCT
dad-10732	53	55	which	which	PRON
dad-10732	53	56	is	be	AUX
dad-10732	53	57	in	in	ADP
dad-10732	53	58	tourists	tourist	NOUN
dad-10732	53	59	domain	domain	NOUN
dad-10732	53	60	(	(	PUNCT
dad-10732	53	61	henderson	henderson	PROPN
dad-10732	53	62	et	et	PROPN
dad-10732	53	63	al	al	PROPN
dad-10732	53	64	.	.	PROPN
dad-10732	53	65	,	,	PUNCT
dad-10732	53	66	2014a	2014a	NUM
dad-10732	53	67	)	)	PUNCT
dad-10732	53	68	are	be	AUX
dad-10732	53	69	used	use	VERB
dad-10732	53	70	.	.	PUNCT
dad-10732	54	1	for	for	ADP
dad-10732	54	2	both	both	PRON
dad-10732	54	3	of	of	ADP
dad-10732	54	4	the	the	DET
dad-10732	54	5	datasets	dataset	NOUN
dad-10732	54	6	,	,	PUNCT
dad-10732	54	7	the	the	DET
dad-10732	54	8	dialogue	dialogue	NOUN
dad-10732	54	9	state	state	PROPN
dad-10732	54	10	tracker	tracker	PROPN
dad-10732	54	11	receives	receive	VERB
dad-10732	54	12	slun	slun	ADJ
dad-10732	54	13	-best	-best	ADJ
dad-10732	54	14	hypotheses	hypothesis	NOUN
dad-10732	54	15	for	for	ADP
dad-10732	54	16	each	each	DET
dad-10732	54	17	user	user	NOUN
dad-10732	54	18	turn	turn	NOUN
dad-10732	54	19	,	,	PUNCT
dad-10732	54	20	each	each	DET
dad-10732	54	21	hypothesis	hypothesis	NOUN
dad-10732	54	22	having	have	VERB
dad-10732	54	23	a	a	DET
dad-10732	54	24	set	set	NOUN
dad-10732	54	25	of	of	ADP
dad-10732	54	26	act	act	NOUN
dad-10732	54	27	-	-	PUNCT
dad-10732	54	28	slot	slot	NOUN
dad-10732	54	29	-	-	PUNCT
dad-10732	54	30	value	value	NOUN
dad-10732	54	31	tuples	tuple	NOUN
dad-10732	54	32	with	with	ADP
dad-10732	54	33	a	a	DET
dad-10732	54	34	confidence	confidence	NOUN
dad-10732	54	35	score	score	NOUN
dad-10732	54	36	.	.	PUNCT
dad-10732	55	1	the	the	DET
dad-10732	55	2	dialogue	dialogue	PROPN
dad-10732	55	3	state	state	PROPN
dad-10732	55	4	tracker	tracker	PROPN
dad-10732	55	5	is	be	AUX
dad-10732	55	6	supposed	suppose	VERB
dad-10732	55	7	to	to	PART
dad-10732	55	8	output	output	VERB
dad-10732	55	9	a	a	DET
dad-10732	55	10	set	set	NOUN
dad-10732	55	11	of	of	ADP
dad-10732	55	12	distributions	distribution	NOUN
dad-10732	55	13	of	of	ADP
dad-10732	55	14	the	the	DET
dad-10732	55	15	dialogue	dialogue	NOUN
dad-10732	55	16	state	state	NOUN
dad-10732	55	17	.	.	PUNCT
dad-10732	56	1	in	in	ADP
dad-10732	56	2	this	this	DET
dad-10732	56	3	paper	paper	NOUN
dad-10732	56	4	,	,	PUNCT
dad-10732	56	5	only	only	ADV
dad-10732	56	6	joint	joint	ADJ
dad-10732	56	7	goal	goal	NOUN
dad-10732	56	8	tracking	tracking	NOUN
dad-10732	56	9	,	,	PUNCT
dad-10732	56	10	which	which	PRON
dad-10732	56	11	is	be	AUX
dad-10732	56	12	the	the	DET
dad-10732	56	13	most	most	ADV
dad-10732	56	14	difficult	difficult	ADJ
dad-10732	56	15	and	and	CCONJ
dad-10732	56	16	general	general	ADJ
dad-10732	56	17	task	task	NOUN
dad-10732	56	18	of	of	ADP
dad-10732	56	19	dstc-2/3	dstc-2/3	PROPN
dad-10732	56	20	,	,	PUNCT
dad-10732	56	21	is	be	AUX
dad-10732	56	22	of	of	ADP
dad-10732	56	23	interest	interest	NOUN
dad-10732	56	24	.	.	PUNCT
dad-10732	57	1	the	the	DET
dad-10732	57	2	rest	rest	NOUN
dad-10732	57	3	of	of	ADP
dad-10732	57	4	the	the	DET
dad-10732	57	5	paper	paper	NOUN
dad-10732	57	6	is	be	AUX
dad-10732	57	7	organized	organize	VERB
dad-10732	57	8	as	as	SCONJ
dad-10732	57	9	follows	follow	VERB
dad-10732	57	10	.	.	PUNCT
dad-10732	58	1	section	section	NOUN
dad-10732	58	2	2	2	NUM
dad-10732	58	3	discusses	discuss	VERB
dad-10732	58	4	ways	way	NOUN
dad-10732	58	5	of	of	ADP
dad-10732	58	6	combining	combine	VERB
dad-10732	58	7	rule	rule	NOUN
dad-10732	58	8	-	-	PUNCT
dad-10732	58	9	based	base	VERB
dad-10732	58	10	and	and	CCONJ
dad-10732	58	11	data	data	NOUN
dad-10732	58	12	-	-	PUNCT
dad-10732	58	13	driven	drive	VERB
dad-10732	58	14	approaches	approach	NOUN
dad-10732	58	15	.	.	PUNCT
dad-10732	59	1	section	section	NOUN
dad-10732	59	2	3	3	NUM
dad-10732	59	3	formulates	formulate	VERB
dad-10732	59	4	rpn	rpn	PROPN
dad-10732	59	5	.	.	PUNCT
dad-10732	60	1	the	the	DET
dad-10732	60	2	rpn	rpn	PROPN
dad-10732	60	3	framework	framework	NOUN
dad-10732	60	4	for	for	ADP
dad-10732	60	5	dst	dst	PROPN
dad-10732	60	6	is	be	AUX
dad-10732	60	7	described	describe	VERB
dad-10732	60	8	in	in	ADP
dad-10732	60	9	section	section	NOUN
dad-10732	60	10	4	4	NUM
dad-10732	60	11	,	,	PUNCT
dad-10732	60	12	followed	follow	VERB
dad-10732	60	13	by	by	ADP
dad-10732	60	14	experiments	experiment	NOUN
dad-10732	60	15	in	in	ADP
dad-10732	60	16	section	section	NOUN
dad-10732	60	17	5	5	NUM
dad-10732	60	18	.	.	PUNCT
dad-10732	61	1	finally	finally	ADV
dad-10732	61	2	,	,	PUNCT
dad-10732	61	3	section	section	NOUN
dad-10732	61	4	6	6	NUM
dad-10732	61	5	concludes	conclude	VERB
dad-10732	61	6	the	the	DET
dad-10732	61	7	paper	paper	NOUN
dad-10732	61	8	.	.	PUNCT
dad-10732	62	1	2	2	X
dad-10732	62	2	.	.	X
dad-10732	62	3	combining	combine	VERB
dad-10732	62	4	rule	rule	NOUN
dad-10732	62	5	-	-	PUNCT
dad-10732	62	6	based	base	VERB
dad-10732	62	7	and	and	CCONJ
dad-10732	62	8	data	data	NOUN
dad-10732	62	9	-	-	PUNCT
dad-10732	62	10	driven	drive	VERB
dad-10732	62	11	approaches	approach	NOUN
dad-10732	62	12	broadly	broadly	ADV
dad-10732	62	13	,	,	PUNCT
dad-10732	62	14	it	it	PRON
dad-10732	62	15	is	be	AUX
dad-10732	62	16	straightforward	straightforward	ADJ
dad-10732	62	17	to	to	PART
dad-10732	62	18	come	come	VERB
dad-10732	62	19	up	up	ADP
dad-10732	62	20	with	with	ADP
dad-10732	62	21	two	two	NUM
dad-10732	62	22	possible	possible	ADJ
dad-10732	62	23	ways	way	NOUN
dad-10732	62	24	to	to	PART
dad-10732	62	25	combine	combine	VERB
dad-10732	62	26	rule	rule	NOUN
dad-10732	62	27	-	-	PUNCT
dad-10732	62	28	based	base	VERB
dad-10732	62	29	and	and	CCONJ
dad-10732	62	30	datadriven	datadriven	ADJ
dad-10732	62	31	approaches	approach	NOUN
dad-10732	62	32	:	:	PUNCT
dad-10732	62	33	one	one	NUM
dad-10732	62	34	starts	start	VERB
dad-10732	62	35	from	from	ADP
dad-10732	62	36	rule	rule	NOUN
dad-10732	62	37	-	-	PUNCT
dad-10732	62	38	based	base	VERB
dad-10732	62	39	models	model	NOUN
dad-10732	62	40	,	,	PUNCT
dad-10732	62	41	while	while	SCONJ
dad-10732	62	42	the	the	DET
dad-10732	62	43	other	other	ADJ
dad-10732	62	44	starts	start	VERB
dad-10732	62	45	from	from	ADP
dad-10732	62	46	data	data	NOUN
dad-10732	62	47	-	-	PUNCT
dad-10732	62	48	driven	drive	VERB
dad-10732	62	49	models	model	NOUN
dad-10732	62	50	.	.	PUNCT
dad-10732	63	1	cmbp	cmbp	PROPN
dad-10732	63	2	takes	take	VERB
dad-10732	63	3	the	the	DET
dad-10732	63	4	first	first	ADJ
dad-10732	63	5	way	way	NOUN
dad-10732	63	6	,	,	PUNCT
dad-10732	63	7	which	which	PRON
dad-10732	63	8	is	be	AUX
dad-10732	63	9	derived	derive	VERB
dad-10732	63	10	as	as	ADP
dad-10732	63	11	an	an	DET
dad-10732	63	12	extension	extension	NOUN
dad-10732	63	13	of	of	ADP
dad-10732	63	14	a	a	DET
dad-10732	63	15	rule	rule	NOUN
dad-10732	63	16	-	-	PUNCT
dad-10732	63	17	based	base	VERB
dad-10732	63	18	model	model	NOUN
dad-10732	63	19	(	(	PUNCT
dad-10732	63	20	sun	sun	PROPN
dad-10732	63	21	et	et	PROPN
dad-10732	63	22	al	al	PROPN
dad-10732	63	23	.	.	PROPN
dad-10732	63	24	,	,	PUNCT
dad-10732	63	25	2014b	2014b	NUM
dad-10732	63	26	;	;	PUNCT
dad-10732	63	27	yu	yu	PROPN
dad-10732	63	28	et	et	PROPN
dad-10732	63	29	al	al	PROPN
dad-10732	63	30	.	.	PROPN
dad-10732	63	31	,	,	PUNCT
dad-10732	63	32	2015	2015	NUM
dad-10732	63	33	)	)	PUNCT
dad-10732	63	34	.	.	PUNCT
dad-10732	64	1	inspired	inspire	VERB
dad-10732	64	2	by	by	ADP
dad-10732	64	3	the	the	DET
dad-10732	64	4	observation	observation	NOUN
dad-10732	64	5	that	that	SCONJ
dad-10732	64	6	many	many	ADJ
dad-10732	64	7	rule	rule	NOUN
dad-10732	64	8	-	-	PUNCT
dad-10732	64	9	based	base	VERB
dad-10732	64	10	models	model	NOUN
dad-10732	64	11	such	such	ADJ
dad-10732	64	12	as	as	ADP
dad-10732	64	13	models	model	NOUN
dad-10732	64	14	proposed	propose	VERB
dad-10732	64	15	by	by	ADP
dad-10732	64	16	wang	wang	PROPN
dad-10732	64	17	and	and	CCONJ
dad-10732	64	18	lemon	lemon	PROPN
dad-10732	64	19	(	(	PUNCT
dad-10732	64	20	2013	2013	NUM
dad-10732	64	21	)	)	PUNCT
dad-10732	64	22	and	and	CCONJ
dad-10732	64	23	zilka	zilka	VERB
dad-10732	64	24	et	et	PROPN
dad-10732	64	25	al	al	PROPN
dad-10732	64	26	.	.	PROPN
dad-10732	65	1	(	(	PUNCT
dad-10732	65	2	2013	2013	NUM
dad-10732	65	3	)	)	PUNCT
dad-10732	65	4	are	be	AUX
dad-10732	65	5	based	base	VERB
dad-10732	65	6	on	on	ADP
dad-10732	65	7	bayes	bayes	PROPN
dad-10732	65	8	’	'	PUNCT
dad-10732	65	9	theorem	theorem	VERB
dad-10732	65	10	,	,	PUNCT
dad-10732	65	11	in	in	ADP
dad-10732	65	12	the	the	DET
dad-10732	65	13	cmbp	cmbp	NOUN
dad-10732	65	14	framework	framework	NOUN
dad-10732	65	15	,	,	PUNCT
dad-10732	65	16	a	a	DET
dad-10732	65	17	dst	dst	NOUN
dad-10732	65	18	rule	rule	NOUN
dad-10732	65	19	is	be	AUX
dad-10732	65	20	defined	define	VERB
dad-10732	65	21	as	as	ADP
dad-10732	65	22	a	a	DET
dad-10732	65	23	polynomial	polynomial	ADJ
dad-10732	65	24	function	function	NOUN
dad-10732	65	25	of	of	ADP
dad-10732	65	26	a	a	DET
dad-10732	65	27	set	set	NOUN
dad-10732	65	28	of	of	ADP
dad-10732	65	29	probabilities	probability	NOUN
dad-10732	65	30	since	since	SCONJ
dad-10732	65	31	bayes	bayes	PROPN
dad-10732	65	32	’	'	PUNCT
dad-10732	65	33	theorem	theorem	NOUN
dad-10732	65	34	is	be	AUX
dad-10732	65	35	essentially	essentially	ADV
dad-10732	65	36	summation	summation	NOUN
dad-10732	65	37	and	and	CCONJ
dad-10732	65	38	multiplication	multiplication	NOUN
dad-10732	65	39	of	of	ADP
dad-10732	65	40	probabilities	probability	NOUN
dad-10732	65	41	.	.	PUNCT
dad-10732	66	1	here	here	ADV
dad-10732	66	2	,	,	PUNCT
dad-10732	66	3	the	the	DET
dad-10732	66	4	polynomial	polynomial	ADJ
dad-10732	66	5	coefficients	coefficient	NOUN
dad-10732	66	6	can	can	AUX
dad-10732	66	7	be	be	AUX
dad-10732	66	8	seen	see	VERB
dad-10732	66	9	as	as	ADP
dad-10732	66	10	parameters	parameter	NOUN
dad-10732	66	11	.	.	PUNCT
dad-10732	67	1	to	to	PART
dad-10732	67	2	make	make	VERB
dad-10732	67	3	the	the	DET
dad-10732	67	4	model	model	NOUN
dad-10732	67	5	have	have	VERB
dad-10732	67	6	good	good	ADJ
dad-10732	67	7	dst	dst	NOUN
dad-10732	67	8	performance	performance	NOUN
dad-10732	67	9	,	,	PUNCT
dad-10732	67	10	prior	prior	ADJ
dad-10732	67	11	knowledge	knowledge	NOUN
dad-10732	67	12	or	or	CCONJ
dad-10732	67	13	intuition	intuition	NOUN
dad-10732	67	14	is	be	AUX
dad-10732	67	15	encoded	encode	VERB
dad-10732	67	16	to	to	ADP
dad-10732	67	17	the	the	DET
dad-10732	67	18	polynomial	polynomial	ADJ
dad-10732	67	19	functions	function	NOUN
dad-10732	67	20	by	by	ADP
dad-10732	67	21	setting	set	VERB
dad-10732	67	22	certain	certain	ADJ
dad-10732	67	23	constraints	constraint	NOUN
dad-10732	67	24	to	to	ADP
dad-10732	67	25	the	the	DET
dad-10732	67	26	polynomial	polynomial	ADJ
dad-10732	67	27	coefficients	coefficient	NOUN
dad-10732	67	28	,	,	PUNCT
dad-10732	67	29	and	and	CCONJ
dad-10732	67	30	the	the	DET
dad-10732	67	31	coefficients	coefficient	NOUN
dad-10732	67	32	can	can	AUX
dad-10732	67	33	further	far	ADV
dad-10732	67	34	be	be	AUX
dad-10732	67	35	optimized	optimize	VERB
dad-10732	67	36	by	by	ADP
dad-10732	67	37	data	datum	NOUN
dad-10732	67	38	-	-	PUNCT
dad-10732	67	39	driven	drive	VERB
dad-10732	67	40	optimization	optimization	NOUN
dad-10732	67	41	.	.	PUNCT
dad-10732	68	1	therefore	therefore	ADV
dad-10732	68	2	,	,	PUNCT
dad-10732	68	3	starting	start	VERB
dad-10732	68	4	from	from	ADP
dad-10732	68	5	rule	rule	NOUN
dad-10732	68	6	-	-	PUNCT
dad-10732	68	7	based	base	VERB
dad-10732	68	8	models	model	NOUN
dad-10732	68	9	,	,	PUNCT
dad-10732	68	10	cmbp	cmbp	PROPN
dad-10732	68	11	can	can	AUX
dad-10732	68	12	directly	directly	ADV
dad-10732	68	13	incorporate	incorporate	VERB
dad-10732	68	14	prior	prior	ADJ
dad-10732	68	15	knowledge	knowledge	NOUN
dad-10732	68	16	or	or	CCONJ
dad-10732	68	17	intuition	intuition	NOUN
dad-10732	68	18	into	into	ADP
dad-10732	68	19	dst	dst	NOUN
dad-10732	68	20	,	,	PUNCT
dad-10732	68	21	while	while	SCONJ
dad-10732	68	22	at	at	ADP
dad-10732	68	23	the	the	DET
dad-10732	68	24	same	same	ADJ
dad-10732	68	25	time	time	NOUN
dad-10732	68	26	,	,	PUNCT
dad-10732	68	27	the	the	DET
dad-10732	68	28	model	model	NOUN
dad-10732	68	29	is	be	AUX
dad-10732	68	30	allowed	allow	VERB
dad-10732	68	31	to	to	PART
dad-10732	68	32	be	be	AUX
dad-10732	68	33	data	data	NOUN
dad-10732	68	34	-	-	PUNCT
dad-10732	68	35	driven	drive	VERB
dad-10732	68	36	.	.	PUNCT
dad-10732	69	1	more	more	ADV
dad-10732	69	2	concretely	concretely	ADV
dad-10732	69	3	,	,	PUNCT
dad-10732	69	4	assuming	assume	VERB
dad-10732	69	5	that	that	SCONJ
dad-10732	69	6	both	both	CCONJ
dad-10732	69	7	slot	slot	NOUN
dad-10732	69	8	and	and	CCONJ
dad-10732	69	9	value	value	NOUN
dad-10732	69	10	are	be	AUX
dad-10732	69	11	independent	independent	ADJ
dad-10732	69	12	,	,	PUNCT
dad-10732	69	13	a	a	DET
dad-10732	69	14	cmbp	cmbp	NOUN
dad-10732	69	15	model	model	NOUN
dad-10732	69	16	can	can	AUX
dad-10732	69	17	be	be	AUX
dad-10732	69	18	defined	define	VERB
dad-10732	69	19	as	as	ADP
dad-10732	69	20	bt+1(v	bt+1(v	NOUN
dad-10732	69	21	)	)	PUNCT
dad-10732	70	1	=	=	SYM
dad-10732	70	2	p	p	X
dad-10732	70	3	(	(	PUNCT
dad-10732	70	4	bt(v	bt(v	NOUN
dad-10732	70	5	)	)	PUNCT
dad-10732	70	6	,	,	PUNCT
dad-10732	70	7	p+	p+	NOUN
dad-10732	70	8	t+1(v	t+1(v	NOUN
dad-10732	70	9	)	)	PUNCT
dad-10732	70	10	,	,	PUNCT
dad-10732	70	11	p−t+1(v	p−t+1(v	NOUN
dad-10732	70	12	)	)	PUNCT
dad-10732	70	13	,	,	PUNCT
dad-10732	70	14	p̃+	p̃+	PROPN
dad-10732	70	15	t+1(v	t+1(v	NOUN
dad-10732	70	16	)	)	PUNCT
dad-10732	70	17	,	,	PUNCT
dad-10732	70	18	p̃−t+1(v	p̃−t+1(v	NOUN
dad-10732	70	19	)	)	PUNCT
dad-10732	70	20	,	,	PUNCT
dad-10732	70	21	1	1	NUM
dad-10732	70	22	,	,	PUNCT
dad-10732	70	23	brt	brt	PROPN
dad-10732	70	24	)	)	PUNCT
dad-10732	70	25	s.t	s.t	PROPN
dad-10732	70	26	.	.	PROPN
dad-10732	70	27	constraints	constraint	NOUN
dad-10732	70	28	(	(	PUNCT
dad-10732	70	29	1	1	NUM
dad-10732	70	30	)	)	PUNCT
dad-10732	70	31	where	where	SCONJ
dad-10732	70	32	bt(v	bt(v	NOUN
dad-10732	70	33	)	)	PUNCT
dad-10732	70	34	,	,	PUNCT
dad-10732	70	35	p+	p+	PROPN
dad-10732	70	36	t	t	PROPN
dad-10732	70	37	(	(	PUNCT
dad-10732	70	38	v	v	NOUN
dad-10732	70	39	)	)	PUNCT
dad-10732	70	40	,	,	PUNCT
dad-10732	70	41	p−t	p−t	PROPN
dad-10732	70	42	(	(	PUNCT
dad-10732	70	43	v	v	NOUN
dad-10732	70	44	)	)	PUNCT
dad-10732	70	45	,	,	PUNCT
dad-10732	70	46	p̃+	p̃+	PROPN
dad-10732	70	47	t	t	PROPN
dad-10732	70	48	(	(	PUNCT
dad-10732	70	49	v	v	NOUN
dad-10732	70	50	)	)	PUNCT
dad-10732	70	51	,	,	PUNCT
dad-10732	70	52	p̃−t	p̃−t	NOUN
dad-10732	70	53	(	(	PUNCT
dad-10732	70	54	v	v	NOUN
dad-10732	70	55	)	)	PUNCT
dad-10732	70	56	,	,	PUNCT
dad-10732	70	57	brt	brt	PROPN
dad-10732	70	58	are	be	AUX
dad-10732	70	59	all	all	PRON
dad-10732	70	60	probabilistic	probabilistic	ADJ
dad-10732	70	61	features	feature	NOUN
dad-10732	70	62	which	which	PRON
dad-10732	70	63	are	be	AUX
dad-10732	70	64	defined	define	VERB
dad-10732	70	65	as	as	ADP
dad-10732	70	66	below	below	ADV
dad-10732	70	67	:	:	PUNCT
dad-10732	70	68	•	•	NUM
dad-10732	70	69	bt(v	bt(v	NOUN
dad-10732	70	70	):	):	PUNCT
dad-10732	70	71	belief	belief	NOUN
dad-10732	70	72	of	of	ADP
dad-10732	70	73	“	"	PUNCT
dad-10732	70	74	the	the	DET
dad-10732	70	75	value	value	NOUN
dad-10732	70	76	being	be	AUX
dad-10732	70	77	v	v	NOUN
dad-10732	70	78	at	at	ADP
dad-10732	70	79	turn	turn	NOUN
dad-10732	70	80	t	t	PROPN
dad-10732	70	81	”	"	PUNCT
dad-10732	70	82	•	•	PROPN
dad-10732	70	83	p+	p+	PROPN
dad-10732	70	84	t	t	PROPN
dad-10732	70	85	(	(	PUNCT
dad-10732	70	86	v	v	NOUN
dad-10732	70	87	):	):	PUNCT
dad-10732	70	88	sum	sum	NOUN
dad-10732	70	89	of	of	ADP
dad-10732	70	90	scores	score	NOUN
dad-10732	70	91	of	of	ADP
dad-10732	70	92	slu	slu	NOUN
dad-10732	70	93	hypotheses	hypothesis	NOUN
dad-10732	70	94	informing	inform	VERB
dad-10732	70	95	or	or	CCONJ
dad-10732	70	96	affirming	affirm	VERB
dad-10732	70	97	value	value	NOUN
dad-10732	70	98	v	v	NOUN
dad-10732	70	99	at	at	ADP
dad-10732	70	100	turn	turn	NOUN
dad-10732	70	101	t	t	PROPN
dad-10732	70	102	•	•	NUM
dad-10732	70	103	p−t	p−t	PROPN
dad-10732	70	104	(	(	PUNCT
dad-10732	70	105	v	v	NOUN
dad-10732	70	106	):	):	PUNCT
dad-10732	70	107	sum	sum	NOUN
dad-10732	70	108	of	of	ADP
dad-10732	70	109	scores	score	NOUN
dad-10732	70	110	of	of	ADP
dad-10732	70	111	slu	slu	NOUN
dad-10732	70	112	hypotheses	hypothesis	NOUN
dad-10732	70	113	denying	deny	VERB
dad-10732	70	114	or	or	CCONJ
dad-10732	70	115	negating	negating	NOUN
dad-10732	70	116	value	value	NOUN
dad-10732	70	117	v	v	NOUN
dad-10732	70	118	at	at	ADP
dad-10732	70	119	turn	turn	NOUN
dad-10732	70	120	t	t	PROPN
dad-10732	70	121	•	•	NUM
dad-10732	70	122	p̃+	p̃+	PROPN
dad-10732	70	123	t	t	PROPN
dad-10732	70	124	(	(	PUNCT
dad-10732	70	125	v	v	NOUN
dad-10732	70	126	)	)	PUNCT
dad-10732	70	127	=	=	PUNCT
dad-10732	70	128	∑	∑	PUNCT
dad-10732	70	129	v′	v′	PROPN
dad-10732	70	130	/∈{v	/∈{v	NOUN
dad-10732	70	131	,	,	PUNCT
dad-10732	70	132	none	none	NOUN
dad-10732	70	133	}	}	PUNCT
dad-10732	71	1	p	p	PROPN
dad-10732	71	2	+	+	PROPN
dad-10732	71	3	t	t	PROPN
dad-10732	71	4	(	(	PUNCT
dad-10732	71	5	v′	v′	PROPN
dad-10732	71	6	)	)	PUNCT
dad-10732	71	7	•	•	NUM
dad-10732	72	1	p̃−t	p̃−t	NOUN
dad-10732	72	2	(	(	PUNCT
dad-10732	72	3	v	v	NOUN
dad-10732	72	4	)	)	PUNCT
dad-10732	72	5	=	=	PUNCT
dad-10732	72	6	∑	∑	PUNCT
dad-10732	72	7	v′	v′	PROPN
dad-10732	72	8	/∈{v	/∈{v	NOUN
dad-10732	72	9	,	,	PUNCT
dad-10732	72	10	none	none	NOUN
dad-10732	72	11	}	}	PUNCT
dad-10732	72	12	p	p	NOUN
dad-10732	72	13	−	−	PROPN
dad-10732	72	14	t	t	PROPN
dad-10732	72	15	(	(	PUNCT
dad-10732	72	16	v′	v′	PROPN
dad-10732	72	17	)	)	PUNCT
dad-10732	72	18	•	•	NUM
dad-10732	72	19	brt	brt	PROPN
dad-10732	72	20	:	:	PUNCT
dad-10732	72	21	belief	belief	NOUN
dad-10732	72	22	of	of	ADP
dad-10732	72	23	the	the	DET
dad-10732	72	24	value	value	NOUN
dad-10732	72	25	being	be	AUX
dad-10732	72	26	‘	'	PUNCT
dad-10732	72	27	none	none	NOUN
dad-10732	72	28	’	'	PUNCT
dad-10732	72	29	(	(	PUNCT
dad-10732	72	30	the	the	DET
dad-10732	72	31	value	value	NOUN
dad-10732	72	32	not	not	PART
dad-10732	72	33	mentioned	mention	VERB
dad-10732	72	34	)	)	PUNCT
dad-10732	72	35	at	at	ADP
dad-10732	72	36	turn	turn	NOUN
dad-10732	72	37	t	t	PROPN
dad-10732	72	38	,	,	PUNCT
dad-10732	72	39	i.e.	i.e.	X
dad-10732	72	40	brt	brt	X
dad-10732	72	41	=	=	SYM
dad-10732	72	42	1	1	NUM
dad-10732	72	43	−∑	−∑	PROPN
dad-10732	72	44	v′	v′	NOUN
dad-10732	72	45	6	6	NUM
dad-10732	72	46	=	=	NOUN
dad-10732	72	47	none	none	NOUN
dad-10732	72	48	bt(v	bt(v	NOUN
dad-10732	72	49	′	′	NOUN
dad-10732	72	50	)	)	PUNCT
dad-10732	72	51	68	68	NUM
dad-10732	72	52	recurrent	recurrent	ADJ
dad-10732	72	53	polynomial	polynomial	ADJ
dad-10732	72	54	network	network	NOUN
dad-10732	72	55	for	for	ADP
dad-10732	72	56	dialogue	dialogue	NOUN
dad-10732	72	57	state	state	NOUN
dad-10732	72	58	tracking	tracking	NOUN
dad-10732	72	59	and	and	CCONJ
dad-10732	72	60	p	p	X
dad-10732	72	61	(	(	PUNCT
dad-10732	72	62	·	·	PUNCT
dad-10732	72	63	)	)	PUNCT
dad-10732	72	64	is	be	AUX
dad-10732	72	65	a	a	DET
dad-10732	72	66	multivariate	multivariate	NOUN
dad-10732	72	67	polynomial	polynomial	ADJ
dad-10732	72	68	function1	function1	PROPN
dad-10732	72	69	p(ι0	p(ι0	PROPN
dad-10732	72	70	,	,	PUNCT
dad-10732	72	71	·	·	PUNCT
dad-10732	72	72	·	·	PUNCT
dad-10732	72	73	·	·	PUNCT
dad-10732	72	74	,	,	PUNCT
dad-10732	72	75	ιd	ιd	NOUN
dad-10732	72	76	)	)	PUNCT
dad-10732	72	77	=	=	SYM
dad-10732	73	1	∑	∑	PUNCT
dad-10732	73	2	0≤k1≤···≤kn≤d	0≤k1≤···≤kn≤d	X
dad-10732	73	3	gk1	gk1	PROPN
dad-10732	73	4	,	,	PUNCT
dad-10732	73	5	·	·	PUNCT
dad-10732	73	6	·	·	PUNCT
dad-10732	73	7	·	·	PUNCT
dad-10732	73	8	,	,	PUNCT
dad-10732	73	9	kn	kn	PROPN
dad-10732	73	10	∏	∏	PROPN
dad-10732	73	11	1≤i≤n	1≤i≤n	NUM
dad-10732	73	12	ιki	ιki	NOUN
dad-10732	73	13	(	(	PUNCT
dad-10732	73	14	2	2	NUM
dad-10732	73	15	)	)	PUNCT
dad-10732	73	16	where	where	SCONJ
dad-10732	73	17	d	d	NOUN
dad-10732	73	18	+	+	CCONJ
dad-10732	73	19	1	1	NUM
dad-10732	73	20	is	be	AUX
dad-10732	73	21	the	the	DET
dad-10732	73	22	number	number	NOUN
dad-10732	73	23	of	of	ADP
dad-10732	73	24	input	input	NOUN
dad-10732	73	25	variables	variable	NOUN
dad-10732	73	26	,	,	PUNCT
dad-10732	73	27	n	n	X
dad-10732	73	28	is	be	AUX
dad-10732	73	29	the	the	DET
dad-10732	73	30	order	order	NOUN
dad-10732	73	31	of	of	ADP
dad-10732	73	32	the	the	DET
dad-10732	73	33	polynomial	polynomial	ADJ
dad-10732	73	34	,	,	PUNCT
dad-10732	73	35	gk1	gk1	NOUN
dad-10732	73	36	,	,	PUNCT
dad-10732	73	37	·	·	PUNCT
dad-10732	73	38	·	·	PUNCT
dad-10732	73	39	·	·	PUNCT
dad-10732	73	40	,	,	PUNCT
dad-10732	73	41	kn	kn	PROPN
dad-10732	73	42	is	be	AUX
dad-10732	73	43	the	the	DET
dad-10732	73	44	parameter	parameter	NOUN
dad-10732	73	45	of	of	ADP
dad-10732	73	46	cmbp	cmbp	PROPN
dad-10732	73	47	.	.	PUNCT
dad-10732	74	1	order	order	NOUN
dad-10732	74	2	3	3	NUM
dad-10732	74	3	gives	give	VERB
dad-10732	74	4	good	good	ADJ
dad-10732	74	5	trade	trade	NOUN
dad-10732	74	6	-	-	PUNCT
dad-10732	74	7	off	off	NOUN
dad-10732	74	8	between	between	ADP
dad-10732	74	9	complexity	complexity	NOUN
dad-10732	74	10	and	and	CCONJ
dad-10732	74	11	performance	performance	NOUN
dad-10732	74	12	,	,	PUNCT
dad-10732	74	13	hence	hence	ADV
dad-10732	74	14	order	order	VERB
dad-10732	74	15	3	3	NUM
dad-10732	74	16	is	be	AUX
dad-10732	74	17	used	use	VERB
dad-10732	74	18	in	in	ADP
dad-10732	74	19	our	our	PRON
dad-10732	74	20	previous	previous	ADJ
dad-10732	74	21	work	work	NOUN
dad-10732	74	22	(	(	PUNCT
dad-10732	74	23	sun	sun	NOUN
dad-10732	74	24	et	et	PROPN
dad-10732	74	25	al	al	PROPN
dad-10732	74	26	.	.	PROPN
dad-10732	74	27	,	,	PUNCT
dad-10732	74	28	2014b	2014b	NUM
dad-10732	74	29	;	;	PUNCT
dad-10732	74	30	yu	yu	PROPN
dad-10732	74	31	et	et	PROPN
dad-10732	74	32	al	al	PROPN
dad-10732	74	33	.	.	PROPN
dad-10732	74	34	,	,	PUNCT
dad-10732	74	35	2015	2015	NUM
dad-10732	74	36	)	)	PUNCT
dad-10732	74	37	and	and	CCONJ
dad-10732	74	38	this	this	DET
dad-10732	74	39	paper	paper	NOUN
dad-10732	74	40	.	.	PUNCT
dad-10732	75	1	since	since	SCONJ
dad-10732	75	2	both	both	PRON
dad-10732	75	3	slot	slot	NOUN
dad-10732	75	4	independence	independence	NOUN
dad-10732	75	5	and	and	CCONJ
dad-10732	75	6	value	value	NOUN
dad-10732	75	7	independence	independence	NOUN
dad-10732	75	8	are	be	AUX
dad-10732	75	9	assumed	assume	VERB
dad-10732	75	10	in	in	ADP
dad-10732	75	11	this	this	DET
dad-10732	75	12	paper	paper	NOUN
dad-10732	75	13	,	,	PUNCT
dad-10732	75	14	the	the	DET
dad-10732	75	15	belief	belief	NOUN
dad-10732	75	16	of	of	ADP
dad-10732	75	17	the	the	DET
dad-10732	75	18	joint	joint	ADJ
dad-10732	75	19	goal	goal	NOUN
dad-10732	75	20	(	(	PUNCT
dad-10732	75	21	slot1	slot1	NOUN
dad-10732	75	22	=	=	SYM
dad-10732	75	23	v1	v1	PROPN
dad-10732	75	24	,	,	PUNCT
dad-10732	75	25	slot2	slot2	PROPN
dad-10732	75	26	=	=	SYM
dad-10732	75	27	v2	v2	PROPN
dad-10732	75	28	,	,	PUNCT
dad-10732	75	29	.	.	PUNCT
dad-10732	75	30	.	.	PUNCT
dad-10732	76	1	.	.	PUNCT
dad-10732	77	1	,	,	PUNCT
dad-10732	77	2	slotn	slotn	PROPN
dad-10732	77	3	=	=	SYM
dad-10732	77	4	vn	vn	PROPN
dad-10732	77	5	)	)	PUNCT
dad-10732	77	6	is	be	AUX
dad-10732	77	7	n∏	n∏	PROPN
dad-10732	77	8	i=1	i=1	PROPN
dad-10732	77	9	b(vi	b(vi	PROPN
dad-10732	77	10	)	)	PUNCT
dad-10732	77	11	.	.	PUNCT
dad-10732	78	1	the	the	DET
dad-10732	78	2	constraints	constraint	NOUN
dad-10732	78	3	in	in	ADP
dad-10732	78	4	equation	equation	NOUN
dad-10732	78	5	(	(	PUNCT
dad-10732	78	6	1	1	X
dad-10732	78	7	)	)	PUNCT
dad-10732	78	8	encode	encode	VERB
dad-10732	78	9	all	all	DET
dad-10732	78	10	necessary	necessary	ADJ
dad-10732	78	11	probabilistic	probabilistic	ADJ
dad-10732	78	12	conditions	condition	NOUN
dad-10732	78	13	(	(	PUNCT
dad-10732	78	14	yu	yu	X
dad-10732	78	15	et	et	PROPN
dad-10732	78	16	al	al	PROPN
dad-10732	78	17	.	.	PROPN
dad-10732	78	18	,	,	PUNCT
dad-10732	78	19	2015	2015	NUM
dad-10732	78	20	)	)	PUNCT
dad-10732	78	21	.	.	PUNCT
dad-10732	79	1	for	for	ADP
dad-10732	79	2	instance	instance	NOUN
dad-10732	79	3	,	,	PUNCT
dad-10732	79	4	0	0	NUM
dad-10732	79	5	≤	≤	NOUN
dad-10732	79	6	p+	p+	VERB
dad-10732	79	7	t	t	NOUN
dad-10732	79	8	(	(	PUNCT
dad-10732	79	9	v	v	NOUN
dad-10732	79	10	)	)	PUNCT
dad-10732	79	11	+	+	NUM
dad-10732	79	12	p̃+	p̃+	PROPN
dad-10732	79	13	t	t	NOUN
dad-10732	79	14	(	(	PUNCT
dad-10732	79	15	v	v	NOUN
dad-10732	79	16	)	)	PUNCT
dad-10732	79	17	≤	≤	NOUN
dad-10732	79	18	1	1	NUM
dad-10732	79	19	(	(	PUNCT
dad-10732	79	20	3	3	NUM
dad-10732	79	21	)	)	PUNCT
dad-10732	79	22	0	0	NUM
dad-10732	79	23	≤	≤	NUM
dad-10732	79	24	bt(v	bt(v	NOUN
dad-10732	79	25	)	)	PUNCT
dad-10732	79	26	≤	≤	NUM
dad-10732	79	27	1	1	NUM
dad-10732	79	28	(	(	PUNCT
dad-10732	79	29	4	4	NUM
dad-10732	79	30	)	)	PUNCT
dad-10732	79	31	the	the	DET
dad-10732	79	32	constraints	constraint	NOUN
dad-10732	79	33	in	in	ADP
dad-10732	79	34	equation	equation	NOUN
dad-10732	79	35	(	(	PUNCT
dad-10732	79	36	1	1	X
dad-10732	79	37	)	)	PUNCT
dad-10732	79	38	also	also	ADV
dad-10732	79	39	encode	encode	VERB
dad-10732	79	40	prior	prior	ADJ
dad-10732	79	41	knowledge	knowledge	NOUN
dad-10732	79	42	or	or	CCONJ
dad-10732	79	43	intuition	intuition	NOUN
dad-10732	79	44	(	(	PUNCT
dad-10732	79	45	yu	yu	PROPN
dad-10732	79	46	et	et	PROPN
dad-10732	79	47	al	al	PROPN
dad-10732	79	48	.	.	PROPN
dad-10732	79	49	,	,	PUNCT
dad-10732	79	50	2015	2015	NUM
dad-10732	79	51	)	)	PUNCT
dad-10732	79	52	.	.	PUNCT
dad-10732	80	1	for	for	ADP
dad-10732	80	2	example	example	NOUN
dad-10732	80	3	,	,	PUNCT
dad-10732	80	4	the	the	DET
dad-10732	80	5	rule	rule	NOUN
dad-10732	80	6	“	"	PUNCT
dad-10732	80	7	goal	goal	NOUN
dad-10732	80	8	belief	belief	NOUN
dad-10732	80	9	should	should	AUX
dad-10732	80	10	be	be	AUX
dad-10732	80	11	unchanged	unchanged	ADJ
dad-10732	80	12	or	or	CCONJ
dad-10732	80	13	positively	positively	ADV
dad-10732	80	14	correlated	correlate	VERB
dad-10732	80	15	with	with	ADP
dad-10732	80	16	the	the	DET
dad-10732	80	17	positive	positive	ADJ
dad-10732	80	18	scores	score	NOUN
dad-10732	80	19	from	from	ADP
dad-10732	80	20	slu	slu	NOUN
dad-10732	80	21	”	"	PUNCT
dad-10732	80	22	can	can	AUX
dad-10732	80	23	be	be	AUX
dad-10732	80	24	represented	represent	VERB
dad-10732	80	25	by	by	ADP
dad-10732	80	26	∂p	∂p	PROPN
dad-10732	80	27	(	(	PUNCT
dad-10732	80	28	bt(v	bt(v	NOUN
dad-10732	80	29	)	)	PUNCT
dad-10732	80	30	,	,	PUNCT
dad-10732	80	31	p+	p+	NOUN
dad-10732	80	32	t+1(v	t+1(v	NOUN
dad-10732	80	33	)	)	PUNCT
dad-10732	80	34	,	,	PUNCT
dad-10732	80	35	p−t+1(v	p−t+1(v	NOUN
dad-10732	80	36	)	)	PUNCT
dad-10732	80	37	,	,	PUNCT
dad-10732	80	38	p̃+	p̃+	PROPN
dad-10732	80	39	t+1(v	t+1(v	NOUN
dad-10732	80	40	)	)	PUNCT
dad-10732	80	41	,	,	PUNCT
dad-10732	80	42	p̃−t+1(v	p̃−t+1(v	NOUN
dad-10732	80	43	)	)	PUNCT
dad-10732	80	44	,	,	PUNCT
dad-10732	80	45	1	1	NUM
dad-10732	80	46	,	,	PUNCT
dad-10732	80	47	brt	brt	PROPN
dad-10732	80	48	)	)	PUNCT
dad-10732	80	49	∂p+	∂p+	PROPN
dad-10732	81	1	t+1(v	t+1(v	NOUN
dad-10732	81	2	)	)	PUNCT
dad-10732	81	3	≥	≥	NOUN
dad-10732	81	4	0	0	NUM
dad-10732	81	5	(	(	PUNCT
dad-10732	81	6	5	5	NUM
dad-10732	81	7	)	)	PUNCT
dad-10732	81	8	the	the	DET
dad-10732	81	9	definition	definition	NOUN
dad-10732	81	10	of	of	ADP
dad-10732	81	11	cmbp	cmbp	PROPN
dad-10732	81	12	formulates	formulate	VERB
dad-10732	81	13	a	a	DET
dad-10732	81	14	search	search	NOUN
dad-10732	81	15	space	space	NOUN
dad-10732	81	16	of	of	ADP
dad-10732	81	17	rule	rule	NOUN
dad-10732	81	18	-	-	PUNCT
dad-10732	81	19	based	base	VERB
dad-10732	81	20	models	model	NOUN
dad-10732	81	21	,	,	PUNCT
dad-10732	81	22	where	where	SCONJ
dad-10732	81	23	it	it	PRON
dad-10732	81	24	is	be	AUX
dad-10732	81	25	easy	easy	ADJ
dad-10732	81	26	to	to	PART
dad-10732	81	27	employ	employ	VERB
dad-10732	81	28	data	data	NOUN
dad-10732	81	29	-	-	PUNCT
dad-10732	81	30	driven	drive	VERB
dad-10732	81	31	criterion	criterion	NOUN
dad-10732	81	32	to	to	PART
dad-10732	81	33	find	find	VERB
dad-10732	81	34	a	a	DET
dad-10732	81	35	rule	rule	NOUN
dad-10732	81	36	-	-	PUNCT
dad-10732	81	37	based	base	VERB
dad-10732	81	38	model	model	NOUN
dad-10732	81	39	with	with	ADP
dad-10732	81	40	good	good	ADJ
dad-10732	81	41	performance	performance	NOUN
dad-10732	81	42	.	.	PUNCT
dad-10732	82	1	considering	consider	VERB
dad-10732	82	2	cmbp	cmbp	PROPN
dad-10732	82	3	is	be	AUX
dad-10732	82	4	originally	originally	ADV
dad-10732	82	5	motivated	motivate	VERB
dad-10732	82	6	from	from	ADP
dad-10732	82	7	bayesian	bayesian	NOUN
dad-10732	82	8	probability	probability	NOUN
dad-10732	82	9	operation	operation	NOUN
dad-10732	82	10	which	which	PRON
dad-10732	82	11	leads	lead	VERB
dad-10732	82	12	to	to	ADP
dad-10732	82	13	the	the	DET
dad-10732	82	14	natural	natural	ADJ
dad-10732	82	15	use	use	NOUN
dad-10732	82	16	of	of	ADP
dad-10732	82	17	integer	integer	NOUN
dad-10732	82	18	polynomial	polynomial	ADJ
dad-10732	82	19	coefficients	coefficient	NOUN
dad-10732	82	20	(	(	PUNCT
dad-10732	82	21	g	g	PROPN
dad-10732	82	22	∈	∈	PROPN
dad-10732	82	23	z	z	PROPN
dad-10732	82	24	)	)	PUNCT
dad-10732	82	25	,	,	PUNCT
dad-10732	82	26	the	the	DET
dad-10732	82	27	data	data	NOUN
dad-10732	82	28	-	-	PUNCT
dad-10732	82	29	driven	drive	VERB
dad-10732	82	30	optimization	optimization	NOUN
dad-10732	82	31	can	can	AUX
dad-10732	82	32	be	be	AUX
dad-10732	82	33	formulated	formulate	VERB
dad-10732	82	34	by	by	ADP
dad-10732	82	35	an	an	DET
dad-10732	82	36	integer	integer	NOUN
dad-10732	82	37	programming	programming	NOUN
dad-10732	82	38	program	program	NOUN
dad-10732	82	39	(	(	PUNCT
dad-10732	82	40	sun	sun	PROPN
dad-10732	82	41	et	et	PROPN
dad-10732	82	42	al	al	PROPN
dad-10732	82	43	.	.	PROPN
dad-10732	82	44	,	,	PUNCT
dad-10732	82	45	2014b	2014b	NUM
dad-10732	82	46	;	;	PUNCT
dad-10732	82	47	yu	yu	PROPN
dad-10732	82	48	et	et	PROPN
dad-10732	82	49	al	al	PROPN
dad-10732	82	50	.	.	PROPN
dad-10732	82	51	,	,	PUNCT
dad-10732	82	52	2015	2015	NUM
dad-10732	82	53	)	)	PUNCT
dad-10732	82	54	.	.	PUNCT
dad-10732	83	1	additionally	additionally	ADV
dad-10732	83	2	,	,	PUNCT
dad-10732	83	3	cmbp	cmbp	PROPN
dad-10732	83	4	can	can	AUX
dad-10732	83	5	also	also	ADV
dad-10732	83	6	be	be	AUX
dad-10732	83	7	viewed	view	VERB
dad-10732	83	8	as	as	ADP
dad-10732	83	9	a	a	DET
dad-10732	83	10	data	data	NOUN
dad-10732	83	11	-	-	PUNCT
dad-10732	83	12	driven	drive	VERB
dad-10732	83	13	approach	approach	NOUN
dad-10732	83	14	.	.	PUNCT
dad-10732	84	1	hence	hence	ADV
dad-10732	84	2	,	,	PUNCT
dad-10732	84	3	the	the	DET
dad-10732	84	4	polynomial	polynomial	ADJ
dad-10732	84	5	coefficients	coefficient	NOUN
dad-10732	84	6	can	can	AUX
dad-10732	84	7	be	be	AUX
dad-10732	84	8	extended	extend	VERB
dad-10732	84	9	to	to	ADP
dad-10732	84	10	real	real	ADJ
dad-10732	84	11	numbers	number	NOUN
dad-10732	84	12	.	.	PUNCT
dad-10732	85	1	the	the	DET
dad-10732	85	2	optimization	optimization	NOUN
dad-10732	85	3	of	of	ADP
dad-10732	85	4	real	real	ADJ
dad-10732	85	5	-	-	PUNCT
dad-10732	85	6	coefficient	coefficient	NOUN
dad-10732	85	7	can	can	AUX
dad-10732	85	8	be	be	AUX
dad-10732	85	9	done	do	VERB
dad-10732	85	10	by	by	ADP
dad-10732	85	11	first	first	ADV
dad-10732	85	12	getting	get	VERB
dad-10732	85	13	an	an	DET
dad-10732	85	14	integer	integer	NOUN
dad-10732	85	15	-	-	PUNCT
dad-10732	85	16	coefficient	coefficient	NOUN
dad-10732	85	17	cmbp	cmbp	NOUN
dad-10732	85	18	and	and	CCONJ
dad-10732	85	19	then	then	ADV
dad-10732	85	20	performing	perform	VERB
dad-10732	85	21	hill	hill	NOUN
dad-10732	85	22	climbing	climbing	NOUN
dad-10732	85	23	search	search	NOUN
dad-10732	85	24	(	(	PUNCT
dad-10732	85	25	yu	yu	PROPN
dad-10732	85	26	et	et	PROPN
dad-10732	85	27	al	al	PROPN
dad-10732	85	28	.	.	PROPN
dad-10732	85	29	,	,	PUNCT
dad-10732	85	30	2015	2015	NUM
dad-10732	85	31	)	)	PUNCT
dad-10732	85	32	.	.	PUNCT
dad-10732	86	1	3	3	X
dad-10732	86	2	.	.	X
dad-10732	86	3	recurrent	recurrent	ADJ
dad-10732	86	4	polynomial	polynomial	ADJ
dad-10732	86	5	network	network	NOUN
dad-10732	86	6	recurrent	recurrent	ADJ
dad-10732	86	7	polynomial	polynomial	ADJ
dad-10732	86	8	network	network	NOUN
dad-10732	86	9	,	,	PUNCT
dad-10732	86	10	which	which	PRON
dad-10732	86	11	is	be	AUX
dad-10732	86	12	proposed	propose	VERB
dad-10732	86	13	in	in	ADP
dad-10732	86	14	this	this	DET
dad-10732	86	15	paper	paper	NOUN
dad-10732	86	16	,	,	PUNCT
dad-10732	86	17	takes	take	VERB
dad-10732	86	18	the	the	DET
dad-10732	86	19	other	other	ADJ
dad-10732	86	20	way	way	NOUN
dad-10732	86	21	to	to	PART
dad-10732	86	22	combine	combine	VERB
dad-10732	86	23	rulebased	rulebase	VERB
dad-10732	86	24	and	and	CCONJ
dad-10732	86	25	data	datum	NOUN
dad-10732	86	26	-	-	PUNCT
dad-10732	86	27	driven	drive	VERB
dad-10732	86	28	approaches	approach	NOUN
dad-10732	86	29	.	.	PUNCT
dad-10732	87	1	the	the	DET
dad-10732	87	2	basic	basic	ADJ
dad-10732	87	3	idea	idea	NOUN
dad-10732	87	4	of	of	ADP
dad-10732	87	5	rpn	rpn	PROPN
dad-10732	87	6	is	be	AUX
dad-10732	87	7	to	to	PART
dad-10732	87	8	enable	enable	VERB
dad-10732	87	9	a	a	DET
dad-10732	87	10	kind	kind	NOUN
dad-10732	87	11	of	of	ADP
dad-10732	87	12	data	data	NOUN
dad-10732	87	13	-	-	PUNCT
dad-10732	87	14	driven	drive	VERB
dad-10732	87	15	model	model	NOUN
dad-10732	87	16	to	to	PART
dad-10732	87	17	take	take	VERB
dad-10732	87	18	advantage	advantage	NOUN
dad-10732	87	19	of	of	ADP
dad-10732	87	20	prior	prior	ADJ
dad-10732	87	21	knowledge	knowledge	NOUN
dad-10732	87	22	or	or	CCONJ
dad-10732	87	23	intuition	intuition	NOUN
dad-10732	87	24	by	by	ADP
dad-10732	87	25	using	use	VERB
dad-10732	87	26	the	the	DET
dad-10732	87	27	parameters	parameter	NOUN
dad-10732	87	28	of	of	ADP
dad-10732	87	29	rule	rule	NOUN
dad-10732	87	30	-	-	PUNCT
dad-10732	87	31	based	base	VERB
dad-10732	87	32	models	model	NOUN
dad-10732	87	33	to	to	PART
dad-10732	87	34	initialize	initialize	VERB
dad-10732	87	35	the	the	DET
dad-10732	87	36	parameters	parameter	NOUN
dad-10732	87	37	of	of	ADP
dad-10732	87	38	data	data	NOUN
dad-10732	87	39	-	-	PUNCT
dad-10732	87	40	driven	drive	VERB
dad-10732	87	41	models	model	NOUN
dad-10732	87	42	.	.	PUNCT
dad-10732	88	1	computational	computational	ADJ
dad-10732	88	2	networks	network	NOUN
dad-10732	88	3	have	have	AUX
dad-10732	88	4	been	be	AUX
dad-10732	88	5	researched	research	VERB
dad-10732	88	6	for	for	ADP
dad-10732	88	7	decades	decade	NOUN
dad-10732	88	8	from	from	ADP
dad-10732	88	9	very	very	ADV
dad-10732	88	10	basic	basic	ADJ
dad-10732	88	11	architectures	architecture	NOUN
dad-10732	88	12	such	such	ADJ
dad-10732	88	13	as	as	ADP
dad-10732	88	14	perceptron	perceptron	PROPN
dad-10732	88	15	(	(	PUNCT
dad-10732	88	16	rosenblatt	rosenblatt	PROPN
dad-10732	88	17	,	,	PUNCT
dad-10732	88	18	1958	1958	NUM
dad-10732	88	19	)	)	PUNCT
dad-10732	88	20	to	to	ADP
dad-10732	88	21	today	today	NOUN
dad-10732	88	22	’s	’s	PART
dad-10732	88	23	various	various	ADJ
dad-10732	88	24	kinds	kind	NOUN
dad-10732	88	25	of	of	ADP
dad-10732	88	26	deep	deep	ADJ
dad-10732	88	27	neural	neural	ADJ
dad-10732	88	28	networks	network	NOUN
dad-10732	88	29	.	.	PUNCT
dad-10732	89	1	recurrent	recurrent	ADJ
dad-10732	89	2	computational	computational	ADJ
dad-10732	89	3	networks	network	NOUN
dad-10732	89	4	,	,	PUNCT
dad-10732	89	5	a	a	DET
dad-10732	89	6	class	class	NOUN
dad-10732	89	7	of	of	ADP
dad-10732	89	8	computational	computational	ADJ
dad-10732	89	9	networks	network	NOUN
dad-10732	89	10	which	which	PRON
dad-10732	89	11	have	have	VERB
dad-10732	89	12	recurrent	recurrent	ADJ
dad-10732	89	13	connections	connection	NOUN
dad-10732	89	14	,	,	PUNCT
dad-10732	89	15	have	have	AUX
dad-10732	89	16	also	also	ADV
dad-10732	89	17	been	be	AUX
dad-10732	89	18	researched	research	VERB
dad-10732	89	19	for	for	ADP
dad-10732	89	20	a	a	DET
dad-10732	89	21	long	long	ADJ
dad-10732	89	22	time	time	NOUN
dad-10732	89	23	,	,	PUNCT
dad-10732	89	24	from	from	ADP
dad-10732	89	25	fully	fully	ADV
dad-10732	89	26	recurrent	recurrent	ADJ
dad-10732	89	27	networks	network	NOUN
dad-10732	89	28	to	to	ADP
dad-10732	89	29	networks	network	NOUN
dad-10732	89	30	with	with	ADP
dad-10732	89	31	relatively	relatively	ADV
dad-10732	89	32	complex	complex	ADJ
dad-10732	89	33	structures	structure	NOUN
dad-10732	89	34	such	such	ADJ
dad-10732	89	35	as	as	ADP
dad-10732	89	36	long	long	ADJ
dad-10732	89	37	short	short	ADJ
dad-10732	89	38	-	-	PUNCT
dad-10732	89	39	term	term	NOUN
dad-10732	89	40	memory	memory	NOUN
dad-10732	89	41	(	(	PUNCT
dad-10732	89	42	lstm	lstm	NOUN
dad-10732	89	43	)	)	PUNCT
dad-10732	89	44	(	(	PUNCT
dad-10732	89	45	hochreiter	hochreiter	PROPN
dad-10732	89	46	and	and	CCONJ
dad-10732	89	47	schmidhuber	schmidhuber	NOUN
dad-10732	89	48	,	,	PUNCT
dad-10732	89	49	1997	1997	NUM
dad-10732	89	50	)	)	PUNCT
dad-10732	89	51	.	.	PUNCT
dad-10732	90	1	like	like	ADP
dad-10732	90	2	common	common	ADJ
dad-10732	90	3	neural	neural	ADJ
dad-10732	90	4	networks	network	NOUN
dad-10732	90	5	,	,	PUNCT
dad-10732	90	6	rpn	rpn	PROPN
dad-10732	90	7	is	be	AUX
dad-10732	90	8	a	a	DET
dad-10732	90	9	data	data	NOUN
dad-10732	90	10	-	-	PUNCT
dad-10732	90	11	driven	drive	VERB
dad-10732	90	12	approach	approach	NOUN
dad-10732	90	13	so	so	SCONJ
dad-10732	90	14	it	it	PRON
dad-10732	90	15	is	be	AUX
dad-10732	90	16	as	as	ADV
dad-10732	90	17	easy	easy	ADJ
dad-10732	90	18	to	to	PART
dad-10732	90	19	add	add	VERB
dad-10732	90	20	features	feature	NOUN
dad-10732	90	21	and	and	CCONJ
dad-10732	90	22	try	try	VERB
dad-10732	90	23	1	1	NUM
dad-10732	90	24	.	.	PUNCT
dad-10732	91	1	the	the	DET
dad-10732	91	2	notation	notation	NOUN
dad-10732	91	3	of	of	ADP
dad-10732	91	4	∑	∑	PROPN
dad-10732	91	5	0≤k1≤···≤kn≤d	0≤k1≤···≤kn≤d	PROPN
dad-10732	91	6	is	be	AUX
dad-10732	91	7	shorthand	shorthand	NOUN
dad-10732	91	8	for	for	ADP
dad-10732	91	9	series	series	NOUN
dad-10732	91	10	of	of	ADP
dad-10732	91	11	n	n	CCONJ
dad-10732	91	12	nested	nested	ADJ
dad-10732	91	13	sums	sum	NOUN
dad-10732	91	14	over	over	ADP
dad-10732	91	15	ranges	range	NOUN
dad-10732	91	16	bounded	bound	VERB
dad-10732	91	17	,	,	PUNCT
dad-10732	91	18	i.e.∑	i.e.∑	ADJ
dad-10732	91	19	0≤k1≤d	0≤k1≤d	X
dad-10732	91	20	∑	∑	PUNCT
dad-10732	91	21	k1≤k2≤d	k1≤k2≤d	ADJ
dad-10732	91	22	.	.	PUNCT
dad-10732	91	23	.	.	PUNCT
dad-10732	91	24	.	.	PUNCT
dad-10732	92	1	∑	∑	PROPN
dad-10732	93	1	kn−1≤kn≤d	kn−1≤kn≤d	PROPN
dad-10732	93	2	.	.	PUNCT
dad-10732	94	1	69	69	NUM
dad-10732	94	2	sun	sun	NOUN
dad-10732	94	3	,	,	PUNCT
dad-10732	94	4	xie	xie	PROPN
dad-10732	94	5	and	and	CCONJ
dad-10732	94	6	yu	yu	PROPN
dad-10732	94	7	complex	complex	ADJ
dad-10732	94	8	structures	structure	NOUN
dad-10732	94	9	in	in	ADP
dad-10732	94	10	rpn	rpn	PROPN
dad-10732	94	11	as	as	ADP
dad-10732	94	12	in	in	ADP
dad-10732	94	13	neural	neural	ADJ
dad-10732	94	14	networks	network	NOUN
dad-10732	94	15	.	.	PUNCT
dad-10732	95	1	however	however	ADV
dad-10732	95	2	,	,	PUNCT
dad-10732	95	3	compared	compare	VERB
dad-10732	95	4	with	with	ADP
dad-10732	95	5	common	common	ADJ
dad-10732	95	6	neural	neural	ADJ
dad-10732	95	7	networks	network	NOUN
dad-10732	95	8	which	which	PRON
dad-10732	95	9	are	be	AUX
dad-10732	95	10	“	"	PUNCT
dad-10732	95	11	black	black	ADJ
dad-10732	95	12	boxes	box	NOUN
dad-10732	95	13	”	"	PUNCT
dad-10732	95	14	,	,	PUNCT
dad-10732	95	15	an	an	DET
dad-10732	95	16	rpn	rpn	NOUN
dad-10732	95	17	can	can	AUX
dad-10732	95	18	essentially	essentially	ADV
dad-10732	95	19	be	be	AUX
dad-10732	95	20	seen	see	VERB
dad-10732	95	21	as	as	ADP
dad-10732	95	22	a	a	DET
dad-10732	95	23	polynomial	polynomial	ADJ
dad-10732	95	24	function	function	NOUN
dad-10732	95	25	.	.	PUNCT
dad-10732	96	1	hence	hence	ADV
dad-10732	96	2	,	,	PUNCT
dad-10732	96	3	considering	consider	VERB
dad-10732	96	4	that	that	SCONJ
dad-10732	96	5	a	a	DET
dad-10732	96	6	cmbp	cmbp	NOUN
dad-10732	96	7	is	be	AUX
dad-10732	96	8	also	also	ADV
dad-10732	96	9	a	a	DET
dad-10732	96	10	polynomial	polynomial	ADJ
dad-10732	96	11	function	function	NOUN
dad-10732	96	12	,	,	PUNCT
dad-10732	96	13	the	the	DET
dad-10732	96	14	encoded	encode	VERB
dad-10732	96	15	prior	prior	ADJ
dad-10732	96	16	knowledge	knowledge	NOUN
dad-10732	96	17	and	and	CCONJ
dad-10732	96	18	intuition	intuition	NOUN
dad-10732	96	19	in	in	ADP
dad-10732	96	20	cmbp	cmbp	NOUN
dad-10732	96	21	can	can	AUX
dad-10732	96	22	be	be	AUX
dad-10732	96	23	transferred	transfer	VERB
dad-10732	96	24	to	to	AUX
dad-10732	96	25	rpn	rpn	VERB
dad-10732	96	26	by	by	ADP
dad-10732	96	27	using	use	VERB
dad-10732	96	28	the	the	DET
dad-10732	96	29	parameters	parameter	NOUN
dad-10732	96	30	of	of	ADP
dad-10732	96	31	cmbp	cmbp	NOUN
dad-10732	96	32	to	to	PART
dad-10732	96	33	initialize	initialize	VERB
dad-10732	96	34	rpn	rpn	PROPN
dad-10732	96	35	.	.	PUNCT
dad-10732	97	1	in	in	ADP
dad-10732	97	2	this	this	DET
dad-10732	97	3	way	way	NOUN
dad-10732	97	4	,	,	PUNCT
dad-10732	97	5	it	it	PRON
dad-10732	97	6	combines	combine	VERB
dad-10732	97	7	rule	rule	NOUN
dad-10732	97	8	-	-	PUNCT
dad-10732	97	9	based	base	VERB
dad-10732	97	10	models	model	NOUN
dad-10732	97	11	and	and	CCONJ
dad-10732	97	12	data	datum	NOUN
dad-10732	97	13	-	-	PUNCT
dad-10732	97	14	driven	drive	VERB
dad-10732	97	15	models	model	NOUN
dad-10732	97	16	.	.	PUNCT
dad-10732	98	1	a	a	DET
dad-10732	98	2	recurrent	recurrent	ADJ
dad-10732	98	3	polynomial	polynomial	ADJ
dad-10732	98	4	network	network	NOUN
dad-10732	98	5	is	be	AUX
dad-10732	98	6	a	a	DET
dad-10732	98	7	computational	computational	ADJ
dad-10732	98	8	network	network	NOUN
dad-10732	98	9	.	.	PUNCT
dad-10732	99	1	the	the	DET
dad-10732	99	2	network	network	NOUN
dad-10732	99	3	contains	contain	VERB
dad-10732	99	4	multiple	multiple	ADJ
dad-10732	99	5	edges	edge	NOUN
dad-10732	99	6	and	and	CCONJ
dad-10732	99	7	loops	loop	NOUN
dad-10732	99	8	.	.	PUNCT
dad-10732	100	1	each	each	DET
dad-10732	100	2	node	node	NOUN
dad-10732	100	3	is	be	AUX
dad-10732	100	4	either	either	CCONJ
dad-10732	100	5	an	an	DET
dad-10732	100	6	input	input	NOUN
dad-10732	100	7	node	node	NOUN
dad-10732	100	8	,	,	PUNCT
dad-10732	100	9	which	which	PRON
dad-10732	100	10	is	be	AUX
dad-10732	100	11	used	use	VERB
dad-10732	100	12	to	to	PART
dad-10732	100	13	represent	represent	VERB
dad-10732	100	14	an	an	DET
dad-10732	100	15	input	input	NOUN
dad-10732	100	16	value	value	NOUN
dad-10732	100	17	,	,	PUNCT
dad-10732	100	18	or	or	CCONJ
dad-10732	100	19	a	a	DET
dad-10732	100	20	computation	computation	NOUN
dad-10732	100	21	node	node	NOUN
dad-10732	100	22	.	.	PUNCT
dad-10732	101	1	each	each	DET
dad-10732	101	2	node	node	NOUN
dad-10732	101	3	x	x	VERB
dad-10732	101	4	is	be	AUX
dad-10732	101	5	set	set	VERB
dad-10732	101	6	an	an	DET
dad-10732	101	7	initial	initial	ADJ
dad-10732	101	8	value	value	NOUN
dad-10732	101	9	u(0)x	u(0)x	X
dad-10732	101	10	at	at	ADP
dad-10732	101	11	time	time	NOUN
dad-10732	101	12	0	0	NUM
dad-10732	101	13	,	,	PUNCT
dad-10732	101	14	and	and	CCONJ
dad-10732	101	15	its	its	PRON
dad-10732	101	16	value	value	NOUN
dad-10732	101	17	is	be	AUX
dad-10732	101	18	updated	update	VERB
dad-10732	101	19	at	at	ADP
dad-10732	101	20	time	time	NOUN
dad-10732	101	21	1	1	NUM
dad-10732	101	22	,	,	PUNCT
dad-10732	101	23	2	2	NUM
dad-10732	101	24	,	,	PUNCT
dad-10732	101	25	·	·	PUNCT
dad-10732	101	26	·	·	PUNCT
dad-10732	101	27	·	·	PUNCT
dad-10732	101	28	.	.	PUNCT
dad-10732	102	1	both	both	CCONJ
dad-10732	102	2	the	the	DET
dad-10732	102	3	type	type	NOUN
dad-10732	102	4	of	of	ADP
dad-10732	102	5	edges	edge	NOUN
dad-10732	102	6	and	and	CCONJ
dad-10732	102	7	the	the	DET
dad-10732	102	8	type	type	NOUN
dad-10732	102	9	of	of	ADP
dad-10732	102	10	nodes	node	NOUN
dad-10732	102	11	decide	decide	VERB
dad-10732	102	12	how	how	SCONJ
dad-10732	102	13	the	the	DET
dad-10732	102	14	nodes	node	NOUN
dad-10732	102	15	’	'	PUNCT
dad-10732	102	16	values	value	NOUN
dad-10732	102	17	are	be	AUX
dad-10732	102	18	updated	update	VERB
dad-10732	102	19	.	.	PUNCT
dad-10732	103	1	there	there	PRON
dad-10732	103	2	are	be	VERB
dad-10732	103	3	two	two	NUM
dad-10732	103	4	types	type	NOUN
dad-10732	103	5	of	of	ADP
dad-10732	103	6	edges	edge	NOUN
dad-10732	103	7	.	.	PUNCT
dad-10732	104	1	one	one	NUM
dad-10732	104	2	type	type	NOUN
dad-10732	104	3	,	,	PUNCT
dad-10732	104	4	referred	refer	VERB
dad-10732	104	5	to	to	ADP
dad-10732	104	6	as	as	ADP
dad-10732	104	7	type-1	type-1	PROPN
dad-10732	104	8	,	,	PUNCT
dad-10732	104	9	indicates	indicate	VERB
dad-10732	104	10	the	the	DET
dad-10732	104	11	value	value	NOUN
dad-10732	104	12	updating	updating	NOUN
dad-10732	104	13	at	at	ADP
dad-10732	104	14	time	time	NOUN
dad-10732	104	15	t	t	PROPN
dad-10732	104	16	takes	take	VERB
dad-10732	104	17	the	the	DET
dad-10732	104	18	value	value	NOUN
dad-10732	104	19	of	of	ADP
dad-10732	104	20	a	a	DET
dad-10732	104	21	node	node	NOUN
dad-10732	104	22	at	at	ADP
dad-10732	104	23	time	time	NOUN
dad-10732	104	24	t	t	PROPN
dad-10732	104	25	−	−	PROPN
dad-10732	104	26	1	1	NUM
dad-10732	104	27	,	,	PUNCT
dad-10732	104	28	i.e.	i.e.	X
dad-10732	104	29	type-1	type-1	PRON
dad-10732	104	30	edges	edge	NOUN
dad-10732	104	31	are	be	AUX
dad-10732	104	32	recurrent	recurrent	ADJ
dad-10732	104	33	edges	edge	NOUN
dad-10732	104	34	,	,	PUNCT
dad-10732	104	35	while	while	SCONJ
dad-10732	104	36	the	the	DET
dad-10732	104	37	other	other	ADJ
dad-10732	104	38	type	type	NOUN
dad-10732	104	39	,	,	PUNCT
dad-10732	104	40	referred	refer	VERB
dad-10732	104	41	to	to	ADP
dad-10732	104	42	as	as	ADP
dad-10732	104	43	type-2	type-2	PROPN
dad-10732	104	44	,	,	PUNCT
dad-10732	104	45	indicates	indicate	VERB
dad-10732	104	46	the	the	DET
dad-10732	104	47	value	value	NOUN
dad-10732	104	48	updating	updating	NOUN
dad-10732	104	49	at	at	ADP
dad-10732	104	50	time	time	NOUN
dad-10732	104	51	t	t	PROPN
dad-10732	104	52	takes	take	VERB
dad-10732	104	53	another	another	DET
dad-10732	104	54	node	node	NOUN
dad-10732	104	55	’s	’s	PART
dad-10732	104	56	value	value	NOUN
dad-10732	104	57	at	at	ADP
dad-10732	104	58	time	time	NOUN
dad-10732	104	59	t.	t.	PROPN
dad-10732	104	60	except	except	SCONJ
dad-10732	104	61	for	for	ADP
dad-10732	104	62	loops	loop	NOUN
dad-10732	104	63	made	make	VERB
dad-10732	104	64	of	of	ADP
dad-10732	104	65	“	"	PUNCT
dad-10732	104	66	type-1	type-1	PROPN
dad-10732	104	67	”	"	PUNCT
dad-10732	104	68	edges	edge	NOUN
dad-10732	104	69	,	,	PUNCT
dad-10732	104	70	the	the	DET
dad-10732	104	71	network	network	NOUN
dad-10732	104	72	should	should	AUX
dad-10732	104	73	not	not	PART
dad-10732	104	74	have	have	VERB
dad-10732	104	75	loops	loop	NOUN
dad-10732	104	76	.	.	PUNCT
dad-10732	105	1	for	for	ADP
dad-10732	105	2	simplicity	simplicity	NOUN
dad-10732	105	3	,	,	PUNCT
dad-10732	105	4	let	let	VERB
dad-10732	105	5	ix	ix	PRON
dad-10732	105	6	be	be	AUX
dad-10732	105	7	the	the	DET
dad-10732	105	8	set	set	NOUN
dad-10732	105	9	of	of	ADP
dad-10732	105	10	nodes	node	NOUN
dad-10732	105	11	y	y	PROPN
dad-10732	105	12	which	which	PRON
dad-10732	105	13	are	be	AUX
dad-10732	105	14	linked	link	VERB
dad-10732	105	15	to	to	PART
dad-10732	105	16	node	node	NOUN
dad-10732	105	17	x	x	PUNCT
dad-10732	105	18	by	by	ADP
dad-10732	105	19	a	a	DET
dad-10732	105	20	type-1	type-1	NUM
dad-10732	105	21	edge	edge	NOUN
dad-10732	105	22	,	,	PUNCT
dad-10732	105	23	îx	îx	PRON
dad-10732	105	24	be	be	VERB
dad-10732	105	25	the	the	DET
dad-10732	105	26	set	set	NOUN
dad-10732	105	27	of	of	ADP
dad-10732	105	28	nodes	node	NOUN
dad-10732	105	29	y	y	PROPN
dad-10732	105	30	which	which	PRON
dad-10732	105	31	are	be	AUX
dad-10732	105	32	linked	link	VERB
dad-10732	105	33	to	to	PART
dad-10732	105	34	node	node	NOUN
dad-10732	105	35	x	x	PUNCT
dad-10732	105	36	by	by	ADP
dad-10732	105	37	a	a	DET
dad-10732	105	38	type-2	type-2	NUM
dad-10732	105	39	edge	edge	NOUN
dad-10732	105	40	.	.	PUNCT
dad-10732	106	1	based	base	VERB
dad-10732	106	2	on	on	ADP
dad-10732	106	3	these	these	DET
dad-10732	106	4	definitions	definition	NOUN
dad-10732	106	5	,	,	PUNCT
dad-10732	106	6	two	two	NUM
dad-10732	106	7	types	type	NOUN
dad-10732	106	8	of	of	ADP
dad-10732	106	9	computation	computation	NOUN
dad-10732	106	10	nodes	node	NOUN
dad-10732	106	11	,	,	PUNCT
dad-10732	106	12	sum	sum	NOUN
dad-10732	106	13	and	and	CCONJ
dad-10732	106	14	product	product	NOUN
dad-10732	106	15	,	,	PUNCT
dad-10732	106	16	are	be	AUX
dad-10732	106	17	introduced	introduce	VERB
dad-10732	106	18	.	.	PUNCT
dad-10732	107	1	specifically	specifically	ADV
dad-10732	107	2	,	,	PUNCT
dad-10732	107	3	at	at	ADP
dad-10732	107	4	time	time	NOUN
dad-10732	107	5	t	t	X
dad-10732	107	6	>	>	X
dad-10732	107	7	0	0	NUM
dad-10732	107	8	,	,	PUNCT
dad-10732	107	9	if	if	SCONJ
dad-10732	107	10	node	node	NOUN
dad-10732	107	11	x	x	VERB
dad-10732	107	12	is	be	AUX
dad-10732	107	13	a	a	DET
dad-10732	107	14	sum	sum	NOUN
dad-10732	107	15	node	node	NOUN
dad-10732	107	16	,	,	PUNCT
dad-10732	107	17	its	its	PRON
dad-10732	107	18	value	value	NOUN
dad-10732	107	19	u(t)x	u(t)x	PROPN
dad-10732	107	20	is	be	AUX
dad-10732	107	21	updated	update	VERB
dad-10732	107	22	by	by	ADP
dad-10732	107	23	u(t)x	u(t)x	PROPN
dad-10732	107	24	=	=	PUNCT
dad-10732	107	25	∑	∑	ADP
dad-10732	107	26	y∈ix	y∈ix	PROPN
dad-10732	107	27	wx	wx	PROPN
dad-10732	107	28	,	,	PUNCT
dad-10732	107	29	yu	yu	PROPN
dad-10732	107	30	(	(	PUNCT
dad-10732	107	31	t−1	t−1	PROPN
dad-10732	107	32	)	)	PUNCT
dad-10732	108	1	y	y	PROPN
dad-10732	109	1	+	+	CCONJ
dad-10732	109	2	∑	∑	PROPN
dad-10732	109	3	y∈îx	y∈îx	NOUN
dad-10732	109	4	ŵx	ŵx	NOUN
dad-10732	109	5	,	,	PUNCT
dad-10732	109	6	yu	yu	PROPN
dad-10732	109	7	(	(	PUNCT
dad-10732	109	8	t	t	PROPN
dad-10732	109	9	)	)	PUNCT
dad-10732	109	10	y	y	PROPN
dad-10732	109	11	(	(	PUNCT
dad-10732	109	12	6	6	NUM
dad-10732	109	13	)	)	PUNCT
dad-10732	109	14	where	where	SCONJ
dad-10732	109	15	w	w	NOUN
dad-10732	109	16	,	,	PUNCT
dad-10732	109	17	ŵ	ŵ	X
dad-10732	109	18	∈	∈	PROPN
dad-10732	109	19	r	r	NOUN
dad-10732	109	20	are	be	AUX
dad-10732	109	21	the	the	DET
dad-10732	109	22	weights	weight	NOUN
dad-10732	109	23	of	of	ADP
dad-10732	109	24	edges	edge	NOUN
dad-10732	109	25	.	.	PUNCT
dad-10732	110	1	similarly	similarly	ADV
dad-10732	110	2	,	,	PUNCT
dad-10732	110	3	if	if	SCONJ
dad-10732	110	4	node	node	NOUN
dad-10732	110	5	x	x	VERB
dad-10732	110	6	is	be	AUX
dad-10732	110	7	a	a	DET
dad-10732	110	8	product	product	NOUN
dad-10732	110	9	node	node	NOUN
dad-10732	110	10	,	,	PUNCT
dad-10732	110	11	its	its	PRON
dad-10732	110	12	value	value	NOUN
dad-10732	110	13	is	be	AUX
dad-10732	110	14	updated	update	VERB
dad-10732	110	15	by	by	ADP
dad-10732	110	16	u(t)x	u(t)x	PROPN
dad-10732	110	17	=	=	SYM
dad-10732	110	18	∏	∏	PROPN
dad-10732	110	19	y∈ix	y∈ix	PROPN
dad-10732	110	20	u(t−1)y	u(t−1)y	PROPN
dad-10732	110	21	mx	mx	PROPN
dad-10732	110	22	,	,	PUNCT
dad-10732	110	23	y	y	PROPN
dad-10732	110	24	∏	∏	PROPN
dad-10732	110	25	y∈îx	y∈îx	PROPN
dad-10732	110	26	u(t)y	u(t)y	PROPN
dad-10732	110	27	m̂x	m̂x	PROPN
dad-10732	110	28	,	,	PUNCT
dad-10732	110	29	y	y	PROPN
dad-10732	110	30	(	(	PUNCT
dad-10732	110	31	7	7	NUM
dad-10732	110	32	)	)	PUNCT
dad-10732	110	33	where	where	SCONJ
dad-10732	110	34	mx	mx	PROPN
dad-10732	110	35	,	,	PUNCT
dad-10732	110	36	y	y	PROPN
dad-10732	110	37	and	and	CCONJ
dad-10732	110	38	m̂x	m̂x	PROPN
dad-10732	110	39	,	,	PUNCT
dad-10732	110	40	y	y	PROPN
dad-10732	110	41	are	be	AUX
dad-10732	110	42	integers	integer	NOUN
dad-10732	110	43	,	,	PUNCT
dad-10732	110	44	denoting	denote	VERB
dad-10732	110	45	the	the	DET
dad-10732	110	46	multiplicity	multiplicity	NOUN
dad-10732	110	47	of	of	ADP
dad-10732	110	48	the	the	DET
dad-10732	110	49	type-1	type-1	PROPN
dad-10732	110	50	edge	edge	NOUN
dad-10732	110	51	−→yx	−→yx	NOUN
dad-10732	110	52	,	,	PUNCT
dad-10732	110	53	and	and	CCONJ
dad-10732	110	54	the	the	DET
dad-10732	110	55	multiplicity	multiplicity	NOUN
dad-10732	110	56	of	of	ADP
dad-10732	110	57	the	the	DET
dad-10732	110	58	type-2	type-2	NUM
dad-10732	110	59	edge	edge	NOUN
dad-10732	110	60	−→yx	−→yx	NOUN
dad-10732	110	61	respectively	respectively	ADV
dad-10732	110	62	.	.	PUNCT
dad-10732	111	1	it	it	PRON
dad-10732	111	2	is	be	AUX
dad-10732	111	3	noted	note	VERB
dad-10732	111	4	that	that	SCONJ
dad-10732	111	5	only	only	ADV
dad-10732	111	6	w	w	PROPN
dad-10732	111	7	,	,	PUNCT
dad-10732	111	8	ŵ	ŵ	X
dad-10732	111	9	are	be	AUX
dad-10732	111	10	parameters	parameter	NOUN
dad-10732	111	11	of	of	ADP
dad-10732	111	12	rpn	rpn	PROPN
dad-10732	111	13	while	while	SCONJ
dad-10732	111	14	mx	mx	PROPN
dad-10732	111	15	,	,	PUNCT
dad-10732	111	16	y	y	PROPN
dad-10732	111	17	,	,	PUNCT
dad-10732	111	18	m̂x	m̂x	PROPN
dad-10732	111	19	,	,	PUNCT
dad-10732	111	20	y	y	PROPN
dad-10732	111	21	are	be	AUX
dad-10732	111	22	constant	constant	ADJ
dad-10732	111	23	given	give	VERB
dad-10732	111	24	the	the	DET
dad-10732	111	25	structure	structure	NOUN
dad-10732	111	26	of	of	ADP
dad-10732	111	27	an	an	DET
dad-10732	111	28	rpn	rpn	PROPN
dad-10732	111	29	.	.	PUNCT
dad-10732	112	1	𝑎	𝑎	X
dad-10732	112	2	𝑏	𝑏	PROPN
dad-10732	112	3	𝑐	𝑐	PROPN
dad-10732	112	4	𝑑	𝑑	PROPN
dad-10732	112	5	1.0	1.0	NUM
dad-10732	112	6	0.5	0.5	NUM
dad-10732	112	7	figure	figure	NOUN
dad-10732	112	8	2	2	NUM
dad-10732	112	9	:	:	PUNCT
dad-10732	112	10	a	a	DET
dad-10732	112	11	simple	simple	ADJ
dad-10732	112	12	example	example	NOUN
dad-10732	112	13	of	of	ADP
dad-10732	112	14	rpn	rpn	PROPN
dad-10732	112	15	.	.	PUNCT
dad-10732	113	1	the	the	DET
dad-10732	113	2	type	type	NOUN
dad-10732	113	3	of	of	ADP
dad-10732	113	4	nodes	node	NOUN
dad-10732	113	5	a	a	DET
dad-10732	113	6	,	,	PUNCT
dad-10732	113	7	b	b	NOUN
dad-10732	113	8	,	,	PUNCT
dad-10732	113	9	c	c	NOUN
dad-10732	113	10	,	,	PUNCT
dad-10732	113	11	d	d	X
dad-10732	113	12	are	be	AUX
dad-10732	113	13	input	input	NOUN
dad-10732	113	14	,	,	PUNCT
dad-10732	113	15	input	input	NOUN
dad-10732	113	16	,	,	PUNCT
dad-10732	113	17	product	product	NOUN
dad-10732	113	18	,	,	PUNCT
dad-10732	113	19	and	and	CCONJ
dad-10732	113	20	sum	sum	VERB
dad-10732	113	21	respectively	respectively	ADV
dad-10732	113	22	.	.	PUNCT
dad-10732	114	1	edge	edge	NOUN
dad-10732	114	2	−→	−→	ADJ
dad-10732	114	3	dd	dd	NOUN
dad-10732	114	4	is	be	AUX
dad-10732	114	5	of	of	ADP
dad-10732	114	6	type-1	type-1	PROPN
dad-10732	114	7	,	,	PUNCT
dad-10732	114	8	while	while	SCONJ
dad-10732	114	9	the	the	DET
dad-10732	114	10	other	other	ADJ
dad-10732	114	11	edges	edge	NOUN
dad-10732	114	12	are	be	AUX
dad-10732	114	13	of	of	ADP
dad-10732	114	14	type-2	type-2	PROPN
dad-10732	114	15	.	.	PUNCT
dad-10732	115	1	m̂a	m̂a	PROPN
dad-10732	115	2	,	,	PUNCT
dad-10732	115	3	c	c	NOUN
dad-10732	115	4	=	=	SYM
dad-10732	115	5	2	2	NUM
dad-10732	115	6	,	,	PUNCT
dad-10732	115	7	m̂b	m̂b	PROPN
dad-10732	115	8	,	,	PUNCT
dad-10732	115	9	c	c	NOUN
dad-10732	115	10	=	=	SYM
dad-10732	115	11	m̂c	m̂c	PROPN
dad-10732	115	12	,	,	PUNCT
dad-10732	115	13	d	d	PROPN
dad-10732	115	14	=	=	PUNCT
dad-10732	115	15	md	md	PROPN
dad-10732	115	16	,	,	PUNCT
dad-10732	115	17	d	d	X
dad-10732	115	18	=	=	SYM
dad-10732	116	1	1	1	X
dad-10732	116	2	.	.	PUNCT
dad-10732	116	3	let	let	VERB
dad-10732	116	4	u(t	u(t	NOUN
dad-10732	116	5	)	)	PUNCT
dad-10732	116	6	,	,	PUNCT
dad-10732	116	7	û(t	û(t	X
dad-10732	116	8	)	)	PUNCT
dad-10732	116	9	denote	denote	VERB
dad-10732	116	10	the	the	DET
dad-10732	116	11	vector	vector	NOUN
dad-10732	116	12	of	of	ADP
dad-10732	116	13	computation	computation	NOUN
dad-10732	116	14	nodes	node	NOUN
dad-10732	116	15	’	'	PUNCT
dad-10732	116	16	values	value	NOUN
dad-10732	116	17	and	and	CCONJ
dad-10732	116	18	the	the	DET
dad-10732	116	19	vector	vector	NOUN
dad-10732	116	20	of	of	ADP
dad-10732	116	21	input	input	NOUN
dad-10732	116	22	nodes	node	NOUN
dad-10732	116	23	’	'	PUNCT
dad-10732	116	24	values	value	NOUN
dad-10732	116	25	at	at	ADP
dad-10732	116	26	time	time	NOUN
dad-10732	116	27	t	t	PROPN
dad-10732	116	28	respectively	respectively	ADV
dad-10732	116	29	,	,	PUNCT
dad-10732	116	30	then	then	ADV
dad-10732	116	31	a	a	DET
dad-10732	116	32	well	well	ADV
dad-10732	116	33	-	-	PUNCT
dad-10732	116	34	defined	define	VERB
dad-10732	116	35	rpn	rpn	NOUN
dad-10732	116	36	can	can	AUX
dad-10732	116	37	be	be	AUX
dad-10732	116	38	seen	see	VERB
dad-10732	116	39	as	as	ADP
dad-10732	116	40	a	a	DET
dad-10732	116	41	polynomial	polynomial	ADJ
dad-10732	116	42	function	function	NOUN
dad-10732	116	43	as	as	ADP
dad-10732	116	44	70	70	NUM
dad-10732	116	45	recurrent	recurrent	ADJ
dad-10732	116	46	polynomial	polynomial	ADJ
dad-10732	116	47	network	network	NOUN
dad-10732	116	48	for	for	ADP
dad-10732	116	49	dialogue	dialogue	NOUN
dad-10732	116	50	state	state	NOUN
dad-10732	116	51	tracking	tracking	NOUN
dad-10732	116	52	below	below	ADV
dad-10732	116	53	.	.	PUNCT
dad-10732	117	1	u(t	u(t	NOUN
dad-10732	117	2	)	)	PUNCT
dad-10732	118	1	=	=	SYM
dad-10732	119	1	p	p	X
dad-10732	119	2	(	(	PUNCT
dad-10732	119	3	û(t),u(t−1	û(t),u(t−1	PROPN
dad-10732	119	4	)	)	PUNCT
dad-10732	119	5	,	,	PUNCT
dad-10732	119	6	1	1	X
dad-10732	119	7	)	)	PUNCT
dad-10732	119	8	(	(	PUNCT
dad-10732	119	9	8)	8)	NUM
dad-10732	119	10	where	where	SCONJ
dad-10732	119	11	p	p	NOUN
dad-10732	119	12	is	be	AUX
dad-10732	119	13	defined	define	VERB
dad-10732	119	14	by	by	ADP
dad-10732	119	15	equation	equation	NOUN
dad-10732	119	16	(	(	PUNCT
dad-10732	119	17	2	2	NUM
dad-10732	119	18	)	)	PUNCT
dad-10732	119	19	.	.	PUNCT
dad-10732	120	1	for	for	ADP
dad-10732	120	2	example	example	NOUN
dad-10732	120	3	,	,	PUNCT
dad-10732	120	4	for	for	ADP
dad-10732	120	5	the	the	DET
dad-10732	120	6	rpn	rpn	PROPN
dad-10732	120	7	in	in	ADP
dad-10732	120	8	figure	figure	NOUN
dad-10732	120	9	2	2	NUM
dad-10732	120	10	,	,	PUNCT
dad-10732	120	11	its	its	PRON
dad-10732	120	12	corresponding	corresponding	ADJ
dad-10732	120	13	polynomial	polynomial	ADJ
dad-10732	120	14	function	function	NOUN
dad-10732	120	15	is	be	AUX
dad-10732	120	16	(	(	PUNCT
dad-10732	120	17	u(t)c	u(t)c	PROPN
dad-10732	120	18	,	,	PUNCT
dad-10732	120	19	u	u	PROPN
dad-10732	120	20	(	(	PUNCT
dad-10732	120	21	t	t	PROPN
dad-10732	120	22	)	)	PUNCT
dad-10732	120	23	d	d	NOUN
dad-10732	120	24	)	)	PUNCT
dad-10732	121	1	=	=	NOUN
dad-10732	121	2	p	p	X
dad-10732	121	3	(	(	PUNCT
dad-10732	121	4	u(t)a	u(t)a	INTJ
dad-10732	121	5	,	,	PUNCT
dad-10732	121	6	u	u	PROPN
dad-10732	121	7	(	(	PUNCT
dad-10732	121	8	t	t	PROPN
dad-10732	121	9	)	)	PUNCT
dad-10732	121	10	b	b	PROPN
dad-10732	121	11	,	,	PUNCT
dad-10732	121	12	u	u	PROPN
dad-10732	121	13	(	(	PUNCT
dad-10732	121	14	t−1	t−1	NOUN
dad-10732	121	15	)	)	PUNCT
dad-10732	121	16	c	c	NOUN
dad-10732	121	17	,	,	PUNCT
dad-10732	121	18	u	u	PROPN
dad-10732	121	19	(	(	PUNCT
dad-10732	121	20	t−1	t−1	NOUN
dad-10732	121	21	)	)	PUNCT
dad-10732	122	1	d	d	NOUN
dad-10732	122	2	,	,	PUNCT
dad-10732	122	3	1	1	NUM
dad-10732	122	4	)	)	PUNCT
dad-10732	122	5	=	=	SYM
dad-10732	122	6	(	(	PUNCT
dad-10732	122	7	(	(	PUNCT
dad-10732	122	8	u(t)a	u(t)a	INTJ
dad-10732	122	9	)	)	PUNCT
dad-10732	122	10	2	2	NUM
dad-10732	122	11	u	u	NOUN
dad-10732	122	12	(	(	PUNCT
dad-10732	122	13	t	t	PROPN
dad-10732	122	14	)	)	PUNCT
dad-10732	122	15	b	b	PROPN
dad-10732	122	16	,	,	PUNCT
dad-10732	122	17	0.5u	0.5u	X
dad-10732	122	18	(	(	PUNCT
dad-10732	122	19	t−1	t−1	NOUN
dad-10732	122	20	)	)	PUNCT
dad-10732	123	1	d	d	X
dad-10732	123	2	+	+	CCONJ
dad-10732	123	3	(	(	PUNCT
dad-10732	123	4	u(t)a	u(t)a	INTJ
dad-10732	123	5	)	)	PUNCT
dad-10732	123	6	2	2	NUM
dad-10732	123	7	u	u	NOUN
dad-10732	123	8	(	(	PUNCT
dad-10732	123	9	t	t	PROPN
dad-10732	123	10	)	)	PUNCT
dad-10732	123	11	b	b	NOUN
dad-10732	123	12	)	)	PUNCT
dad-10732	123	13	(	(	PUNCT
dad-10732	123	14	9	9	X
dad-10732	123	15	)	)	PUNCT
dad-10732	123	16	each	each	DET
dad-10732	123	17	computation	computation	NOUN
dad-10732	123	18	node	node	NOUN
dad-10732	123	19	can	can	AUX
dad-10732	123	20	be	be	AUX
dad-10732	123	21	regarded	regard	VERB
dad-10732	123	22	as	as	ADP
dad-10732	123	23	an	an	DET
dad-10732	123	24	output	output	NOUN
dad-10732	123	25	node	node	NOUN
dad-10732	123	26	.	.	PUNCT
dad-10732	124	1	for	for	ADP
dad-10732	124	2	example	example	NOUN
dad-10732	124	3	,	,	PUNCT
dad-10732	124	4	for	for	ADP
dad-10732	124	5	the	the	DET
dad-10732	124	6	rpn	rpn	PROPN
dad-10732	124	7	in	in	ADP
dad-10732	124	8	figure	figure	NOUN
dad-10732	124	9	2	2	NUM
dad-10732	124	10	,	,	PUNCT
dad-10732	124	11	node	node	NOUN
dad-10732	124	12	c	c	PROPN
dad-10732	124	13	and	and	CCONJ
dad-10732	124	14	node	node	PROPN
dad-10732	124	15	d	d	NOUN
dad-10732	124	16	can	can	AUX
dad-10732	124	17	be	be	AUX
dad-10732	124	18	set	set	VERB
dad-10732	124	19	as	as	ADP
dad-10732	124	20	output	output	NOUN
dad-10732	124	21	nodes	node	NOUN
dad-10732	124	22	.	.	PUNCT
dad-10732	125	1	4	4	X
dad-10732	125	2	.	.	X
dad-10732	125	3	rpn	rpn	VERB
dad-10732	125	4	for	for	ADP
dad-10732	125	5	dialogue	dialogue	NOUN
dad-10732	125	6	state	state	NOUN
dad-10732	125	7	tracking	tracking	NOUN
dad-10732	125	8	as	as	SCONJ
dad-10732	125	9	introduced	introduce	VERB
dad-10732	125	10	in	in	ADP
dad-10732	125	11	section	section	NOUN
dad-10732	125	12	1	1	NUM
dad-10732	125	13	,	,	PUNCT
dad-10732	125	14	in	in	ADP
dad-10732	125	15	this	this	DET
dad-10732	125	16	paper	paper	NOUN
dad-10732	125	17	,	,	PUNCT
dad-10732	125	18	the	the	DET
dad-10732	125	19	dialogue	dialogue	NOUN
dad-10732	125	20	state	state	PROPN
dad-10732	125	21	tracker	tracker	PROPN
dad-10732	125	22	receives	receive	VERB
dad-10732	125	23	slu	slu	NOUN
dad-10732	125	24	n	n	PRON
dad-10732	125	25	-best	-best	ADJ
dad-10732	125	26	hypotheses	hypothesis	NOUN
dad-10732	125	27	for	for	ADP
dad-10732	125	28	each	each	DET
dad-10732	125	29	user	user	NOUN
dad-10732	125	30	turn	turn	NOUN
dad-10732	125	31	,	,	PUNCT
dad-10732	125	32	each	each	DET
dad-10732	125	33	hypothesis	hypothesis	NOUN
dad-10732	125	34	having	have	VERB
dad-10732	125	35	a	a	DET
dad-10732	125	36	set	set	NOUN
dad-10732	125	37	of	of	ADP
dad-10732	125	38	act	act	NOUN
dad-10732	125	39	-	-	PUNCT
dad-10732	125	40	slot	slot	NOUN
dad-10732	125	41	-	-	PUNCT
dad-10732	125	42	value	value	NOUN
dad-10732	125	43	tuples	tuple	NOUN
dad-10732	125	44	with	with	ADP
dad-10732	125	45	a	a	DET
dad-10732	125	46	confidence	confidence	NOUN
dad-10732	125	47	score	score	NOUN
dad-10732	125	48	.	.	PUNCT
dad-10732	126	1	the	the	DET
dad-10732	126	2	dialogue	dialogue	PROPN
dad-10732	126	3	state	state	PROPN
dad-10732	126	4	tracker	tracker	PROPN
dad-10732	126	5	is	be	AUX
dad-10732	126	6	supposed	suppose	VERB
dad-10732	126	7	to	to	PART
dad-10732	126	8	output	output	VERB
dad-10732	126	9	a	a	DET
dad-10732	126	10	set	set	NOUN
dad-10732	126	11	of	of	ADP
dad-10732	126	12	distributions	distribution	NOUN
dad-10732	126	13	over	over	ADP
dad-10732	126	14	the	the	DET
dad-10732	126	15	joint	joint	ADJ
dad-10732	126	16	user	user	NOUN
dad-10732	126	17	goal	goal	NOUN
dad-10732	126	18	,	,	PUNCT
dad-10732	126	19	i.e.	i.e.	X
dad-10732	126	20	,	,	PUNCT
dad-10732	126	21	the	the	DET
dad-10732	126	22	value	value	NOUN
dad-10732	126	23	for	for	ADP
dad-10732	126	24	each	each	DET
dad-10732	126	25	slot	slot	NOUN
dad-10732	126	26	.	.	PUNCT
dad-10732	127	1	for	for	ADP
dad-10732	127	2	simplicity	simplicity	NOUN
dad-10732	127	3	and	and	CCONJ
dad-10732	127	4	consistency	consistency	NOUN
dad-10732	127	5	with	with	ADP
dad-10732	127	6	the	the	DET
dad-10732	127	7	work	work	NOUN
dad-10732	127	8	of	of	ADP
dad-10732	127	9	sun	sun	PROPN
dad-10732	127	10	et	et	PROPN
dad-10732	127	11	al	al	PROPN
dad-10732	127	12	.	.	PROPN
dad-10732	128	1	(	(	PUNCT
dad-10732	128	2	2014b	2014b	NUM
dad-10732	128	3	)	)	PUNCT
dad-10732	128	4	and	and	CCONJ
dad-10732	128	5	yu	yu	PROPN
dad-10732	128	6	et	et	PROPN
dad-10732	128	7	al	al	PROPN
dad-10732	128	8	.	.	PROPN
dad-10732	129	1	(	(	PUNCT
dad-10732	129	2	2015	2015	NUM
dad-10732	129	3	)	)	PUNCT
dad-10732	129	4	,	,	PUNCT
dad-10732	129	5	slot	slot	NOUN
dad-10732	129	6	and	and	CCONJ
dad-10732	129	7	value	value	NOUN
dad-10732	129	8	independence	independence	NOUN
dad-10732	129	9	are	be	AUX
dad-10732	129	10	assumed	assume	VERB
dad-10732	129	11	in	in	ADP
dad-10732	129	12	the	the	DET
dad-10732	129	13	rpn	rpn	PROPN
dad-10732	129	14	model	model	NOUN
dad-10732	129	15	for	for	ADP
dad-10732	129	16	dialogue	dialogue	NOUN
dad-10732	129	17	state	state	PROPN
dad-10732	129	18	tracking2	tracking2	PROPN
dad-10732	129	19	,	,	PUNCT
dad-10732	129	20	though	though	SCONJ
dad-10732	129	21	neither	neither	CCONJ
dad-10732	129	22	cmbp	cmbp	NOUN
dad-10732	129	23	nor	nor	CCONJ
dad-10732	129	24	rpn	rpn	PROPN
dad-10732	129	25	is	be	AUX
dad-10732	129	26	limited	limit	VERB
dad-10732	129	27	to	to	ADP
dad-10732	129	28	the	the	DET
dad-10732	129	29	assumptions	assumption	NOUN
dad-10732	129	30	.	.	PUNCT
dad-10732	130	1	in	in	ADP
dad-10732	130	2	the	the	DET
dad-10732	130	3	rest	rest	NOUN
dad-10732	130	4	of	of	ADP
dad-10732	130	5	the	the	DET
dad-10732	130	6	paper	paper	NOUN
dad-10732	130	7	,	,	PUNCT
dad-10732	130	8	bt(v	bt(v	NOUN
dad-10732	130	9	)	)	PUNCT
dad-10732	130	10	,	,	PUNCT
dad-10732	130	11	p+	p+	PROPN
dad-10732	130	12	t	t	PROPN
dad-10732	130	13	(	(	PUNCT
dad-10732	130	14	v	v	NOUN
dad-10732	130	15	)	)	PUNCT
dad-10732	130	16	,	,	PUNCT
dad-10732	130	17	p−t	p−t	PROPN
dad-10732	130	18	(	(	PUNCT
dad-10732	130	19	v	v	NOUN
dad-10732	130	20	)	)	PUNCT
dad-10732	130	21	,	,	PUNCT
dad-10732	130	22	p̃+	p̃+	PROPN
dad-10732	130	23	t	t	PROPN
dad-10732	130	24	(	(	PUNCT
dad-10732	130	25	v	v	NOUN
dad-10732	130	26	)	)	PUNCT
dad-10732	130	27	,	,	PUNCT
dad-10732	130	28	p̃−t	p̃−t	NOUN
dad-10732	130	29	(	(	PUNCT
dad-10732	130	30	v	v	NOUN
dad-10732	130	31	)	)	PUNCT
dad-10732	130	32	are	be	AUX
dad-10732	130	33	abbreviated	abbreviate	VERB
dad-10732	130	34	by	by	ADP
dad-10732	130	35	bt	bt	NOUN
dad-10732	130	36	,	,	PUNCT
dad-10732	130	37	p	p	PROPN
dad-10732	130	38	+	+	X
dad-10732	130	39	t	t	PROPN
dad-10732	130	40	,	,	PUNCT
dad-10732	130	41	p	p	PROPN
dad-10732	130	42	−	−	PROPN
dad-10732	130	43	t	t	NOUN
dad-10732	130	44	,	,	PUNCT
dad-10732	130	45	p̃	p̃	PROPN
dad-10732	130	46	+	+	PROPN
dad-10732	130	47	t	t	PROPN
dad-10732	130	48	,	,	PUNCT
dad-10732	130	49	p̃	p̃	PROPN
dad-10732	130	50	−	−	PROPN
dad-10732	130	51	t	t	NOUN
dad-10732	130	52	respectively	respectively	ADV
dad-10732	130	53	in	in	ADP
dad-10732	130	54	circumstances	circumstance	NOUN
dad-10732	130	55	where	where	SCONJ
dad-10732	130	56	there	there	PRON
dad-10732	130	57	is	be	VERB
dad-10732	130	58	no	no	DET
dad-10732	130	59	ambiguity	ambiguity	NOUN
dad-10732	130	60	.	.	PUNCT
dad-10732	131	1	4.1	4.1	NUM
dad-10732	131	2	structure	structure	NOUN
dad-10732	131	3	before	before	ADP
dad-10732	131	4	describing	describe	VERB
dad-10732	131	5	details	detail	NOUN
dad-10732	131	6	of	of	ADP
dad-10732	131	7	the	the	DET
dad-10732	131	8	structure	structure	NOUN
dad-10732	131	9	used	use	VERB
dad-10732	131	10	in	in	ADP
dad-10732	131	11	the	the	DET
dad-10732	131	12	real	real	ADJ
dad-10732	131	13	situations	situation	NOUN
dad-10732	131	14	,	,	PUNCT
dad-10732	131	15	to	to	PART
dad-10732	131	16	help	help	AUX
dad-10732	131	17	understand	understand	VERB
dad-10732	131	18	the	the	DET
dad-10732	131	19	corresponding	correspond	VERB
dad-10732	131	20	relationship	relationship	NOUN
dad-10732	131	21	between	between	ADP
dad-10732	131	22	rpn	rpn	PROPN
dad-10732	131	23	and	and	CCONJ
dad-10732	131	24	cmbp	cmbp	PROPN
dad-10732	131	25	,	,	PUNCT
dad-10732	131	26	let	let	VERB
dad-10732	131	27	’s	’s	NOUN
dad-10732	131	28	first	first	ADJ
dad-10732	131	29	look	look	VERB
dad-10732	131	30	at	at	ADP
dad-10732	131	31	a	a	DET
dad-10732	131	32	simplified	simplified	ADJ
dad-10732	131	33	case	case	NOUN
dad-10732	131	34	with	with	ADP
dad-10732	131	35	a	a	DET
dad-10732	131	36	smaller	small	ADJ
dad-10732	131	37	feature	feature	NOUN
dad-10732	131	38	set	set	VERB
dad-10732	131	39	and	and	CCONJ
dad-10732	131	40	a	a	DET
dad-10732	131	41	smaller	small	ADJ
dad-10732	131	42	order	order	NOUN
dad-10732	131	43	,	,	PUNCT
dad-10732	131	44	which	which	PRON
dad-10732	131	45	is	be	AUX
dad-10732	131	46	a	a	DET
dad-10732	131	47	corresponding	corresponding	ADJ
dad-10732	131	48	relationship	relationship	NOUN
dad-10732	131	49	between	between	ADP
dad-10732	131	50	the	the	DET
dad-10732	131	51	rpn	rpn	NOUN
dad-10732	131	52	shown	show	VERB
dad-10732	131	53	in	in	ADP
dad-10732	131	54	figure	figure	NOUN
dad-10732	131	55	3	3	NUM
dad-10732	131	56	and	and	CCONJ
dad-10732	131	57	2	2	NUM
dad-10732	131	58	-	-	PUNCT
dad-10732	131	59	order	order	NOUN
dad-10732	131	60	polynomial	polynomial	ADJ
dad-10732	131	61	(	(	PUNCT
dad-10732	131	62	10	10	NUM
dad-10732	131	63	)	)	PUNCT
dad-10732	131	64	with	with	ADP
dad-10732	131	65	features	feature	NOUN
dad-10732	131	66	bt−1	bt−1	PROPN
dad-10732	131	67	,	,	PUNCT
dad-10732	131	68	p+	p+	PROPN
dad-10732	131	69	t	t	NOUN
dad-10732	131	70	,	,	PUNCT
dad-10732	131	71	1	1	NUM
dad-10732	131	72	:	:	PUNCT
dad-10732	131	73	bt	bt	PROPN
dad-10732	131	74	=	=	SYM
dad-10732	131	75	1−	1−	NUM
dad-10732	131	76	(	(	PUNCT
dad-10732	131	77	1−	1−	NUM
dad-10732	131	78	bt−1)(1−	bt−1)(1−	PROPN
dad-10732	131	79	p+	p+	PROPN
dad-10732	131	80	t	t	NOUN
dad-10732	131	81	)	)	PUNCT
dad-10732	132	1	=	=	SYM
dad-10732	132	2	bt−1	bt−1	PROPN
dad-10732	132	3	+	+	CCONJ
dad-10732	132	4	p+	p+	PROPN
dad-10732	132	5	t	t	NOUN
dad-10732	132	6	−	−	PROPN
dad-10732	133	1	p	p	PROPN
dad-10732	134	1	+	+	PROPN
dad-10732	134	2	t	t	PROPN
dad-10732	134	3	bt−1	bt−1	PROPN
dad-10732	134	4	(	(	PUNCT
dad-10732	134	5	10	10	NUM
dad-10732	134	6	)	)	PUNCT
dad-10732	134	7	recall	recall	VERB
dad-10732	134	8	that	that	SCONJ
dad-10732	134	9	a	a	DET
dad-10732	134	10	cmbp	cmbp	NOUN
dad-10732	134	11	of	of	ADP
dad-10732	134	12	polynomial	polynomial	ADJ
dad-10732	134	13	order	order	NOUN
dad-10732	134	14	2	2	NUM
dad-10732	134	15	with	with	ADP
dad-10732	134	16	3	3	NUM
dad-10732	134	17	features	feature	NOUN
dad-10732	134	18	is	be	AUX
dad-10732	134	19	the	the	DET
dad-10732	134	20	following	follow	VERB
dad-10732	134	21	equation	equation	NOUN
dad-10732	134	22	(	(	PUNCT
dad-10732	134	23	refer	refer	VERB
dad-10732	134	24	to	to	ADP
dad-10732	134	25	equation	equation	NOUN
dad-10732	134	26	(	(	PUNCT
dad-10732	134	27	2	2	NUM
dad-10732	134	28	)	)	PUNCT
dad-10732	134	29	):	):	PUNCT
dad-10732	134	30	p(ι0	p(ι0	NOUN
dad-10732	134	31	,	,	PUNCT
dad-10732	134	32	ι1	ι1	ADJ
dad-10732	134	33	,	,	PUNCT
dad-10732	134	34	ι2	ι2	ADJ
dad-10732	134	35	)	)	PUNCT
dad-10732	134	36	=	=	SYM
dad-10732	135	1	∑	∑	PUNCT
dad-10732	135	2	0≤k1≤k2≤2	0≤k1≤k2≤2	NOUN
dad-10732	135	3	gk1,k2	gk1,k2	VERB
dad-10732	135	4	∏	∏	PROPN
dad-10732	135	5	1≤i≤2	1≤i≤2	NUM
dad-10732	135	6	ιki	ιki	NOUN
dad-10732	135	7	(	(	PUNCT
dad-10732	135	8	11	11	NUM
dad-10732	135	9	)	)	PUNCT
dad-10732	135	10	2	2	NUM
dad-10732	135	11	.	.	X
dad-10732	135	12	for	for	ADP
dad-10732	135	13	dstc-2/3	dstc-2/3	PROPN
dad-10732	135	14	tasks	task	NOUN
dad-10732	135	15	,	,	PUNCT
dad-10732	135	16	one	one	NUM
dad-10732	135	17	slot	slot	NOUN
dad-10732	135	18	can	can	AUX
dad-10732	135	19	have	have	VERB
dad-10732	135	20	at	at	ADP
dad-10732	135	21	most	most	ADV
dad-10732	135	22	one	one	NUM
dad-10732	135	23	value	value	NOUN
dad-10732	135	24	,	,	PUNCT
dad-10732	135	25	i.e.	i.e.	X
dad-10732	135	26	0	0	NUM
dad-10732	135	27	≤	≤	NUM
dad-10732	135	28	∑	∑	PUNCT
dad-10732	135	29	v	v	SYM
dad-10732	135	30	6	6	NUM
dad-10732	135	31	=	=	NOUN
dad-10732	135	32	none	none	NOUN
dad-10732	135	33	bt(v	bt(v	NOUN
dad-10732	135	34	)	)	PUNCT
dad-10732	135	35	≤	≤	NUM
dad-10732	135	36	1	1	NUM
dad-10732	135	37	.	.	PUNCT
dad-10732	136	1	since	since	SCONJ
dad-10732	136	2	value	value	NOUN
dad-10732	136	3	independence	independence	NOUN
dad-10732	136	4	is	be	AUX
dad-10732	136	5	assumed	assume	VERB
dad-10732	136	6	,	,	PUNCT
dad-10732	136	7	to	to	PART
dad-10732	136	8	strictly	strictly	ADV
dad-10732	136	9	maintain	maintain	VERB
dad-10732	136	10	that	that	SCONJ
dad-10732	136	11	relation	relation	NOUN
dad-10732	136	12	,	,	PUNCT
dad-10732	136	13	the	the	DET
dad-10732	136	14	belief	belief	NOUN
dad-10732	136	15	is	be	AUX
dad-10732	136	16	rescaled	rescale	VERB
dad-10732	136	17	to	to	PART
dad-10732	136	18	ensure	ensure	VERB
dad-10732	136	19	the	the	DET
dad-10732	136	20	sum	sum	NOUN
dad-10732	136	21	of	of	ADP
dad-10732	136	22	the	the	DET
dad-10732	136	23	belief	belief	NOUN
dad-10732	136	24	of	of	ADP
dad-10732	136	25	each	each	DET
dad-10732	136	26	value	value	NOUN
dad-10732	136	27	plus	plus	CCONJ
dad-10732	136	28	the	the	DET
dad-10732	136	29	belief	belief	NOUN
dad-10732	136	30	of	of	ADP
dad-10732	136	31	‘	'	PUNCT
dad-10732	136	32	none	none	NOUN
dad-10732	136	33	’	'	PUNCT
dad-10732	136	34	to	to	PART
dad-10732	136	35	be	be	AUX
dad-10732	136	36	1	1	NUM
dad-10732	136	37	when	when	SCONJ
dad-10732	136	38	the	the	DET
dad-10732	136	39	belief	belief	NOUN
dad-10732	136	40	is	be	AUX
dad-10732	136	41	being	be	AUX
dad-10732	136	42	output	output	ADJ
dad-10732	136	43	.	.	PUNCT
dad-10732	137	1	actually	actually	ADV
dad-10732	137	2	,	,	PUNCT
dad-10732	137	3	to	to	PART
dad-10732	137	4	enable	enable	VERB
dad-10732	137	5	rpn	rpn	NOUN
dad-10732	137	6	strictly	strictly	ADV
dad-10732	137	7	maintain	maintain	VERB
dad-10732	137	8	that	that	SCONJ
dad-10732	137	9	relation	relation	NOUN
dad-10732	137	10	,	,	PUNCT
dad-10732	137	11	our	our	PRON
dad-10732	137	12	original	original	ADJ
dad-10732	137	13	design	design	NOUN
dad-10732	137	14	of	of	ADP
dad-10732	137	15	rpn	rpn	PROPN
dad-10732	137	16	had	have	VERB
dad-10732	137	17	a	a	DET
dad-10732	137	18	“	"	PUNCT
dad-10732	137	19	normalization	normalization	NOUN
dad-10732	137	20	”	"	PUNCT
dad-10732	137	21	step	step	NOUN
dad-10732	137	22	when	when	SCONJ
dad-10732	137	23	passing	pass	VERB
dad-10732	137	24	the	the	DET
dad-10732	137	25	belief	belief	NOUN
dad-10732	137	26	from	from	ADP
dad-10732	137	27	turn	turn	NOUN
dad-10732	137	28	t	t	PROPN
dad-10732	137	29	to	to	PART
dad-10732	137	30	turn	turn	VERB
dad-10732	137	31	t+1	t+1	PRON
dad-10732	137	32	.	.	PUNCT
dad-10732	138	1	the	the	DET
dad-10732	138	2	“	"	PUNCT
dad-10732	138	3	normalization	normalization	NOUN
dad-10732	138	4	”	"	PUNCT
dad-10732	138	5	step	step	NOUN
dad-10732	138	6	will	will	AUX
dad-10732	138	7	rescale	rescale	VERB
dad-10732	138	8	the	the	DET
dad-10732	138	9	belief	belief	NOUN
dad-10732	138	10	to	to	PART
dad-10732	138	11	make	make	VERB
dad-10732	138	12	the	the	DET
dad-10732	138	13	sum	sum	NOUN
dad-10732	138	14	of	of	ADP
dad-10732	138	15	the	the	DET
dad-10732	138	16	belief	belief	NOUN
dad-10732	138	17	of	of	ADP
dad-10732	138	18	each	each	DET
dad-10732	138	19	value	value	NOUN
dad-10732	138	20	plus	plus	CCONJ
dad-10732	138	21	the	the	DET
dad-10732	138	22	belief	belief	NOUN
dad-10732	138	23	of	of	ADP
dad-10732	138	24	‘	'	PUNCT
dad-10732	138	25	none	none	NOUN
dad-10732	138	26	’	'	PUNCT
dad-10732	138	27	to	to	PART
dad-10732	138	28	be	be	AUX
dad-10732	138	29	1	1	NUM
dad-10732	138	30	.	.	PUNCT
dad-10732	139	1	our	our	PRON
dad-10732	139	2	later	later	ADJ
dad-10732	139	3	experiment	experiment	NOUN
dad-10732	139	4	,	,	PUNCT
dad-10732	139	5	however	however	ADV
dad-10732	139	6	,	,	PUNCT
dad-10732	139	7	demonstrated	demonstrate	VERB
dad-10732	139	8	that	that	SCONJ
dad-10732	139	9	there	there	PRON
dad-10732	139	10	was	be	VERB
dad-10732	139	11	no	no	DET
dad-10732	139	12	significant	significant	ADJ
dad-10732	139	13	performance	performance	NOUN
dad-10732	139	14	difference	difference	NOUN
dad-10732	139	15	between	between	ADP
dad-10732	139	16	the	the	DET
dad-10732	139	17	rpn	rpn	PROPN
dad-10732	139	18	with	with	ADP
dad-10732	139	19	and	and	CCONJ
dad-10732	139	20	without	without	ADP
dad-10732	139	21	the	the	DET
dad-10732	139	22	“	"	PUNCT
dad-10732	139	23	normalization	normalization	NOUN
dad-10732	139	24	”	"	PUNCT
dad-10732	139	25	step	step	NOUN
dad-10732	139	26	.	.	PUNCT
dad-10732	140	1	therefore	therefore	ADV
dad-10732	140	2	,	,	PUNCT
dad-10732	140	3	in	in	ADP
dad-10732	140	4	practice	practice	NOUN
dad-10732	140	5	,	,	PUNCT
dad-10732	140	6	for	for	ADP
dad-10732	140	7	simplicity	simplicity	NOUN
dad-10732	140	8	,	,	PUNCT
dad-10732	140	9	the	the	DET
dad-10732	140	10	“	"	PUNCT
dad-10732	140	11	normalization	normalization	NOUN
dad-10732	140	12	”	"	PUNCT
dad-10732	140	13	step	step	NOUN
dad-10732	140	14	can	can	AUX
dad-10732	140	15	be	be	AUX
dad-10732	140	16	omitted	omit	VERB
dad-10732	140	17	,	,	PUNCT
dad-10732	140	18	value	value	NOUN
dad-10732	140	19	independence	independence	NOUN
dad-10732	140	20	can	can	AUX
dad-10732	140	21	be	be	AUX
dad-10732	140	22	assumed	assume	VERB
dad-10732	140	23	,	,	PUNCT
dad-10732	140	24	and	and	CCONJ
dad-10732	140	25	the	the	DET
dad-10732	140	26	only	only	ADJ
dad-10732	140	27	thing	thing	NOUN
dad-10732	140	28	needed	need	VERB
dad-10732	140	29	is	be	AUX
dad-10732	140	30	to	to	PART
dad-10732	140	31	rescale	rescale	VERB
dad-10732	140	32	the	the	DET
dad-10732	140	33	belief	belief	NOUN
dad-10732	140	34	when	when	SCONJ
dad-10732	140	35	it	it	PRON
dad-10732	140	36	is	be	AUX
dad-10732	140	37	being	be	AUX
dad-10732	140	38	output	output	ADJ
dad-10732	140	39	.	.	PUNCT
dad-10732	141	1	71	71	NUM
dad-10732	141	2	sun	sun	NOUN
dad-10732	141	3	,	,	PUNCT
dad-10732	141	4	xie	xie	PROPN
dad-10732	141	5	and	and	CCONJ
dad-10732	141	6	yu	yu	PROPN
dad-10732	141	7	𝑏𝑡−2	𝑏𝑡−2	PROPN
dad-10732	141	8	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	141	9	+	+	CCONJ
dad-10732	141	10	1	1	NUM
dad-10732	141	11	𝑏𝑡−1	𝑏𝑡−1	ADJ
dad-10732	141	12	−10	−10	PUNCT
dad-10732	141	13	1	1	NUM
dad-10732	141	14	0	0	NUM
dad-10732	141	15	1	1	NUM
dad-10732	141	16	0	0	NUM
dad-10732	141	17	𝑏𝑡−1	𝑏𝑡−1	ADJ
dad-10732	141	18	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	141	19	+	+	CCONJ
dad-10732	141	20	1	1	NUM
dad-10732	141	21	𝑏𝑡	𝑏𝑡	NOUN
dad-10732	141	22	−10	−10	PROPN
dad-10732	141	23	1	1	NUM
dad-10732	141	24	0	0	NUM
dad-10732	141	25	1	1	NUM
dad-10732	141	26	0	0	NUM
dad-10732	141	27	𝑏𝑡	𝑏𝑡	NOUN
dad-10732	141	28	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	141	29	+	+	NOUN
dad-10732	141	30	1	1	NUM
dad-10732	141	31	𝑏𝑡+1	𝑏𝑡+1	NUM
dad-10732	141	32	−10	−10	NOUN
dad-10732	141	33	1	1	NUM
dad-10732	141	34	0	0	NUM
dad-10732	141	35	1	1	NUM
dad-10732	141	36	0	0	NUM
dad-10732	141	37	figure	figure	NOUN
dad-10732	141	38	3	3	NUM
dad-10732	141	39	:	:	PUNCT
dad-10732	141	40	a	a	DET
dad-10732	141	41	simple	simple	ADJ
dad-10732	141	42	example	example	NOUN
dad-10732	141	43	of	of	ADP
dad-10732	141	44	rpn	rpn	PROPN
dad-10732	141	45	for	for	ADP
dad-10732	141	46	dst	dst	PROPN
dad-10732	141	47	.	.	PUNCT
dad-10732	142	1	the	the	DET
dad-10732	142	2	rpn	rpn	PROPN
dad-10732	142	3	in	in	ADP
dad-10732	142	4	figure	figure	NOUN
dad-10732	142	5	3	3	NUM
dad-10732	142	6	has	have	VERB
dad-10732	142	7	three	three	NUM
dad-10732	142	8	layers	layer	NOUN
dad-10732	142	9	.	.	PUNCT
dad-10732	143	1	the	the	DET
dad-10732	143	2	first	first	ADJ
dad-10732	143	3	layer	layer	NOUN
dad-10732	143	4	only	only	ADV
dad-10732	143	5	contains	contain	VERB
dad-10732	143	6	input	input	NOUN
dad-10732	143	7	nodes	node	NOUN
dad-10732	143	8	.	.	PUNCT
dad-10732	144	1	the	the	DET
dad-10732	144	2	second	second	ADJ
dad-10732	144	3	layer	layer	NOUN
dad-10732	144	4	only	only	ADV
dad-10732	144	5	contains	contain	VERB
dad-10732	144	6	product	product	NOUN
dad-10732	144	7	nodes	node	NOUN
dad-10732	144	8	.	.	PUNCT
dad-10732	145	1	the	the	DET
dad-10732	145	2	third	third	ADJ
dad-10732	145	3	layer	layer	NOUN
dad-10732	145	4	only	only	ADV
dad-10732	145	5	contains	contain	VERB
dad-10732	145	6	sum	sum	NOUN
dad-10732	145	7	nodes	node	NOUN
dad-10732	145	8	.	.	PUNCT
dad-10732	146	1	every	every	DET
dad-10732	146	2	product	product	NOUN
dad-10732	146	3	node	node	VERB
dad-10732	146	4	in	in	ADP
dad-10732	146	5	the	the	DET
dad-10732	146	6	second	second	ADJ
dad-10732	146	7	layer	layer	NOUN
dad-10732	146	8	denotes	denote	VERB
dad-10732	146	9	a	a	DET
dad-10732	146	10	monomial	monomial	NOUN
dad-10732	146	11	of	of	ADP
dad-10732	146	12	order	order	NOUN
dad-10732	146	13	2	2	NUM
dad-10732	146	14	such	such	ADJ
dad-10732	146	15	as	as	ADP
dad-10732	146	16	(	(	PUNCT
dad-10732	146	17	bt−1	bt−1	NOUN
dad-10732	146	18	)	)	PUNCT
dad-10732	146	19	2	2	NUM
dad-10732	146	20	,	,	PUNCT
dad-10732	146	21	bt−1	bt−1	NOUN
dad-10732	146	22	,	,	PUNCT
dad-10732	146	23	p	p	PROPN
dad-10732	146	24	+	+	X
dad-10732	146	25	t	t	PROPN
dad-10732	146	26	and	and	CCONJ
dad-10732	146	27	so	so	ADV
dad-10732	146	28	on	on	ADV
dad-10732	146	29	.	.	PUNCT
dad-10732	147	1	every	every	DET
dad-10732	147	2	product	product	NOUN
dad-10732	147	3	node	node	VERB
dad-10732	147	4	in	in	ADP
dad-10732	147	5	the	the	DET
dad-10732	147	6	second	second	ADJ
dad-10732	147	7	layer	layer	NOUN
dad-10732	147	8	is	be	AUX
dad-10732	147	9	linked	link	VERB
dad-10732	147	10	to	to	ADP
dad-10732	147	11	the	the	DET
dad-10732	147	12	sum	sum	NOUN
dad-10732	147	13	node	node	NOUN
dad-10732	147	14	in	in	ADP
dad-10732	147	15	the	the	DET
dad-10732	147	16	third	third	ADJ
dad-10732	147	17	layer	layer	NOUN
dad-10732	147	18	whose	whose	DET
dad-10732	147	19	value	value	NOUN
dad-10732	147	20	is	be	AUX
dad-10732	147	21	a	a	DET
dad-10732	147	22	weighted	weighted	ADJ
dad-10732	147	23	sum	sum	NOUN
dad-10732	147	24	of	of	ADP
dad-10732	147	25	value	value	NOUN
dad-10732	147	26	of	of	ADP
dad-10732	147	27	product	product	NOUN
dad-10732	147	28	nodes	node	NOUN
dad-10732	147	29	.	.	PUNCT
dad-10732	148	1	with	with	ADP
dad-10732	148	2	weight	weight	NOUN
dad-10732	148	3	set	set	NOUN
dad-10732	148	4	according	accord	VERB
dad-10732	148	5	to	to	ADP
dad-10732	148	6	coefficients	coefficient	NOUN
dad-10732	148	7	in	in	ADP
dad-10732	148	8	equation	equation	NOUN
dad-10732	148	9	(	(	PUNCT
dad-10732	148	10	10	10	NUM
dad-10732	148	11	)	)	PUNCT
dad-10732	148	12	,	,	PUNCT
dad-10732	148	13	the	the	DET
dad-10732	148	14	value	value	NOUN
dad-10732	148	15	of	of	ADP
dad-10732	148	16	sum	sum	NOUN
dad-10732	148	17	node	node	NOUN
dad-10732	148	18	in	in	ADP
dad-10732	148	19	the	the	DET
dad-10732	148	20	third	third	ADJ
dad-10732	148	21	layer	layer	NOUN
dad-10732	148	22	is	be	AUX
dad-10732	148	23	essentially	essentially	ADV
dad-10732	148	24	the	the	DET
dad-10732	148	25	bt	bt	NOUN
dad-10732	148	26	in	in	ADP
dad-10732	148	27	equation	equation	NOUN
dad-10732	148	28	(	(	PUNCT
dad-10732	148	29	10	10	NUM
dad-10732	148	30	)	)	PUNCT
dad-10732	148	31	.	.	PUNCT
dad-10732	149	1	like	like	ADP
dad-10732	149	2	the	the	DET
dad-10732	149	3	above	above	ADJ
dad-10732	149	4	simplified	simplified	ADJ
dad-10732	149	5	case	case	NOUN
dad-10732	149	6	,	,	PUNCT
dad-10732	149	7	a	a	DET
dad-10732	149	8	layered	layered	ADJ
dad-10732	149	9	rpn	rpn	NOUN
dad-10732	149	10	structure	structure	NOUN
dad-10732	149	11	shown	show	VERB
dad-10732	149	12	in	in	ADP
dad-10732	149	13	figure	figure	NOUN
dad-10732	149	14	4	4	NUM
dad-10732	149	15	is	be	AUX
dad-10732	149	16	used	use	VERB
dad-10732	149	17	for	for	ADP
dad-10732	149	18	dialogue	dialogue	NOUN
dad-10732	149	19	state	state	NOUN
dad-10732	149	20	tracking	tracking	NOUN
dad-10732	149	21	in	in	ADP
dad-10732	149	22	our	our	PRON
dad-10732	149	23	first	first	ADJ
dad-10732	149	24	trial	trial	NOUN
dad-10732	149	25	which	which	PRON
dad-10732	149	26	essentially	essentially	ADV
dad-10732	149	27	corresponds	correspond	VERB
dad-10732	149	28	to	to	ADP
dad-10732	149	29	3	3	NUM
dad-10732	149	30	-	-	PUNCT
dad-10732	149	31	order	order	NOUN
dad-10732	149	32	cmbp	cmbp	NOUN
dad-10732	149	33	,	,	PUNCT
dad-10732	149	34	though	though	SCONJ
dad-10732	149	35	the	the	DET
dad-10732	149	36	rpn	rpn	PROPN
dad-10732	149	37	framework	framework	NOUN
dad-10732	149	38	is	be	AUX
dad-10732	149	39	not	not	PART
dad-10732	149	40	limited	limit	VERB
dad-10732	149	41	to	to	ADP
dad-10732	149	42	the	the	DET
dad-10732	149	43	layered	layered	ADJ
dad-10732	149	44	topology	topology	NOUN
dad-10732	149	45	.	.	PUNCT
dad-10732	150	1	recall	recall	VERB
dad-10732	150	2	that	that	SCONJ
dad-10732	150	3	a	a	DET
dad-10732	150	4	cmbp	cmbp	NOUN
dad-10732	150	5	of	of	ADP
dad-10732	150	6	polynomial	polynomial	ADJ
dad-10732	150	7	order	order	NOUN
dad-10732	150	8	3	3	NUM
dad-10732	150	9	is	be	AUX
dad-10732	150	10	used	use	VERB
dad-10732	150	11	as	as	SCONJ
dad-10732	150	12	shown	show	VERB
dad-10732	150	13	in	in	ADP
dad-10732	150	14	the	the	DET
dad-10732	150	15	following	follow	VERB
dad-10732	150	16	equation	equation	NOUN
dad-10732	150	17	(	(	PUNCT
dad-10732	150	18	refer	refer	VERB
dad-10732	150	19	to	to	ADP
dad-10732	150	20	equation	equation	NOUN
dad-10732	150	21	(	(	PUNCT
dad-10732	150	22	2	2	NUM
dad-10732	150	23	)	)	PUNCT
dad-10732	150	24	):	):	PUNCT
dad-10732	150	25	p(ι0	p(ι0	NOUN
dad-10732	150	26	,	,	PUNCT
dad-10732	150	27	·	·	PUNCT
dad-10732	150	28	·	·	PUNCT
dad-10732	150	29	·	·	PUNCT
dad-10732	150	30	,	,	PUNCT
dad-10732	151	1	ιd	ιd	NOUN
dad-10732	151	2	)	)	PUNCT
dad-10732	151	3	=	=	SYM
dad-10732	151	4	∑	∑	PUNCT
dad-10732	151	5	0≤k1≤k2≤k3≤d	0≤k1≤k2≤k3≤d	NUM
dad-10732	151	6	gk1,k2,k3	gk1,k2,k3	PROPN
dad-10732	151	7	∏	∏	PROPN
dad-10732	151	8	1≤i≤3	1≤i≤3	NUM
dad-10732	151	9	ιki	ιki	NOUN
dad-10732	151	10	(	(	PUNCT
dad-10732	151	11	12	12	NUM
dad-10732	151	12	)	)	PUNCT
dad-10732	151	13	𝑏𝑡−2	𝑏𝑡−2	NOUN
dad-10732	151	14	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	151	15	+	+	CCONJ
dad-10732	151	16	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	151	17	−	−	NUM
dad-10732	151	18	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	151	19	+	+	CCONJ
dad-10732	151	20	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	151	21	−	−	SYM
dad-10732	151	22	1	1	NUM
dad-10732	152	1	𝑏𝑡−1	𝑏𝑡−1	VERB
dad-10732	152	2	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	152	3	+	+	CCONJ
dad-10732	152	4	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	152	5	−	−	PROPN
dad-10732	152	6	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	152	7	+	+	PROPN
dad-10732	152	8	𝑃𝑡	𝑃𝑡	ADJ
dad-10732	152	9	−	−	NOUN
dad-10732	152	10	1	1	NUM
dad-10732	152	11	𝑏𝑡	𝑏𝑡	NOUN
dad-10732	152	12	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	152	13	+	+	PUNCT
dad-10732	152	14	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	152	15	−	−	NOUN
dad-10732	152	16	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	152	17	+	+	PUNCT
dad-10732	152	18	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	152	19	−	−	PROPN
dad-10732	152	20	1	1	NUM
dad-10732	152	21	𝑏𝑡−1	𝑏𝑡−1	ADJ
dad-10732	152	22	𝑏𝑡	𝑏𝑡	NOUN
dad-10732	152	23	𝑏𝑡+1	𝑏𝑡+1	PROPN
dad-10732	152	24	𝑤	𝑤	PROPN
dad-10732	152	25	,	,	PUNCT
dad-10732	152	26	𝑤	𝑤	X
dad-10732	152	27	𝑤	𝑤	VERB
dad-10732	152	28	,	,	PUNCT
dad-10732	152	29	𝑤	𝑤	X
dad-10732	152	30	𝑤	𝑤	VERB
dad-10732	152	31	,	,	PUNCT
dad-10732	152	32	𝑤	𝑤	PART
dad-10732	152	33	figure	figure	VERB
dad-10732	152	34	4	4	NUM
dad-10732	152	35	:	:	PUNCT
dad-10732	152	36	rpn	rpn	NOUN
dad-10732	152	37	for	for	ADP
dad-10732	152	38	dst	dst	PROPN
dad-10732	152	39	.	.	PUNCT
dad-10732	153	1	let	let	VERB
dad-10732	153	2	(	(	PUNCT
dad-10732	153	3	l	l	NOUN
dad-10732	153	4	,	,	PUNCT
dad-10732	153	5	i	i	NOUN
dad-10732	153	6	)	)	PUNCT
dad-10732	153	7	denote	denote	VERB
dad-10732	153	8	the	the	DET
dad-10732	153	9	index	index	NOUN
dad-10732	153	10	of	of	ADP
dad-10732	153	11	i	i	PROPN
dad-10732	153	12	-	-	PUNCT
dad-10732	153	13	th	th	X
dad-10732	153	14	node	node	NOUN
dad-10732	153	15	in	in	ADP
dad-10732	153	16	the	the	DET
dad-10732	153	17	l	l	NOUN
dad-10732	153	18	-	-	PUNCT
dad-10732	153	19	th	th	VERB
dad-10732	153	20	layer	layer	NOUN
dad-10732	153	21	.	.	PUNCT
dad-10732	154	1	the	the	DET
dad-10732	154	2	detailed	detailed	ADJ
dad-10732	154	3	definitions	definition	NOUN
dad-10732	154	4	of	of	ADP
dad-10732	154	5	each	each	DET
dad-10732	154	6	layer	layer	NOUN
dad-10732	154	7	are	be	AUX
dad-10732	154	8	as	as	SCONJ
dad-10732	154	9	follows	follow	VERB
dad-10732	154	10	:	:	PUNCT
dad-10732	154	11	•	•	NUM
dad-10732	154	12	first	first	ADJ
dad-10732	154	13	layer	layer	NOUN
dad-10732	154	14	/	/	SYM
dad-10732	154	15	input	input	NOUN
dad-10732	154	16	layer	layer	NOUN
dad-10732	154	17	:	:	PUNCT
dad-10732	154	18	input	input	NOUN
dad-10732	154	19	nodes	node	NOUN
dad-10732	154	20	are	be	AUX
dad-10732	154	21	features	feature	NOUN
dad-10732	154	22	at	at	ADP
dad-10732	154	23	turn	turn	NOUN
dad-10732	154	24	t	t	PROPN
dad-10732	154	25	,	,	PUNCT
dad-10732	154	26	which	which	PRON
dad-10732	154	27	corresponds	correspond	VERB
dad-10732	154	28	to	to	ADP
dad-10732	154	29	variables	variable	NOUN
dad-10732	154	30	in	in	ADP
dad-10732	154	31	cmbp	cmbp	NOUN
dad-10732	154	32	in	in	ADP
dad-10732	154	33	section	section	NOUN
dad-10732	154	34	2	2	NUM
dad-10732	154	35	.	.	PUNCT
dad-10732	155	1	i.e.	i.e.	X
dad-10732	155	2	72	72	NUM
dad-10732	155	3	recurrent	recurrent	ADJ
dad-10732	155	4	polynomial	polynomial	ADJ
dad-10732	155	5	network	network	NOUN
dad-10732	155	6	for	for	ADP
dad-10732	155	7	dialogue	dialogue	NOUN
dad-10732	155	8	state	state	NOUN
dad-10732	155	9	tracking	tracking	NOUN
dad-10732	155	10	–	–	PUNCT
dad-10732	155	11	u	u	NOUN
dad-10732	155	12	(	(	PUNCT
dad-10732	155	13	t	t	PROPN
dad-10732	155	14	)	)	PUNCT
dad-10732	155	15	(	(	PUNCT
dad-10732	155	16	1,0	1,0	NUM
dad-10732	155	17	)	)	PUNCT
dad-10732	155	18	=	=	SYM
dad-10732	155	19	bt−1	bt−1	PROPN
dad-10732	155	20	–	–	PUNCT
dad-10732	155	21	u	u	NOUN
dad-10732	155	22	(	(	PUNCT
dad-10732	155	23	t	t	PROPN
dad-10732	155	24	)	)	PUNCT
dad-10732	155	25	(	(	PUNCT
dad-10732	155	26	1,1	1,1	NUM
dad-10732	155	27	)	)	PUNCT
dad-10732	155	28	=	=	PRON
dad-10732	155	29	p+	p+	PROPN
dad-10732	155	30	t	t	PROPN
dad-10732	155	31	–	–	PUNCT
dad-10732	155	32	u	u	PROPN
dad-10732	155	33	(	(	PUNCT
dad-10732	155	34	t	t	PROPN
dad-10732	155	35	)	)	PUNCT
dad-10732	155	36	(	(	PUNCT
dad-10732	155	37	1,2	1,2	NUM
dad-10732	155	38	)	)	PUNCT
dad-10732	155	39	=	=	NOUN
dad-10732	155	40	p−t	p−t	NOUN
dad-10732	155	41	–	–	PUNCT
dad-10732	155	42	u	u	NOUN
dad-10732	155	43	(	(	PUNCT
dad-10732	155	44	t	t	PROPN
dad-10732	155	45	)	)	PUNCT
dad-10732	155	46	(	(	PUNCT
dad-10732	155	47	1,3	1,3	NUM
dad-10732	155	48	)	)	PUNCT
dad-10732	155	49	=	=	SYM
dad-10732	156	1	p̃+	p̃+	PROPN
dad-10732	156	2	t	t	PROPN
dad-10732	156	3	–	–	PUNCT
dad-10732	156	4	u	u	NOUN
dad-10732	156	5	(	(	PUNCT
dad-10732	156	6	t	t	PROPN
dad-10732	156	7	)	)	PUNCT
dad-10732	156	8	(	(	PUNCT
dad-10732	156	9	1,4	1,4	X
dad-10732	156	10	)	)	PUNCT
dad-10732	156	11	=	=	SYM
dad-10732	156	12	p̃−t	p̃−t	NOUN
dad-10732	156	13	–	–	PUNCT
dad-10732	156	14	u	u	NOUN
dad-10732	156	15	(	(	PUNCT
dad-10732	156	16	t	t	PROPN
dad-10732	156	17	)	)	PUNCT
dad-10732	156	18	(	(	PUNCT
dad-10732	156	19	1,5	1,5	NUM
dad-10732	156	20	)	)	PUNCT
dad-10732	156	21	=	=	SYM
dad-10732	156	22	1	1	NUM
dad-10732	156	23	while	while	SCONJ
dad-10732	156	24	7	7	NUM
dad-10732	156	25	features	feature	NOUN
dad-10732	156	26	are	be	AUX
dad-10732	156	27	used	use	VERB
dad-10732	156	28	in	in	ADP
dad-10732	156	29	previous	previous	ADJ
dad-10732	156	30	work	work	NOUN
dad-10732	156	31	of	of	ADP
dad-10732	156	32	cmbp	cmbp	NOUN
dad-10732	156	33	(	(	PUNCT
dad-10732	156	34	sun	sun	NOUN
dad-10732	156	35	et	et	PROPN
dad-10732	156	36	al	al	PROPN
dad-10732	156	37	.	.	PROPN
dad-10732	156	38	,	,	PUNCT
dad-10732	156	39	2014b	2014b	NUM
dad-10732	156	40	;	;	PUNCT
dad-10732	156	41	yu	yu	PROPN
dad-10732	156	42	et	et	PROPN
dad-10732	156	43	al	al	PROPN
dad-10732	156	44	.	.	PROPN
dad-10732	156	45	,	,	PUNCT
dad-10732	156	46	2015	2015	NUM
dad-10732	156	47	)	)	PUNCT
dad-10732	156	48	,	,	PUNCT
dad-10732	156	49	only	only	ADV
dad-10732	156	50	6	6	NUM
dad-10732	156	51	of	of	ADP
dad-10732	156	52	them	they	PRON
dad-10732	156	53	are	be	AUX
dad-10732	156	54	used	use	VERB
dad-10732	156	55	in	in	ADP
dad-10732	156	56	rpn	rpn	PROPN
dad-10732	156	57	with	with	ADP
dad-10732	156	58	feature	feature	NOUN
dad-10732	156	59	brt−1	brt−1	PROPN
dad-10732	156	60	removed3	removed3	PROPN
dad-10732	156	61	.	.	PUNCT
dad-10732	157	1	since	since	SCONJ
dad-10732	157	2	our	our	PRON
dad-10732	157	3	experiments	experiment	NOUN
dad-10732	157	4	showed	show	VERB
dad-10732	157	5	the	the	DET
dad-10732	157	6	performance	performance	NOUN
dad-10732	157	7	of	of	ADP
dad-10732	157	8	cmbp	cmbp	NOUN
dad-10732	157	9	would	would	AUX
dad-10732	157	10	not	not	PART
dad-10732	157	11	become	become	VERB
dad-10732	157	12	worse	bad	ADJ
dad-10732	157	13	without	without	ADP
dad-10732	157	14	feature	feature	NOUN
dad-10732	157	15	brt−1	brt−1	PROPN
dad-10732	157	16	,	,	PUNCT
dad-10732	157	17	to	to	PART
dad-10732	157	18	make	make	VERB
dad-10732	157	19	the	the	DET
dad-10732	157	20	structure	structure	NOUN
dad-10732	157	21	more	more	ADV
dad-10732	157	22	compact	compact	ADJ
dad-10732	157	23	,	,	PUNCT
dad-10732	157	24	brt−1	brt−1	PROPN
dad-10732	157	25	is	be	AUX
dad-10732	157	26	not	not	PART
dad-10732	157	27	used	use	VERB
dad-10732	157	28	in	in	ADP
dad-10732	157	29	this	this	DET
dad-10732	157	30	paper	paper	NOUN
dad-10732	157	31	for	for	ADP
dad-10732	157	32	rpn	rpn	PROPN
dad-10732	157	33	.	.	PUNCT
dad-10732	158	1	in	in	ADP
dad-10732	158	2	accordance	accordance	NOUN
dad-10732	158	3	to	to	ADP
dad-10732	158	4	this	this	PRON
dad-10732	158	5	,	,	PUNCT
dad-10732	158	6	cmbp	cmbp	PROPN
dad-10732	158	7	mentioned	mention	VERB
dad-10732	158	8	in	in	ADP
dad-10732	158	9	the	the	DET
dad-10732	158	10	rest	rest	NOUN
dad-10732	158	11	of	of	ADP
dad-10732	158	12	paper	paper	NOUN
dad-10732	158	13	does	do	AUX
dad-10732	158	14	not	not	PART
dad-10732	158	15	use	use	VERB
dad-10732	158	16	this	this	DET
dad-10732	158	17	feature	feature	NOUN
dad-10732	158	18	either	either	ADV
dad-10732	158	19	.	.	PUNCT
dad-10732	159	1	•	•	NUM
dad-10732	159	2	second	second	ADJ
dad-10732	159	3	layer	layer	NOUN
dad-10732	159	4	:	:	PUNCT
dad-10732	159	5	the	the	DET
dad-10732	159	6	value	value	NOUN
dad-10732	159	7	of	of	ADP
dad-10732	159	8	every	every	DET
dad-10732	159	9	product	product	NOUN
dad-10732	159	10	node	node	NOUN
dad-10732	159	11	in	in	ADP
dad-10732	159	12	the	the	DET
dad-10732	159	13	second	second	ADJ
dad-10732	159	14	layer	layer	NOUN
dad-10732	159	15	is	be	AUX
dad-10732	159	16	a	a	DET
dad-10732	159	17	monomial	monomial	NOUN
dad-10732	159	18	like	like	ADP
dad-10732	159	19	the	the	DET
dad-10732	159	20	simplified	simplified	ADJ
dad-10732	159	21	case	case	NOUN
dad-10732	159	22	.	.	PUNCT
dad-10732	160	1	and	and	CCONJ
dad-10732	160	2	every	every	DET
dad-10732	160	3	product	product	NOUN
dad-10732	160	4	node	node	NOUN
dad-10732	160	5	has	have	AUX
dad-10732	160	6	indegree	indegree	VERB
dad-10732	160	7	3	3	NUM
dad-10732	160	8	which	which	PRON
dad-10732	160	9	is	be	AUX
dad-10732	160	10	corresponding	correspond	VERB
dad-10732	160	11	to	to	ADP
dad-10732	160	12	the	the	DET
dad-10732	160	13	order	order	NOUN
dad-10732	160	14	of	of	ADP
dad-10732	160	15	cmbp	cmbp	PROPN
dad-10732	160	16	.	.	PUNCT
dad-10732	161	1	every	every	DET
dad-10732	161	2	monomial	monomial	NOUN
dad-10732	161	3	in	in	ADP
dad-10732	161	4	cmbp	cmbp	PROPN
dad-10732	161	5	is	be	AUX
dad-10732	161	6	the	the	DET
dad-10732	161	7	product	product	NOUN
dad-10732	161	8	of	of	ADP
dad-10732	161	9	three	three	NUM
dad-10732	161	10	repeatable	repeatable	ADJ
dad-10732	161	11	features	feature	NOUN
dad-10732	161	12	.	.	PUNCT
dad-10732	162	1	correspondingly	correspondingly	ADV
dad-10732	162	2	,	,	PUNCT
dad-10732	162	3	the	the	DET
dad-10732	162	4	value	value	NOUN
dad-10732	162	5	of	of	ADP
dad-10732	162	6	every	every	DET
dad-10732	162	7	product	product	NOUN
dad-10732	162	8	node	node	NOUN
dad-10732	162	9	in	in	ADP
dad-10732	162	10	second	second	ADJ
dad-10732	162	11	layer	layer	NOUN
dad-10732	162	12	is	be	AUX
dad-10732	162	13	the	the	DET
dad-10732	162	14	product	product	NOUN
dad-10732	162	15	of	of	ADP
dad-10732	162	16	values	value	NOUN
dad-10732	162	17	of	of	ADP
dad-10732	162	18	three	three	NUM
dad-10732	162	19	repeatable	repeatable	ADJ
dad-10732	162	20	nodes	node	NOUN
dad-10732	162	21	in	in	ADP
dad-10732	162	22	the	the	DET
dad-10732	162	23	first	first	ADJ
dad-10732	162	24	layer	layer	NOUN
dad-10732	162	25	.	.	PUNCT
dad-10732	163	1	every	every	DET
dad-10732	163	2	triple	triple	ADJ
dad-10732	163	3	(	(	PUNCT
dad-10732	163	4	k1	k1	NOUN
dad-10732	163	5	,	,	PUNCT
dad-10732	163	6	k2	k2	NOUN
dad-10732	163	7	,	,	PUNCT
dad-10732	163	8	k3)(0	k3)(0	PROPN
dad-10732	163	9	≤	≤	PROPN
dad-10732	163	10	k1	k1	PROPN
dad-10732	163	11	≤	≤	PROPN
dad-10732	163	12	k2	k2	PROPN
dad-10732	163	13	≤	≤	NOUN
dad-10732	163	14	k3	k3	VERB
dad-10732	163	15	≤	≤	NOUN
dad-10732	163	16	5	5	NUM
dad-10732	163	17	)	)	PUNCT
dad-10732	163	18	is	be	AUX
dad-10732	163	19	enumerated	enumerate	VERB
dad-10732	163	20	to	to	PART
dad-10732	163	21	create	create	VERB
dad-10732	163	22	a	a	DET
dad-10732	163	23	product	product	NOUN
dad-10732	163	24	node	node	NOUN
dad-10732	163	25	x	x	PUNCT
dad-10732	164	1	=	=	SYM
dad-10732	164	2	(	(	PUNCT
dad-10732	164	3	2	2	NUM
dad-10732	164	4	,	,	PUNCT
dad-10732	164	5	i	i	NOUN
dad-10732	164	6	)	)	PUNCT
dad-10732	164	7	in	in	ADP
dad-10732	164	8	second	second	ADJ
dad-10732	164	9	layer	layer	NOUN
dad-10732	164	10	that	that	PRON
dad-10732	164	11	nodes	nod	VERB
dad-10732	164	12	(	(	PUNCT
dad-10732	164	13	1	1	NUM
dad-10732	164	14	,	,	PUNCT
dad-10732	164	15	k1	k1	NOUN
dad-10732	164	16	)	)	PUNCT
dad-10732	164	17	,	,	PUNCT
dad-10732	164	18	(	(	PUNCT
dad-10732	164	19	1	1	NUM
dad-10732	164	20	,	,	PUNCT
dad-10732	164	21	k2	k2	NOUN
dad-10732	164	22	)	)	PUNCT
dad-10732	164	23	,	,	PUNCT
dad-10732	164	24	(	(	PUNCT
dad-10732	164	25	1	1	NUM
dad-10732	164	26	,	,	PUNCT
dad-10732	164	27	k3	k3	VERB
dad-10732	164	28	)	)	PUNCT
dad-10732	164	29	are	be	AUX
dad-10732	164	30	linked	link	VERB
dad-10732	164	31	to	to	ADP
dad-10732	164	32	.	.	PUNCT
dad-10732	165	1	i.e.	i.e.	X
dad-10732	165	2	îx	îx	X
dad-10732	165	3	=	=	SYM
dad-10732	165	4	{	{	PUNCT
dad-10732	165	5	(	(	PUNCT
dad-10732	165	6	1	1	NUM
dad-10732	165	7	,	,	PUNCT
dad-10732	165	8	k1	k1	NOUN
dad-10732	165	9	)	)	PUNCT
dad-10732	165	10	,	,	PUNCT
dad-10732	165	11	(	(	PUNCT
dad-10732	165	12	1	1	NUM
dad-10732	165	13	,	,	PUNCT
dad-10732	165	14	k2	k2	NOUN
dad-10732	165	15	)	)	PUNCT
dad-10732	165	16	,	,	PUNCT
dad-10732	165	17	(	(	PUNCT
dad-10732	165	18	1	1	NUM
dad-10732	165	19	,	,	PUNCT
dad-10732	165	20	k3	k3	ADJ
dad-10732	165	21	)	)	PUNCT
dad-10732	165	22	}	}	PUNCT
dad-10732	165	23	.	.	PUNCT
dad-10732	166	1	and	and	CCONJ
dad-10732	166	2	thus	thus	ADV
dad-10732	166	3	u(t)x	u(t)x	PROPN
dad-10732	166	4	=	=	SYM
dad-10732	166	5	u	u	PROPN
dad-10732	166	6	(	(	PUNCT
dad-10732	166	7	t	t	PROPN
dad-10732	166	8	)	)	PUNCT
dad-10732	166	9	1,k1	1,k1	NUM
dad-10732	166	10	u	u	NOUN
dad-10732	166	11	(	(	PUNCT
dad-10732	166	12	t	t	PROPN
dad-10732	166	13	)	)	PUNCT
dad-10732	166	14	1,k2	1,k2	NUM
dad-10732	166	15	u	u	NOUN
dad-10732	166	16	(	(	PUNCT
dad-10732	166	17	t	t	PROPN
dad-10732	166	18	)	)	PUNCT
dad-10732	166	19	1,k3	1,k3	PROPN
dad-10732	166	20	.	.	PUNCT
dad-10732	167	1	and	and	CCONJ
dad-10732	167	2	different	different	ADJ
dad-10732	167	3	node	node	NOUN
dad-10732	167	4	in	in	ADP
dad-10732	167	5	the	the	DET
dad-10732	167	6	second	second	ADJ
dad-10732	167	7	layer	layer	NOUN
dad-10732	167	8	is	be	AUX
dad-10732	167	9	created	create	VERB
dad-10732	167	10	by	by	ADP
dad-10732	167	11	a	a	DET
dad-10732	167	12	distinct	distinct	ADJ
dad-10732	167	13	triple	triple	NOUN
dad-10732	167	14	.	.	PUNCT
dad-10732	168	1	so	so	ADV
dad-10732	168	2	given	give	VERB
dad-10732	168	3	the	the	DET
dad-10732	168	4	6	6	NUM
dad-10732	168	5	input	input	NOUN
dad-10732	168	6	features	feature	NOUN
dad-10732	168	7	,	,	PUNCT
dad-10732	168	8	there	there	PRON
dad-10732	168	9	are	be	VERB
dad-10732	168	10	5∑	5∑	ADJ
dad-10732	168	11	k1=0	k1=0	PROPN
dad-10732	168	12	5∑	5∑	ADJ
dad-10732	168	13	k2	k2	PROPN
dad-10732	168	14	=	=	NOUN
dad-10732	168	15	k1	k1	NOUN
dad-10732	168	16	5∑	5∑	PROPN
dad-10732	168	17	k3	k3	PROPN
dad-10732	168	18	=	=	NOUN
dad-10732	168	19	k2	k2	ADJ
dad-10732	168	20	1	1	NUM
dad-10732	168	21	=	=	SYM
dad-10732	168	22	(	(	PUNCT
dad-10732	168	23	6	6	NUM
dad-10732	168	24	+	+	NOUN
dad-10732	168	25	3−1	3−1	NUM
dad-10732	168	26	3	3	NUM
dad-10732	168	27	)	)	PUNCT
dad-10732	168	28	=	=	SYM
dad-10732	168	29	56	56	NUM
dad-10732	168	30	nodes	node	NOUN
dad-10732	168	31	in	in	ADP
dad-10732	168	32	the	the	DET
dad-10732	168	33	second	second	ADJ
dad-10732	168	34	layer	layer	NOUN
dad-10732	168	35	.	.	PUNCT
dad-10732	169	1	to	to	PART
dad-10732	169	2	simplify	simplify	VERB
dad-10732	169	3	the	the	DET
dad-10732	169	4	notation	notation	NOUN
dad-10732	169	5	,	,	PUNCT
dad-10732	169	6	a	a	DET
dad-10732	169	7	bijection	bijection	NOUN
dad-10732	169	8	from	from	ADP
dad-10732	169	9	nodes	node	NOUN
dad-10732	169	10	to	to	ADP
dad-10732	169	11	monomials	monomial	NOUN
dad-10732	169	12	is	be	AUX
dad-10732	169	13	defined	define	VERB
dad-10732	169	14	as	as	ADP
dad-10732	169	15	:	:	PUNCT
dad-10732	169	16	f	f	NOUN
dad-10732	169	17	:	:	PUNCT
dad-10732	169	18	{	{	PUNCT
dad-10732	169	19	x|x	x|x	PROPN
dad-10732	169	20	is	be	AUX
dad-10732	169	21	the	the	DET
dad-10732	169	22	index	index	NOUN
dad-10732	169	23	of	of	ADP
dad-10732	169	24	a	a	DET
dad-10732	169	25	node	node	NOUN
dad-10732	169	26	in	in	ADP
dad-10732	169	27	the	the	DET
dad-10732	169	28	2nd	2nd	ADJ
dad-10732	169	29	layer	layer	NOUN
dad-10732	169	30	}	}	PUNCT
dad-10732	169	31	→	→	SYM
dad-10732	169	32	{	{	PUNCT
dad-10732	169	33	(	(	PUNCT
dad-10732	169	34	k1	k1	NOUN
dad-10732	169	35	,	,	PUNCT
dad-10732	169	36	k2	k2	NOUN
dad-10732	169	37	,	,	PUNCT
dad-10732	169	38	k3)|0	k3)|0	PROPN
dad-10732	169	39	≤	≤	PROPN
dad-10732	169	40	k1	k1	NOUN
dad-10732	169	41	≤	≤	PROPN
dad-10732	169	42	k2	k2	PROPN
dad-10732	169	43	≤	≤	NOUN
dad-10732	169	44	k3	k3	VERB
dad-10732	169	45	≤	≤	NOUN
dad-10732	169	46	d	d	NOUN
dad-10732	169	47	}	}	PUNCT
dad-10732	169	48	(	(	PUNCT
dad-10732	169	49	13	13	NUM
dad-10732	169	50	)	)	PUNCT
dad-10732	169	51	f(x	f(x	PROPN
dad-10732	169	52	)	)	PUNCT
dad-10732	170	1	=	=	PRON
dad-10732	170	2	(	(	PUNCT
dad-10732	170	3	k1	k1	NOUN
dad-10732	170	4	,	,	PUNCT
dad-10732	170	5	k2	k2	NOUN
dad-10732	170	6	,	,	PUNCT
dad-10732	170	7	k3)	k3)	PUNCT
dad-10732	170	8	⇐	⇐	ADJ
dad-10732	170	9	⇒	⇒	NOUN
dad-10732	170	10	u	u	SYM
dad-10732	170	11	(	(	PUNCT
dad-10732	170	12	t	t	PROPN
dad-10732	170	13	)	)	PUNCT
dad-10732	170	14	2,i	2,i	NUM
dad-10732	171	1	=	=	SYM
dad-10732	171	2	u	u	PROPN
dad-10732	171	3	(	(	PUNCT
dad-10732	171	4	t	t	PROPN
dad-10732	171	5	)	)	PUNCT
dad-10732	171	6	1,k1	1,k1	NUM
dad-10732	171	7	u	u	NOUN
dad-10732	171	8	(	(	PUNCT
dad-10732	171	9	t	t	PROPN
dad-10732	171	10	)	)	PUNCT
dad-10732	171	11	1,k2	1,k2	NUM
dad-10732	171	12	u	u	NOUN
dad-10732	171	13	(	(	PUNCT
dad-10732	171	14	t	t	PROPN
dad-10732	171	15	)	)	PUNCT
dad-10732	171	16	1,k3	1,k3	PROPN
dad-10732	171	17	(	(	PUNCT
dad-10732	171	18	14	14	NUM
dad-10732	171	19	)	)	PUNCT
dad-10732	171	20	where	where	SCONJ
dad-10732	171	21	d	d	NOUN
dad-10732	171	22	+	+	NOUN
dad-10732	171	23	1	1	NUM
dad-10732	171	24	=	=	SYM
dad-10732	171	25	6	6	NUM
dad-10732	171	26	is	be	AUX
dad-10732	171	27	the	the	DET
dad-10732	171	28	number	number	NOUN
dad-10732	171	29	of	of	ADP
dad-10732	171	30	nodes	node	NOUN
dad-10732	171	31	in	in	ADP
dad-10732	171	32	the	the	DET
dad-10732	171	33	first	first	ADJ
dad-10732	171	34	layer	layer	NOUN
dad-10732	171	35	,	,	PUNCT
dad-10732	171	36	i.e.	i.e.	X
dad-10732	171	37	input	input	NOUN
dad-10732	171	38	feature	feature	NOUN
dad-10732	171	39	dimension	dimension	NOUN
dad-10732	171	40	.	.	PUNCT
dad-10732	172	1	•	•	NUM
dad-10732	172	2	third	third	ADJ
dad-10732	172	3	layer	layer	NOUN
dad-10732	172	4	:	:	PUNCT
dad-10732	172	5	the	the	DET
dad-10732	172	6	value	value	NOUN
dad-10732	172	7	of	of	ADP
dad-10732	172	8	sum	sum	NOUN
dad-10732	172	9	node	node	NOUN
dad-10732	172	10	x	x	PUNCT
dad-10732	172	11	=	=	PUNCT
dad-10732	172	12	(	(	PUNCT
dad-10732	172	13	3	3	NUM
dad-10732	172	14	,	,	PUNCT
dad-10732	172	15	0	0	NUM
dad-10732	172	16	)	)	PUNCT
dad-10732	172	17	in	in	ADP
dad-10732	172	18	the	the	DET
dad-10732	172	19	third	third	ADJ
dad-10732	172	20	layer	layer	NOUN
dad-10732	172	21	is	be	AUX
dad-10732	172	22	corresponding	correspond	VERB
dad-10732	172	23	to	to	ADP
dad-10732	172	24	the	the	DET
dad-10732	172	25	output	output	NOUN
dad-10732	172	26	value	value	NOUN
dad-10732	172	27	of	of	ADP
dad-10732	172	28	cmbp	cmbp	PROPN
dad-10732	172	29	.	.	PUNCT
dad-10732	173	1	every	every	DET
dad-10732	173	2	product	product	NOUN
dad-10732	173	3	nodes	nod	VERB
dad-10732	173	4	in	in	ADP
dad-10732	173	5	the	the	DET
dad-10732	173	6	second	second	ADJ
dad-10732	173	7	layer	layer	NOUN
dad-10732	173	8	are	be	AUX
dad-10732	173	9	linked	link	VERB
dad-10732	173	10	to	to	ADP
dad-10732	173	11	it	it	PRON
dad-10732	173	12	.	.	PUNCT
dad-10732	174	1	node	node	PROPN
dad-10732	174	2	x	x	SYM
dad-10732	174	3	’s	’s	PART
dad-10732	174	4	value	value	NOUN
dad-10732	174	5	u(t)3,0	u(t)3,0	PROPN
dad-10732	174	6	is	be	AUX
dad-10732	174	7	a	a	DET
dad-10732	174	8	weighted	weighted	ADJ
dad-10732	174	9	sum	sum	NOUN
dad-10732	174	10	of	of	ADP
dad-10732	174	11	values	value	NOUN
dad-10732	174	12	of	of	ADP
dad-10732	174	13	product	product	NOUN
dad-10732	174	14	node	node	NOUN
dad-10732	174	15	u(t)2,i	u(t)2,i	ADV
dad-10732	174	16	where	where	SCONJ
dad-10732	174	17	the	the	DET
dad-10732	174	18	weights	weight	NOUN
dad-10732	174	19	correspond	correspond	VERB
dad-10732	174	20	to	to	ADP
dad-10732	174	21	gk1,k2,k3	gk1,k2,k3	PROPN
dad-10732	174	22	in	in	ADP
dad-10732	174	23	equation	equation	NOUN
dad-10732	174	24	(	(	PUNCT
dad-10732	174	25	12	12	NUM
dad-10732	174	26	)	)	PUNCT
dad-10732	174	27	.	.	PUNCT
dad-10732	175	1	3	3	X
dad-10732	175	2	.	.	X
dad-10732	175	3	brt	brt	PROPN
dad-10732	175	4	is	be	AUX
dad-10732	175	5	the	the	DET
dad-10732	175	6	belief	belief	NOUN
dad-10732	175	7	of	of	ADP
dad-10732	175	8	value	value	NOUN
dad-10732	175	9	being	be	AUX
dad-10732	175	10	‘	'	PUNCT
dad-10732	175	11	none	none	NOUN
dad-10732	175	12	’	'	PUNCT
dad-10732	175	13	,	,	PUNCT
dad-10732	175	14	whose	whose	DET
dad-10732	175	15	precise	precise	ADJ
dad-10732	175	16	definition	definition	NOUN
dad-10732	175	17	is	be	AUX
dad-10732	175	18	given	give	VERB
dad-10732	175	19	in	in	ADP
dad-10732	175	20	section	section	NOUN
dad-10732	175	21	2	2	NUM
dad-10732	175	22	.	.	X
dad-10732	175	23	73	73	NUM
dad-10732	175	24	sun	sun	NOUN
dad-10732	175	25	,	,	PUNCT
dad-10732	175	26	xie	xie	PROPN
dad-10732	175	27	and	and	CCONJ
dad-10732	175	28	yu	yu	PRON
dad-10732	175	29	with	with	ADP
dad-10732	175	30	only	only	ADJ
dad-10732	175	31	sum	sum	NOUN
dad-10732	175	32	and	and	CCONJ
dad-10732	175	33	product	product	NOUN
dad-10732	175	34	operation	operation	NOUN
dad-10732	175	35	involved	involve	VERB
dad-10732	175	36	,	,	PUNCT
dad-10732	175	37	every	every	DET
dad-10732	175	38	node	node	NOUN
dad-10732	175	39	’s	’s	PART
dad-10732	175	40	value	value	NOUN
dad-10732	175	41	is	be	AUX
dad-10732	175	42	essentially	essentially	ADV
dad-10732	175	43	a	a	DET
dad-10732	175	44	polynomial	polynomial	NOUN
dad-10732	175	45	of	of	ADP
dad-10732	175	46	input	input	NOUN
dad-10732	175	47	features	feature	NOUN
dad-10732	175	48	.	.	PUNCT
dad-10732	176	1	and	and	CCONJ
dad-10732	176	2	just	just	ADV
dad-10732	176	3	like	like	ADP
dad-10732	176	4	recurrent	recurrent	ADJ
dad-10732	176	5	neural	neural	ADJ
dad-10732	176	6	network	network	NOUN
dad-10732	176	7	,	,	PUNCT
dad-10732	176	8	node	node	NOUN
dad-10732	176	9	at	at	ADP
dad-10732	176	10	time	time	NOUN
dad-10732	176	11	t	t	PROPN
dad-10732	176	12	can	can	AUX
dad-10732	176	13	be	be	AUX
dad-10732	176	14	linked	link	VERB
dad-10732	176	15	to	to	PART
dad-10732	176	16	node	node	VERB
dad-10732	176	17	at	at	ADP
dad-10732	176	18	time	time	NOUN
dad-10732	176	19	t+	t+	NOUN
dad-10732	176	20	1	1	NUM
dad-10732	176	21	.	.	PUNCT
dad-10732	177	1	that	that	PRON
dad-10732	177	2	is	be	AUX
dad-10732	177	3	why	why	SCONJ
dad-10732	177	4	this	this	DET
dad-10732	177	5	model	model	NOUN
dad-10732	177	6	is	be	AUX
dad-10732	177	7	called	call	VERB
dad-10732	177	8	recurrent	recurrent	ADJ
dad-10732	177	9	polynomial	polynomial	ADJ
dad-10732	177	10	network	network	NOUN
dad-10732	177	11	.	.	PUNCT
dad-10732	178	1	the	the	DET
dad-10732	178	2	parameters	parameter	NOUN
dad-10732	178	3	of	of	ADP
dad-10732	178	4	the	the	DET
dad-10732	178	5	rpn	rpn	PROPN
dad-10732	178	6	can	can	AUX
dad-10732	178	7	be	be	AUX
dad-10732	178	8	set	set	VERB
dad-10732	178	9	according	accord	VERB
dad-10732	178	10	to	to	ADP
dad-10732	178	11	cmbp	cmbp	PROPN
dad-10732	178	12	coefficients	coefficient	NOUN
dad-10732	178	13	gk1,k2,k3	gk1,k2,k3	PROPN
dad-10732	178	14	in	in	ADP
dad-10732	178	15	equation	equation	NOUN
dad-10732	178	16	(	(	PUNCT
dad-10732	178	17	12	12	NUM
dad-10732	178	18	)	)	PUNCT
dad-10732	178	19	so	so	SCONJ
dad-10732	178	20	that	that	SCONJ
dad-10732	178	21	the	the	DET
dad-10732	178	22	output	output	NOUN
dad-10732	178	23	value	value	NOUN
dad-10732	178	24	is	be	AUX
dad-10732	178	25	the	the	DET
dad-10732	178	26	same	same	ADJ
dad-10732	178	27	as	as	ADP
dad-10732	178	28	the	the	DET
dad-10732	178	29	value	value	NOUN
dad-10732	178	30	of	of	ADP
dad-10732	178	31	cmbp	cmbp	PROPN
dad-10732	178	32	,	,	PUNCT
dad-10732	178	33	which	which	PRON
dad-10732	178	34	is	be	AUX
dad-10732	178	35	a	a	DET
dad-10732	178	36	direct	direct	ADJ
dad-10732	178	37	way	way	NOUN
dad-10732	178	38	of	of	ADP
dad-10732	178	39	applying	apply	VERB
dad-10732	178	40	prior	prior	ADJ
dad-10732	178	41	knowledge	knowledge	NOUN
dad-10732	178	42	and	and	CCONJ
dad-10732	178	43	intuition	intuition	NOUN
dad-10732	178	44	to	to	ADP
dad-10732	178	45	data	data	NOUN
dad-10732	178	46	-	-	PUNCT
dad-10732	178	47	driven	drive	VERB
dad-10732	178	48	models	model	NOUN
dad-10732	178	49	.	.	PUNCT
dad-10732	179	1	it	it	PRON
dad-10732	179	2	is	be	AUX
dad-10732	179	3	explained	explain	VERB
dad-10732	179	4	in	in	ADP
dad-10732	179	5	detail	detail	NOUN
dad-10732	179	6	in	in	ADP
dad-10732	179	7	section	section	NOUN
dad-10732	179	8	4.4	4.4	NUM
dad-10732	179	9	.	.	PUNCT
dad-10732	180	1	4.2	4.2	NUM
dad-10732	180	2	activation	activation	NOUN
dad-10732	180	3	function	function	NOUN
dad-10732	180	4	in	in	ADP
dad-10732	180	5	dst	dst	PROPN
dad-10732	180	6	,	,	PUNCT
dad-10732	180	7	the	the	DET
dad-10732	180	8	output	output	NOUN
dad-10732	180	9	value	value	NOUN
dad-10732	180	10	is	be	AUX
dad-10732	180	11	a	a	DET
dad-10732	180	12	belief	belief	NOUN
dad-10732	180	13	which	which	PRON
dad-10732	180	14	should	should	AUX
dad-10732	180	15	lie	lie	VERB
dad-10732	180	16	in	in	ADP
dad-10732	180	17	[	[	X
dad-10732	180	18	0	0	NUM
dad-10732	180	19	,	,	PUNCT
dad-10732	180	20	1	1	NUM
dad-10732	180	21	]	]	PUNCT
dad-10732	180	22	,	,	PUNCT
dad-10732	180	23	while	while	SCONJ
dad-10732	180	24	values	value	NOUN
dad-10732	180	25	of	of	ADP
dad-10732	180	26	computational	computational	ADJ
dad-10732	180	27	nodes	node	NOUN
dad-10732	180	28	are	be	AUX
dad-10732	180	29	not	not	PART
dad-10732	180	30	bound	bind	VERB
dad-10732	180	31	by	by	ADP
dad-10732	180	32	certain	certain	ADJ
dad-10732	180	33	interval	interval	NOUN
dad-10732	180	34	in	in	ADP
dad-10732	180	35	rpn	rpn	PROPN
dad-10732	180	36	.	.	PUNCT
dad-10732	181	1	experiments	experiment	NOUN
dad-10732	181	2	showed	show	VERB
dad-10732	181	3	that	that	SCONJ
dad-10732	181	4	if	if	SCONJ
dad-10732	181	5	weights	weight	NOUN
dad-10732	181	6	are	be	AUX
dad-10732	181	7	not	not	PART
dad-10732	181	8	properly	properly	ADV
dad-10732	181	9	set	set	VERB
dad-10732	181	10	in	in	ADP
dad-10732	181	11	rpn	rpn	PROPN
dad-10732	181	12	and	and	CCONJ
dad-10732	181	13	a	a	DET
dad-10732	181	14	belief	belief	NOUN
dad-10732	181	15	bt−1	bt−1	NOUN
dad-10732	181	16	output	output	NOUN
dad-10732	181	17	by	by	ADP
dad-10732	181	18	rpn	rpn	PROPN
dad-10732	181	19	is	be	AUX
dad-10732	181	20	larger	large	ADJ
dad-10732	181	21	than	than	ADP
dad-10732	181	22	1	1	NUM
dad-10732	181	23	,	,	PUNCT
dad-10732	181	24	then	then	ADV
dad-10732	181	25	bt	bt	PROPN
dad-10732	181	26	may	may	AUX
dad-10732	181	27	grow	grow	VERB
dad-10732	181	28	much	much	ADV
dad-10732	181	29	larger	large	ADJ
dad-10732	181	30	because	because	SCONJ
dad-10732	181	31	bt	bt	PROPN
dad-10732	181	32	is	be	AUX
dad-10732	181	33	the	the	DET
dad-10732	181	34	weighted	weighted	ADJ
dad-10732	181	35	sum	sum	NOUN
dad-10732	181	36	of	of	ADP
dad-10732	181	37	monomials	monomial	NOUN
dad-10732	181	38	such	such	ADJ
dad-10732	181	39	as	as	ADP
dad-10732	181	40	(	(	PUNCT
dad-10732	181	41	bt−1	bt−1	NOUN
dad-10732	181	42	)	)	PUNCT
dad-10732	181	43	3	3	NUM
dad-10732	181	44	.	.	PUNCT
dad-10732	181	45	belief	belief	NOUN
dad-10732	181	46	of	of	ADP
dad-10732	181	47	later	later	ADV
dad-10732	181	48	turns	turn	NOUN
dad-10732	181	49	such	such	ADJ
dad-10732	181	50	as	as	ADP
dad-10732	181	51	bt+10	bt+10	PROPN
dad-10732	181	52	will	will	AUX
dad-10732	181	53	tend	tend	VERB
dad-10732	181	54	to	to	PART
dad-10732	181	55	infinity	infinity	VERB
dad-10732	181	56	.	.	PUNCT
dad-10732	182	1	therefore	therefore	ADV
dad-10732	182	2	,	,	PUNCT
dad-10732	182	3	an	an	DET
dad-10732	182	4	activation	activation	NOUN
dad-10732	182	5	function	function	NOUN
dad-10732	182	6	is	be	AUX
dad-10732	182	7	needed	need	VERB
dad-10732	182	8	to	to	PART
dad-10732	182	9	map	map	VERB
dad-10732	182	10	bt	bt	PRON
dad-10732	182	11	to	to	ADP
dad-10732	182	12	a	a	DET
dad-10732	182	13	legal	legal	ADJ
dad-10732	182	14	belief	belief	NOUN
dad-10732	182	15	value	value	NOUN
dad-10732	182	16	(	(	PUNCT
dad-10732	182	17	referred	refer	VERB
dad-10732	182	18	to	to	ADP
dad-10732	182	19	as	as	ADP
dad-10732	182	20	b′t	b′t	NOUN
dad-10732	182	21	)	)	PUNCT
dad-10732	182	22	in	in	ADP
dad-10732	182	23	(	(	PUNCT
dad-10732	182	24	0	0	NUM
dad-10732	182	25	,	,	PUNCT
dad-10732	182	26	1	1	NUM
dad-10732	182	27	)	)	PUNCT
dad-10732	182	28	.	.	PUNCT
dad-10732	183	1	3	3	NUM
dad-10732	183	2	kinds	kind	NOUN
dad-10732	183	3	of	of	ADP
dad-10732	183	4	functions	function	NOUN
dad-10732	183	5	,	,	PUNCT
dad-10732	183	6	the	the	DET
dad-10732	183	7	logistic	logistic	ADJ
dad-10732	183	8	function	function	NOUN
dad-10732	183	9	,	,	PUNCT
dad-10732	183	10	the	the	DET
dad-10732	183	11	clip	clip	NOUN
dad-10732	183	12	function	function	NOUN
dad-10732	183	13	,	,	PUNCT
dad-10732	183	14	and	and	CCONJ
dad-10732	183	15	the	the	DET
dad-10732	183	16	softclip	softclip	ADJ
dad-10732	183	17	function	function	NOUN
dad-10732	183	18	have	have	AUX
dad-10732	183	19	been	be	AUX
dad-10732	183	20	considered	consider	VERB
dad-10732	183	21	.	.	PUNCT
dad-10732	184	1	a	a	DET
dad-10732	184	2	logistic	logistic	ADJ
dad-10732	184	3	function	function	NOUN
dad-10732	184	4	is	be	AUX
dad-10732	184	5	defined	define	VERB
dad-10732	184	6	as	as	ADP
dad-10732	184	7	logistic(x	logistic(x	NOUN
dad-10732	184	8	)	)	PUNCT
dad-10732	184	9	=	=	PUNCT
dad-10732	185	1	l	l	NOUN
dad-10732	185	2	1	1	NUM
dad-10732	185	3	+	+	NUM
dad-10732	185	4	e−η(x−x0	e−η(x−x0	NOUN
dad-10732	185	5	)	)	PUNCT
dad-10732	185	6	(	(	PUNCT
dad-10732	185	7	15	15	X
dad-10732	185	8	)	)	PUNCT
dad-10732	185	9	it	it	PRON
dad-10732	185	10	can	can	AUX
dad-10732	185	11	map	map	VERB
dad-10732	185	12	r	r	NOUN
dad-10732	185	13	to	to	ADP
dad-10732	185	14	(	(	PUNCT
dad-10732	185	15	0	0	NUM
dad-10732	185	16	,	,	PUNCT
dad-10732	185	17	1	1	NUM
dad-10732	185	18	)	)	PUNCT
dad-10732	185	19	by	by	ADP
dad-10732	185	20	setting	set	VERB
dad-10732	185	21	l	l	NOUN
dad-10732	185	22	=	=	SYM
dad-10732	185	23	1	1	X
dad-10732	185	24	.	.	PUNCT
dad-10732	186	1	however	however	ADV
dad-10732	186	2	,	,	PUNCT
dad-10732	186	3	since	since	SCONJ
dad-10732	186	4	basically	basically	ADV
dad-10732	186	5	the	the	DET
dad-10732	186	6	rpn	rpn	NOUN
dad-10732	186	7	designed	design	VERB
dad-10732	186	8	for	for	ADP
dad-10732	186	9	dialogue	dialogue	NOUN
dad-10732	186	10	state	state	NOUN
dad-10732	186	11	tracking	tracking	NOUN
dad-10732	186	12	does	do	VERB
dad-10732	186	13	similar	similar	ADJ
dad-10732	186	14	operation	operation	NOUN
dad-10732	186	15	as	as	ADP
dad-10732	186	16	cmbp	cmbp	NOUN
dad-10732	186	17	which	which	PRON
dad-10732	186	18	is	be	AUX
dad-10732	186	19	motivated	motivate	VERB
dad-10732	186	20	from	from	ADP
dad-10732	186	21	bayesian	bayesian	NOUN
dad-10732	186	22	probability	probability	NOUN
dad-10732	186	23	operation	operation	NOUN
dad-10732	186	24	(	(	PUNCT
dad-10732	186	25	yu	yu	PROPN
dad-10732	186	26	et	et	PROPN
dad-10732	186	27	al	al	PROPN
dad-10732	186	28	.	.	PROPN
dad-10732	186	29	,	,	PUNCT
dad-10732	186	30	2015	2015	NUM
dad-10732	186	31	)	)	PUNCT
dad-10732	186	32	,	,	PUNCT
dad-10732	186	33	intuitively	intuitively	ADV
dad-10732	186	34	we	we	PRON
dad-10732	186	35	expect	expect	VERB
dad-10732	186	36	the	the	DET
dad-10732	186	37	activation	activation	NOUN
dad-10732	186	38	function	function	NOUN
dad-10732	186	39	to	to	PART
dad-10732	186	40	be	be	AUX
dad-10732	186	41	linear	linear	ADJ
dad-10732	186	42	on	on	ADP
dad-10732	186	43	[	[	X
dad-10732	186	44	0	0	NUM
dad-10732	186	45	,	,	PUNCT
dad-10732	186	46	1	1	NUM
dad-10732	186	47	]	]	PUNCT
dad-10732	186	48	so	so	SCONJ
dad-10732	186	49	that	that	SCONJ
dad-10732	186	50	little	little	ADJ
dad-10732	186	51	distortion	distortion	NOUN
dad-10732	186	52	is	be	AUX
dad-10732	186	53	added	add	VERB
dad-10732	186	54	to	to	ADP
dad-10732	186	55	the	the	DET
dad-10732	186	56	belief	belief	NOUN
dad-10732	186	57	.	.	PUNCT
dad-10732	187	1	as	as	ADP
dad-10732	187	2	an	an	DET
dad-10732	187	3	alternation	alternation	NOUN
dad-10732	187	4	,	,	PUNCT
dad-10732	187	5	a	a	DET
dad-10732	187	6	clip	clip	NOUN
dad-10732	187	7	function	function	NOUN
dad-10732	187	8	is	be	AUX
dad-10732	187	9	defined	define	VERB
dad-10732	187	10	as	as	ADP
dad-10732	187	11	clip(x	clip(x	PROPN
dad-10732	187	12	)	)	PUNCT
dad-10732	187	13	=	=	PUNCT
dad-10732	188	1			NOUN
dad-10732	188	2	0	0	PUNCT
dad-10732	189	1	if	if	SCONJ
dad-10732	189	2	x	x	X
dad-10732	189	3	<	<	X
dad-10732	189	4	0	0	PUNCT
dad-10732	189	5	x	x	SYM
dad-10732	189	6	if	if	SCONJ
dad-10732	189	7	0	0	NUM
dad-10732	189	8	≤	≤	NUM
dad-10732	189	9	x	x	SYM
dad-10732	189	10	≤	≤	NUM
dad-10732	189	11	1	1	NUM
dad-10732	189	12	1	1	NUM
dad-10732	189	13	if	if	SCONJ
dad-10732	189	14	x	x	PROPN
dad-10732	189	15	>	>	X
dad-10732	189	16	1	1	NUM
dad-10732	189	17	(	(	PUNCT
dad-10732	189	18	16	16	NUM
dad-10732	189	19	)	)	PUNCT
dad-10732	189	20	it	it	PRON
dad-10732	189	21	is	be	AUX
dad-10732	189	22	linear	linear	ADJ
dad-10732	189	23	on	on	ADP
dad-10732	189	24	[	[	X
dad-10732	189	25	0	0	NUM
dad-10732	189	26	,	,	PUNCT
dad-10732	189	27	1	1	NUM
dad-10732	189	28	]	]	PUNCT
dad-10732	189	29	.	.	PUNCT
dad-10732	190	1	however	however	ADV
dad-10732	190	2	,	,	PUNCT
dad-10732	190	3	if	if	SCONJ
dad-10732	190	4	b′t	b′t	NOUN
dad-10732	190	5	=	=	SYM
dad-10732	190	6	clip(bt	clip(bt	PROPN
dad-10732	190	7	)	)	PUNCT
dad-10732	190	8	,	,	PUNCT
dad-10732	190	9	bt	bt	VERB
dad-10732	190	10	6∈	6∈	PROPN
dad-10732	191	1	[	[	X
dad-10732	191	2	0	0	NUM
dad-10732	191	3	,	,	PUNCT
dad-10732	191	4	1	1	NUM
dad-10732	191	5	]	]	PUNCT
dad-10732	191	6	and	and	CCONJ
dad-10732	191	7	l	l	NOUN
dad-10732	191	8	is	be	AUX
dad-10732	191	9	the	the	DET
dad-10732	191	10	loss	loss	NOUN
dad-10732	191	11	function	function	NOUN
dad-10732	191	12	,	,	PUNCT
dad-10732	192	1	∂l	∂l	PROPN
dad-10732	192	2	∂bt	∂bt	PROPN
dad-10732	192	3	=	=	SYM
dad-10732	192	4	∂l	∂l	PROPN
dad-10732	192	5	∂b′t	∂b′t	NOUN
dad-10732	192	6	∂b′t	∂b′t	ADP
dad-10732	192	7	∂bt	∂bt	PROPN
dad-10732	192	8	=	=	SYM
dad-10732	192	9	∂l	∂l	PROPN
dad-10732	193	1	∂b′t	∂b′t	PRON
dad-10732	193	2	×	×	NOUN
dad-10732	193	3	0	0	PUNCT
dad-10732	194	1	=	=	SYM
dad-10732	194	2	0	0	NUM
dad-10732	194	3	(	(	PUNCT
dad-10732	194	4	17	17	NUM
dad-10732	194	5	)	)	PUNCT
dad-10732	194	6	thus	thus	ADV
dad-10732	194	7	,	,	PUNCT
dad-10732	194	8	∂l	∂l	PROPN
dad-10732	194	9	∂bt	∂bt	PROPN
dad-10732	194	10	would	would	AUX
dad-10732	194	11	be	be	AUX
dad-10732	194	12	0	0	NUM
dad-10732	195	1	whatever	whatever	PRON
dad-10732	195	2	∂l	∂l	NOUN
dad-10732	195	3	∂b′t	∂b′t	VERB
dad-10732	195	4	is	be	AUX
dad-10732	195	5	.	.	PUNCT
dad-10732	196	1	this	this	DET
dad-10732	196	2	gradient	gradient	ADJ
dad-10732	196	3	vanishing	vanish	VERB
dad-10732	196	4	phenomenon	phenomenon	NOUN
dad-10732	196	5	may	may	AUX
dad-10732	196	6	affect	affect	VERB
dad-10732	196	7	the	the	DET
dad-10732	196	8	effectiveness	effectiveness	NOUN
dad-10732	196	9	of	of	ADP
dad-10732	196	10	backpropagation	backpropagation	NOUN
dad-10732	196	11	training	training	NOUN
dad-10732	196	12	in	in	ADP
dad-10732	196	13	section	section	NOUN
dad-10732	196	14	4.5	4.5	NUM
dad-10732	196	15	.	.	PUNCT
dad-10732	197	1	so	so	ADV
dad-10732	197	2	an	an	DET
dad-10732	197	3	activation	activation	NOUN
dad-10732	197	4	function	function	NOUN
dad-10732	197	5	softclip	softclip	NOUN
dad-10732	197	6	(	(	PUNCT
dad-10732	197	7	·	·	PUNCT
dad-10732	197	8	)	)	PUNCT
dad-10732	197	9	is	be	AUX
dad-10732	197	10	introduced	introduce	VERB
dad-10732	197	11	,	,	PUNCT
dad-10732	197	12	which	which	PRON
dad-10732	197	13	is	be	AUX
dad-10732	197	14	a	a	DET
dad-10732	197	15	combination	combination	NOUN
dad-10732	197	16	of	of	ADP
dad-10732	197	17	logistic	logistic	ADJ
dad-10732	197	18	function	function	NOUN
dad-10732	197	19	and	and	CCONJ
dad-10732	197	20	clip	clip	NOUN
dad-10732	197	21	function	function	NOUN
dad-10732	197	22	.	.	PUNCT
dad-10732	198	1	let	let	VERB
dad-10732	198	2	ε	ε	PROPN
dad-10732	198	3	denote	denote	VERB
dad-10732	198	4	a	a	DET
dad-10732	198	5	small	small	ADJ
dad-10732	198	6	value	value	NOUN
dad-10732	198	7	such	such	ADJ
dad-10732	198	8	as	as	ADP
dad-10732	198	9	0.01	0.01	NUM
dad-10732	198	10	,	,	PUNCT
dad-10732	198	11	δ	δ	PROPN
dad-10732	198	12	denote	denote	VERB
dad-10732	198	13	the	the	DET
dad-10732	198	14	offset	offset	NOUN
dad-10732	198	15	of	of	ADP
dad-10732	198	16	sigmoid	sigmoid	NOUN
dad-10732	198	17	function	function	VERB
dad-10732	198	18	such	such	ADJ
dad-10732	198	19	that	that	DET
dad-10732	198	20	sigmoid	sigmoid	NOUN
dad-10732	198	21	(	(	PUNCT
dad-10732	198	22	ε−	ε−	PROPN
dad-10732	198	23	0.5	0.5	NUM
dad-10732	198	24	+	+	CCONJ
dad-10732	198	25	δ	δ	NOUN
dad-10732	198	26	)	)	PUNCT
dad-10732	199	1	=	=	SYM
dad-10732	199	2	ε	ε	PROPN
dad-10732	199	3	.	.	PUNCT
dad-10732	199	4	here	here	ADV
dad-10732	199	5	the	the	DET
dad-10732	199	6	sigmoid	sigmoid	NOUN
dad-10732	199	7	function	function	NOUN
dad-10732	199	8	refers	refer	VERB
dad-10732	199	9	to	to	ADP
dad-10732	199	10	the	the	DET
dad-10732	199	11	special	special	ADJ
dad-10732	199	12	case	case	NOUN
dad-10732	199	13	of	of	ADP
dad-10732	199	14	the	the	DET
dad-10732	199	15	logistic	logistic	ADJ
dad-10732	199	16	function	function	NOUN
dad-10732	199	17	defined	define	VERB
dad-10732	199	18	by	by	ADP
dad-10732	199	19	the	the	DET
dad-10732	199	20	formula	formula	NOUN
dad-10732	199	21	sigmoid(x	sigmoid(x	NOUN
dad-10732	199	22	)	)	PUNCT
dad-10732	199	23	=	=	SYM
dad-10732	199	24	1	1	NUM
dad-10732	199	25	1	1	NUM
dad-10732	199	26	+	+	NUM
dad-10732	199	27	e−x	e−x	NOUN
dad-10732	199	28	(	(	PUNCT
dad-10732	199	29	18	18	NUM
dad-10732	199	30	)	)	PUNCT
dad-10732	199	31	the	the	DET
dad-10732	199	32	softclip	softclip	ADJ
dad-10732	199	33	function	function	NOUN
dad-10732	199	34	is	be	AUX
dad-10732	199	35	defined	define	VERB
dad-10732	199	36	as	as	ADP
dad-10732	199	37	softclip(x	softclip(x	PROPN
dad-10732	199	38	)	)	PUNCT
dad-10732	199	39	,	,	PUNCT
dad-10732	199	40			PRON
dad-10732	199	41	sigmoid	sigmoid	NOUN
dad-10732	199	42	(	(	PUNCT
dad-10732	199	43	x−	x−	PROPN
dad-10732	199	44	0.5	0.5	NUM
dad-10732	199	45	+	+	CCONJ
dad-10732	199	46	δ	δ	X
dad-10732	199	47	)	)	PUNCT
dad-10732	199	48	if	if	SCONJ
dad-10732	199	49	x	x	SYM
dad-10732	199	50	≤	≤	X
dad-10732	199	51	ε	ε	X
dad-10732	199	52	x	x	PUNCT
dad-10732	199	53	if	if	SCONJ
dad-10732	199	54	ε	ε	PROPN
dad-10732	199	55	<	<	X
dad-10732	199	56	x	x	X
dad-10732	199	57	<	<	X
dad-10732	199	58	1−	1−	NUM
dad-10732	199	59	ε	ε	PROPN
dad-10732	199	60	sigmoid	sigmoid	NOUN
dad-10732	199	61	(	(	PUNCT
dad-10732	199	62	x−	x−	PROPN
dad-10732	199	63	0.5−	0.5−	NUM
dad-10732	199	64	δ	δ	PROPN
dad-10732	199	65	)	)	PUNCT
dad-10732	200	1	if	if	SCONJ
dad-10732	200	2	x	x	X
dad-10732	200	3	≥	≥	NOUN
dad-10732	200	4	1−	1−	NUM
dad-10732	200	5	ε	ε	PROPN
dad-10732	200	6	(	(	PUNCT
dad-10732	200	7	19	19	NUM
dad-10732	200	8	)	)	SYM
dad-10732	200	9	74	74	NUM
dad-10732	200	10	recurrent	recurrent	ADJ
dad-10732	200	11	polynomial	polynomial	ADJ
dad-10732	200	12	network	network	NOUN
dad-10732	200	13	for	for	ADP
dad-10732	200	14	dialogue	dialogue	NOUN
dad-10732	200	15	state	state	NOUN
dad-10732	200	16	tracking	tracking	NOUN
dad-10732	200	17	-1	-1	PUNCT
dad-10732	200	18	-0.5	-0.5	X
dad-10732	200	19	0	0	NUM
dad-10732	200	20	0.5	0.5	NUM
dad-10732	200	21	1	1	NUM
dad-10732	200	22	1.5	1.5	NUM
dad-10732	200	23	2	2	NUM
dad-10732	200	24	-1	-1	SYM
dad-10732	200	25	0	0	NUM
dad-10732	200	26	1	1	NUM
dad-10732	200	27	2	2	NUM
dad-10732	200	28	-1	-1	SYM
dad-10732	200	29	-0.5	-0.5	X
dad-10732	200	30	0	0	NUM
dad-10732	200	31	0.5	0.5	NUM
dad-10732	200	32	1	1	NUM
dad-10732	200	33	1.5	1.5	NUM
dad-10732	200	34	2	2	NUM
dad-10732	200	35	-1	-1	SYM
dad-10732	200	36	0	0	NUM
dad-10732	200	37	1	1	NUM
dad-10732	200	38	2	2	NUM
dad-10732	200	39	-1	-1	SYM
dad-10732	200	40	-0.5	-0.5	X
dad-10732	200	41	0	0	NUM
dad-10732	200	42	0.5	0.5	NUM
dad-10732	200	43	1	1	NUM
dad-10732	200	44	1.5	1.5	NUM
dad-10732	200	45	2	2	NUM
dad-10732	200	46	-1	-1	SYM
dad-10732	200	47	0	0	NUM
dad-10732	200	48	1	1	NUM
dad-10732	200	49	2	2	NUM
dad-10732	200	50	(	(	PUNCT
dad-10732	200	51	a	a	NOUN
dad-10732	200	52	)	)	PUNCT
dad-10732	200	53	𝑓(𝑥	𝑓(𝑥	NOUN
dad-10732	200	54	)	)	PUNCT
dad-10732	201	1	=	=	SYM
dad-10732	201	2	𝑐𝑙𝑖𝑝(𝑥	𝑐𝑙𝑖𝑝(𝑥	NOUN
dad-10732	201	3	)	)	PUNCT
dad-10732	201	4	(	(	PUNCT
dad-10732	201	5	b	b	NOUN
dad-10732	201	6	)	)	PUNCT
dad-10732	201	7	𝑓(𝑥	𝑓(𝑥	NOUN
dad-10732	201	8	)	)	PUNCT
dad-10732	201	9	=	=	SYM
dad-10732	201	10	1	1	NUM
dad-10732	201	11	1+𝑒−5(𝑥−0.5	1+𝑒−5(𝑥−0.5	NUM
dad-10732	201	12	)	)	PUNCT
dad-10732	201	13	(	(	PUNCT
dad-10732	201	14	c	c	X
dad-10732	201	15	)	)	PUNCT
dad-10732	201	16	𝑓	𝑓	PRON
dad-10732	201	17	𝑥	𝑥	X
dad-10732	201	18	=	=	SYM
dad-10732	201	19	𝑠𝑜𝑓𝑡𝑐𝑙𝑖𝑝(𝑥	𝑠𝑜𝑓𝑡𝑐𝑙𝑖𝑝(𝑥	NOUN
dad-10732	201	20	)	)	PUNCT
dad-10732	201	21	0	0	NUM
dad-10732	202	1	0.01	0.01	NUM
dad-10732	202	2	0.02	0.02	NUM
dad-10732	202	3	0.03	0.03	NUM
dad-10732	202	4	-0.15	-0.15	NUM
dad-10732	202	5	0.01	0.01	NUM
dad-10732	202	6	0.03	0.03	NUM
dad-10732	202	7	(	(	PUNCT
dad-10732	202	8	d	d	NOUN
dad-10732	202	9	)	)	PUNCT
dad-10732	202	10	partial	partial	ADJ
dad-10732	202	11	enlargement	enlargement	NOUN
dad-10732	202	12	of	of	ADP
dad-10732	202	13	𝑠𝑜𝑓𝑡𝑐𝑙𝑖𝑝(⋅	𝑠𝑜𝑓𝑡𝑐𝑙𝑖𝑝(⋅	NOUN
dad-10732	202	14	)	)	PUNCT
dad-10732	202	15	figure	figure	NOUN
dad-10732	202	16	5	5	NUM
dad-10732	202	17	:	:	PUNCT
dad-10732	202	18	comparison	comparison	NOUN
dad-10732	202	19	among	among	ADP
dad-10732	202	20	clip	clip	NOUN
dad-10732	202	21	function	function	NOUN
dad-10732	202	22	,	,	PUNCT
dad-10732	202	23	logistic	logistic	ADJ
dad-10732	202	24	function	function	NOUN
dad-10732	202	25	,	,	PUNCT
dad-10732	202	26	and	and	CCONJ
dad-10732	202	27	softclip	softclip	ADJ
dad-10732	202	28	function	function	NOUN
dad-10732	202	29	softclip	softclip	NOUN
dad-10732	202	30	:	:	PUNCT
dad-10732	202	31	r→	r→	X
dad-10732	202	32	(	(	PUNCT
dad-10732	202	33	0	0	NUM
dad-10732	202	34	,	,	PUNCT
dad-10732	202	35	1	1	NUM
dad-10732	202	36	)	)	PUNCT
dad-10732	202	37	is	be	AUX
dad-10732	202	38	a	a	DET
dad-10732	202	39	non	non	ADJ
dad-10732	202	40	-	-	ADJ
dad-10732	202	41	decreasing	decrease	VERB
dad-10732	202	42	,	,	PUNCT
dad-10732	202	43	continuous	continuous	ADJ
dad-10732	202	44	function	function	NOUN
dad-10732	202	45	.	.	PUNCT
dad-10732	203	1	however	however	ADV
dad-10732	203	2	,	,	PUNCT
dad-10732	203	3	it	it	PRON
dad-10732	203	4	is	be	AUX
dad-10732	203	5	not	not	PART
dad-10732	203	6	differentiable	differentiable	ADJ
dad-10732	203	7	when	when	SCONJ
dad-10732	203	8	x	x	PROPN
dad-10732	203	9	=	=	SYM
dad-10732	203	10	ε	ε	PROPN
dad-10732	203	11	or	or	CCONJ
dad-10732	203	12	x	x	X
dad-10732	203	13	=	=	SYM
dad-10732	203	14	1−	1−	NUM
dad-10732	203	15	ε	ε	PROPN
dad-10732	203	16	.	.	PUNCT
dad-10732	204	1	so	so	ADV
dad-10732	204	2	we	we	PRON
dad-10732	204	3	defined	define	VERB
dad-10732	204	4	its	its	PRON
dad-10732	204	5	derivative	derivative	NOUN
dad-10732	204	6	as	as	SCONJ
dad-10732	204	7	follows	follow	VERB
dad-10732	204	8	:	:	PUNCT
dad-10732	204	9	∂softclip(x	∂softclip(x	X
dad-10732	204	10	)	)	PUNCT
dad-10732	204	11	∂x	∂x	PROPN
dad-10732	204	12	,	,	PUNCT
dad-10732	204	13			PRON
dad-10732	204	14	∂sigmoid(x−0.5+δ	∂sigmoid(x−0.5+δ	NOUN
dad-10732	204	15	)	)	PUNCT
dad-10732	205	1	∂x	∂x	VERB
dad-10732	205	2	if	if	SCONJ
dad-10732	205	3	x	x	SYM
dad-10732	205	4	≤	≤	X
dad-10732	205	5	ε	ε	PROPN
dad-10732	205	6	1	1	NUM
dad-10732	205	7	if	if	SCONJ
dad-10732	205	8	ε	ε	PROPN
dad-10732	205	9	<	<	X
dad-10732	205	10	x	x	X
dad-10732	205	11	<	<	X
dad-10732	205	12	1−	1−	NUM
dad-10732	205	13	ε	ε	PROPN
dad-10732	205	14	∂sigmoid(x−0.5−δ	∂sigmoid(x−0.5−δ	NOUN
dad-10732	205	15	)	)	PUNCT
dad-10732	205	16	∂x	∂x	VERB
dad-10732	205	17	if	if	SCONJ
dad-10732	205	18	x	x	X
dad-10732	205	19	≥	≥	NUM
dad-10732	205	20	1−	1−	NUM
dad-10732	205	21	ε	ε	PROPN
dad-10732	205	22	(	(	PUNCT
dad-10732	205	23	20	20	NUM
dad-10732	205	24	)	)	PUNCT
dad-10732	205	25	it	it	PRON
dad-10732	205	26	is	be	AUX
dad-10732	205	27	like	like	ADP
dad-10732	205	28	a	a	DET
dad-10732	205	29	clip	clip	NOUN
dad-10732	205	30	function	function	NOUN
dad-10732	205	31	.	.	PUNCT
dad-10732	206	1	however	however	ADV
dad-10732	206	2	,	,	PUNCT
dad-10732	206	3	its	its	PRON
dad-10732	206	4	derivative	derivative	NOUN
dad-10732	206	5	may	may	AUX
dad-10732	206	6	be	be	AUX
dad-10732	206	7	small	small	ADJ
dad-10732	206	8	on	on	ADP
dad-10732	206	9	some	some	DET
dad-10732	206	10	inputs	input	NOUN
dad-10732	206	11	but	but	CCONJ
dad-10732	206	12	is	be	AUX
dad-10732	206	13	not	not	PART
dad-10732	206	14	zero	zero	NUM
dad-10732	206	15	.	.	PUNCT
dad-10732	207	1	figure	figure	NOUN
dad-10732	207	2	5	5	NUM
dad-10732	207	3	shows	show	VERB
dad-10732	207	4	the	the	DET
dad-10732	207	5	comparison	comparison	NOUN
dad-10732	207	6	among	among	ADP
dad-10732	207	7	clip	clip	NOUN
dad-10732	207	8	function	function	NOUN
dad-10732	207	9	,	,	PUNCT
dad-10732	207	10	logistic	logistic	ADJ
dad-10732	207	11	function	function	NOUN
dad-10732	207	12	,	,	PUNCT
dad-10732	207	13	and	and	CCONJ
dad-10732	207	14	softclip	softclip	ADJ
dad-10732	207	15	function	function	NOUN
dad-10732	207	16	.	.	PUNCT
dad-10732	208	1	according	accord	VERB
dad-10732	208	2	to	to	ADP
dad-10732	208	3	the	the	DET
dad-10732	208	4	result	result	NOUN
dad-10732	208	5	of	of	ADP
dad-10732	208	6	an	an	DET
dad-10732	208	7	experiment	experiment	NOUN
dad-10732	208	8	done	do	VERB
dad-10732	208	9	on	on	ADP
dad-10732	208	10	the	the	DET
dad-10732	208	11	dstc-2	dstc-2	NUM
dad-10732	208	12	dataset	dataset	VERB
dad-10732	208	13	where	where	SCONJ
dad-10732	208	14	rpns	rpns	NOUN
dad-10732	208	15	using	use	VERB
dad-10732	208	16	different	different	ADJ
dad-10732	208	17	activation	activation	NOUN
dad-10732	208	18	functions	function	NOUN
dad-10732	208	19	are	be	AUX
dad-10732	208	20	trained	train	VERB
dad-10732	208	21	dstc2trn	dstc2trn	PROPN
dad-10732	208	22	and	and	CCONJ
dad-10732	208	23	tested	test	VERB
dad-10732	208	24	on	on	ADP
dad-10732	208	25	dstc2dev	dstc2dev	NOUN
dad-10732	208	26	,	,	PUNCT
dad-10732	208	27	softclip	softclip	ADJ
dad-10732	208	28	function	function	NOUN
dad-10732	208	29	has	have	AUX
dad-10732	208	30	demonstrated	demonstrate	VERB
dad-10732	208	31	better	well	ADJ
dad-10732	208	32	performance	performance	NOUN
dad-10732	208	33	than	than	ADP
dad-10732	208	34	both	both	CCONJ
dad-10732	208	35	clip	clip	NOUN
dad-10732	208	36	and	and	CCONJ
dad-10732	208	37	logistic	logistic	ADJ
dad-10732	208	38	function4	function4	PROPN
dad-10732	208	39	,	,	PUNCT
dad-10732	208	40	and	and	CCONJ
dad-10732	208	41	is	be	AUX
dad-10732	208	42	thus	thus	ADV
dad-10732	208	43	used	use	VERB
dad-10732	208	44	in	in	ADP
dad-10732	208	45	the	the	DET
dad-10732	208	46	rest	rest	NOUN
dad-10732	208	47	of	of	ADP
dad-10732	208	48	the	the	DET
dad-10732	208	49	paper	paper	NOUN
dad-10732	208	50	.	.	PUNCT
dad-10732	209	1	with	with	ADP
dad-10732	209	2	the	the	DET
dad-10732	209	3	activation	activation	NOUN
dad-10732	209	4	function	function	NOUN
dad-10732	209	5	,	,	PUNCT
dad-10732	209	6	a	a	DET
dad-10732	209	7	new	new	ADJ
dad-10732	209	8	type	type	NOUN
dad-10732	209	9	of	of	ADP
dad-10732	209	10	computation	computation	NOUN
dad-10732	209	11	node	node	NOUN
dad-10732	209	12	,	,	PUNCT
dad-10732	209	13	referred	refer	VERB
dad-10732	209	14	to	to	ADP
dad-10732	209	15	as	as	ADP
dad-10732	209	16	activation	activation	NOUN
dad-10732	209	17	node	node	NOUN
dad-10732	209	18	,	,	PUNCT
dad-10732	209	19	is	be	AUX
dad-10732	209	20	introduced	introduce	VERB
dad-10732	209	21	.	.	PUNCT
dad-10732	210	1	activation	activation	NOUN
dad-10732	210	2	node	node	NOUN
dad-10732	210	3	only	only	ADV
dad-10732	210	4	takes	take	VERB
dad-10732	210	5	one	one	NUM
dad-10732	210	6	input	input	NOUN
dad-10732	210	7	and	and	CCONJ
dad-10732	210	8	only	only	ADV
dad-10732	210	9	has	have	VERB
dad-10732	210	10	one	one	NUM
dad-10732	210	11	input	input	NOUN
dad-10732	210	12	edge	edge	NOUN
dad-10732	210	13	of	of	ADP
dad-10732	210	14	type-2	type-2	PROPN
dad-10732	210	15	,	,	PUNCT
dad-10732	210	16	i.e	i.e	PROPN
dad-10732	210	17	|îx|	|îx|	PROPN
dad-10732	210	18	=	=	NOUN
dad-10732	210	19	1	1	NUM
dad-10732	210	20	and	and	CCONJ
dad-10732	210	21	ix	ix	ADV
dad-10732	210	22	=	=	PUNCT
dad-10732	210	23	∅.	∅.	VERB
dad-10732	210	24	the	the	DET
dad-10732	210	25	value	value	NOUN
dad-10732	210	26	of	of	ADP
dad-10732	210	27	an	an	DET
dad-10732	210	28	activation	activation	NOUN
dad-10732	210	29	node	node	NOUN
dad-10732	210	30	x	x	VERB
dad-10732	210	31	is	be	AUX
dad-10732	210	32	calculated	calculate	VERB
dad-10732	210	33	as	as	ADP
dad-10732	210	34	u(t)x	u(t)x	PROPN
dad-10732	210	35	=	=	PRON
dad-10732	210	36	softclip	softclip	NOUN
dad-10732	210	37	(	(	PUNCT
dad-10732	210	38	u(t)x	u(t)x	PROPN
dad-10732	210	39	)	)	PUNCT
dad-10732	210	40	(	(	PUNCT
dad-10732	210	41	21	21	NUM
dad-10732	210	42	)	)	PUNCT
dad-10732	210	43	where	where	SCONJ
dad-10732	210	44	x	x	PROPN
dad-10732	210	45	denotes	denote	VERB
dad-10732	210	46	the	the	DET
dad-10732	210	47	input	input	NOUN
dad-10732	210	48	node	node	NOUN
dad-10732	210	49	of	of	ADP
dad-10732	210	50	node	node	NOUN
dad-10732	210	51	x.	x.	NOUN
dad-10732	210	52	i.e.	i.e.	X
dad-10732	210	53	îx	îx	X
dad-10732	210	54	=	=	PUNCT
dad-10732	210	55	{	{	PUNCT
dad-10732	210	56	x	x	NOUN
dad-10732	210	57	}	}	PUNCT
dad-10732	210	58	.	.	PUNCT
dad-10732	211	1	the	the	DET
dad-10732	211	2	activation	activation	NOUN
dad-10732	211	3	function	function	NOUN
dad-10732	211	4	is	be	AUX
dad-10732	211	5	used	use	VERB
dad-10732	211	6	in	in	ADP
dad-10732	211	7	the	the	DET
dad-10732	211	8	rest	rest	NOUN
dad-10732	211	9	of	of	ADP
dad-10732	211	10	the	the	DET
dad-10732	211	11	paper	paper	NOUN
dad-10732	211	12	.	.	PUNCT
dad-10732	212	1	figure	figure	NOUN
dad-10732	212	2	6	6	NUM
dad-10732	212	3	gives	give	VERB
dad-10732	212	4	an	an	DET
dad-10732	212	5	example	example	NOUN
dad-10732	212	6	of	of	ADP
dad-10732	212	7	rpn	rpn	PROPN
dad-10732	212	8	with	with	ADP
dad-10732	212	9	activation	activation	NOUN
dad-10732	212	10	function	function	NOUN
dad-10732	212	11	,	,	PUNCT
dad-10732	212	12	whose	whose	DET
dad-10732	212	13	structure	structure	NOUN
dad-10732	212	14	is	be	AUX
dad-10732	212	15	constructed	construct	VERB
dad-10732	212	16	by	by	ADP
dad-10732	212	17	adding	add	VERB
dad-10732	212	18	an	an	DET
dad-10732	212	19	activation	activation	NOUN
dad-10732	212	20	function	function	NOUN
dad-10732	212	21	to	to	ADP
dad-10732	212	22	the	the	DET
dad-10732	212	23	rpn	rpn	PROPN
dad-10732	212	24	in	in	ADP
dad-10732	212	25	figure	figure	NOUN
dad-10732	212	26	4	4	NUM
dad-10732	212	27	.	.	NOUN
dad-10732	212	28	4	4	NUM
dad-10732	212	29	.	.	PUNCT
dad-10732	213	1	the	the	DET
dad-10732	213	2	accuracy	accuracy	NOUN
dad-10732	213	3	and	and	CCONJ
dad-10732	213	4	l2	l2	NOUN
dad-10732	213	5	of	of	ADP
dad-10732	213	6	rpns	rpns	NOUN
dad-10732	213	7	with	with	ADP
dad-10732	213	8	clip	clip	NOUN
dad-10732	213	9	,	,	PUNCT
dad-10732	213	10	logistic	logistic	ADJ
dad-10732	213	11	,	,	PUNCT
dad-10732	213	12	and	and	CCONJ
dad-10732	213	13	softclip	softclip	ADJ
dad-10732	213	14	function	function	NOUN
dad-10732	213	15	are	be	AUX
dad-10732	213	16	(	(	PUNCT
dad-10732	213	17	0.779	0.779	NUM
dad-10732	213	18	,	,	PUNCT
dad-10732	213	19	0.329	0.329	NUM
dad-10732	213	20	)	)	PUNCT
dad-10732	213	21	,	,	PUNCT
dad-10732	213	22	(	(	PUNCT
dad-10732	213	23	0.789	0.789	NUM
dad-10732	213	24	,	,	PUNCT
dad-10732	213	25	0.352	0.352	NUM
dad-10732	213	26	)	)	PUNCT
dad-10732	213	27	,	,	PUNCT
dad-10732	213	28	(	(	PUNCT
dad-10732	213	29	0.790	0.790	NUM
dad-10732	213	30	,	,	PUNCT
dad-10732	213	31	0.317	0.317	NUM
dad-10732	213	32	)	)	PUNCT
dad-10732	213	33	respectively	respectively	ADV
dad-10732	213	34	.	.	PUNCT
dad-10732	214	1	in	in	ADP
dad-10732	214	2	particular	particular	ADJ
dad-10732	214	3	,	,	PUNCT
dad-10732	214	4	logistic	logistic	ADJ
dad-10732	214	5	functions	function	NOUN
dad-10732	214	6	with	with	ADP
dad-10732	214	7	several	several	ADJ
dad-10732	214	8	different	different	ADJ
dad-10732	214	9	η	η	NOUN
dad-10732	214	10	are	be	AUX
dad-10732	214	11	evaluated	evaluate	VERB
dad-10732	214	12	and	and	CCONJ
dad-10732	214	13	the	the	DET
dad-10732	214	14	result	result	NOUN
dad-10732	214	15	reported	report	VERB
dad-10732	214	16	here	here	ADV
dad-10732	214	17	is	be	AUX
dad-10732	214	18	the	the	DET
dad-10732	214	19	best	good	ADJ
dad-10732	214	20	one	one	NUM
dad-10732	214	21	.	.	PUNCT
dad-10732	215	1	75	75	NUM
dad-10732	215	2	sun	sun	NOUN
dad-10732	215	3	,	,	PUNCT
dad-10732	215	4	xie	xie	PROPN
dad-10732	215	5	and	and	CCONJ
dad-10732	215	6	yu	yu	PROPN
dad-10732	215	7	𝑏𝑡−2	𝑏𝑡−2	PROPN
dad-10732	215	8	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	215	9	+	+	CCONJ
dad-10732	215	10	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	215	11	−	−	NUM
dad-10732	215	12	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	215	13	+	+	CCONJ
dad-10732	215	14	𝑃𝑡−1	𝑃𝑡−1	VERB
dad-10732	215	15	−	−	SYM
dad-10732	215	16	1	1	NUM
dad-10732	216	1	𝑏𝑡−1	𝑏𝑡−1	VERB
dad-10732	216	2	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	216	3	+	+	CCONJ
dad-10732	216	4	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	216	5	−	−	PROPN
dad-10732	216	6	𝑃𝑡	𝑃𝑡	PROPN
dad-10732	216	7	+	+	PROPN
dad-10732	216	8	𝑃𝑡	𝑃𝑡	ADJ
dad-10732	216	9	−	−	NOUN
dad-10732	216	10	1	1	NUM
dad-10732	216	11	𝑏𝑡	𝑏𝑡	NOUN
dad-10732	216	12	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	216	13	+	+	PUNCT
dad-10732	216	14	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	216	15	−	−	NOUN
dad-10732	216	16	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	216	17	+	+	PUNCT
dad-10732	216	18	𝑃𝑡+1	𝑃𝑡+1	VERB
dad-10732	216	19	−	−	PROPN
dad-10732	216	20	1	1	NUM
dad-10732	216	21	𝑏𝑡−1	𝑏𝑡−1	ADJ
dad-10732	216	22	𝑏𝑡	𝑏𝑡	ADP
dad-10732	216	23	𝑏𝑡+1	𝑏𝑡+1	PRON
dad-10732	216	24	figure	figure	VERB
dad-10732	216	25	6	6	NUM
dad-10732	216	26	:	:	PUNCT
dad-10732	216	27	rpn	rpn	VERB
dad-10732	216	28	for	for	ADP
dad-10732	216	29	dst	dst	PROPN
dad-10732	216	30	with	with	ADP
dad-10732	216	31	activation	activation	NOUN
dad-10732	216	32	functions	function	NOUN
dad-10732	216	33	4.3	4.3	NUM
dad-10732	216	34	further	further	ADJ
dad-10732	216	35	exploration	exploration	NOUN
dad-10732	216	36	on	on	ADP
dad-10732	216	37	structure	structure	NOUN
dad-10732	216	38	adding	add	VERB
dad-10732	216	39	features	feature	NOUN
dad-10732	216	40	to	to	ADP
dad-10732	216	41	cmbp	cmbp	PROPN
dad-10732	216	42	is	be	AUX
dad-10732	216	43	not	not	PART
dad-10732	216	44	easy	easy	ADJ
dad-10732	216	45	because	because	SCONJ
dad-10732	216	46	additional	additional	ADJ
dad-10732	216	47	prior	prior	ADJ
dad-10732	216	48	knowledge	knowledge	NOUN
dad-10732	216	49	is	be	AUX
dad-10732	216	50	needed	need	VERB
dad-10732	216	51	to	to	PART
dad-10732	216	52	add	add	VERB
dad-10732	216	53	to	to	PART
dad-10732	216	54	keep	keep	VERB
dad-10732	216	55	the	the	DET
dad-10732	216	56	search	search	NOUN
dad-10732	216	57	space	space	NOUN
dad-10732	216	58	not	not	PART
dad-10732	216	59	too	too	ADV
dad-10732	216	60	large	large	ADJ
dad-10732	216	61	.	.	PUNCT
dad-10732	217	1	concretely	concretely	ADV
dad-10732	217	2	,	,	PUNCT
dad-10732	217	3	adding	add	VERB
dad-10732	217	4	features	feature	NOUN
dad-10732	217	5	can	can	AUX
dad-10732	217	6	introduce	introduce	VERB
dad-10732	217	7	new	new	ADJ
dad-10732	217	8	monomials	monomial	NOUN
dad-10732	217	9	.	.	PUNCT
dad-10732	218	1	since	since	SCONJ
dad-10732	218	2	the	the	DET
dad-10732	218	3	trivial	trivial	ADJ
dad-10732	218	4	search	search	NOUN
dad-10732	218	5	space	space	NOUN
dad-10732	218	6	is	be	AUX
dad-10732	218	7	exponentially	exponentially	ADV
dad-10732	218	8	increasing	increase	VERB
dad-10732	218	9	as	as	ADP
dad-10732	218	10	the	the	DET
dad-10732	218	11	number	number	NOUN
dad-10732	218	12	of	of	ADP
dad-10732	218	13	monomials	monomial	NOUN
dad-10732	218	14	,	,	PUNCT
dad-10732	218	15	the	the	DET
dad-10732	218	16	search	search	NOUN
dad-10732	218	17	space	space	NOUN
dad-10732	218	18	tends	tend	VERB
dad-10732	218	19	to	to	PART
dad-10732	218	20	be	be	AUX
dad-10732	218	21	too	too	ADV
dad-10732	218	22	large	large	ADJ
dad-10732	218	23	to	to	PART
dad-10732	218	24	explore	explore	VERB
dad-10732	218	25	when	when	SCONJ
dad-10732	218	26	new	new	ADJ
dad-10732	218	27	features	feature	NOUN
dad-10732	218	28	are	be	AUX
dad-10732	218	29	added	add	VERB
dad-10732	218	30	.	.	PUNCT
dad-10732	219	1	hence	hence	ADV
dad-10732	219	2	,	,	PUNCT
dad-10732	219	3	to	to	PART
dad-10732	219	4	reduce	reduce	VERB
dad-10732	219	5	the	the	DET
dad-10732	219	6	search	search	NOUN
dad-10732	219	7	space	space	NOUN
dad-10732	219	8	,	,	PUNCT
dad-10732	219	9	additional	additional	ADJ
dad-10732	219	10	prior	prior	ADJ
dad-10732	219	11	knowledge	knowledge	NOUN
dad-10732	219	12	is	be	AUX
dad-10732	219	13	needed	need	VERB
dad-10732	219	14	,	,	PUNCT
dad-10732	219	15	which	which	PRON
dad-10732	219	16	can	can	AUX
dad-10732	219	17	introduce	introduce	VERB
dad-10732	219	18	new	new	ADJ
dad-10732	219	19	constraints	constraint	NOUN
dad-10732	219	20	to	to	ADP
dad-10732	219	21	the	the	DET
dad-10732	219	22	polynomial	polynomial	ADJ
dad-10732	219	23	coefficients	coefficient	NOUN
dad-10732	219	24	.	.	PUNCT
dad-10732	220	1	for	for	ADP
dad-10732	220	2	the	the	DET
dad-10732	220	3	same	same	ADJ
dad-10732	220	4	reason	reason	NOUN
dad-10732	220	5	,	,	PUNCT
dad-10732	220	6	increasing	increase	VERB
dad-10732	220	7	the	the	DET
dad-10732	220	8	model	model	NOUN
dad-10732	220	9	complexity	complexity	NOUN
dad-10732	220	10	also	also	ADV
dad-10732	220	11	requires	require	VERB
dad-10732	220	12	additional	additional	ADJ
dad-10732	220	13	suitable	suitable	ADJ
dad-10732	220	14	prior	prior	ADJ
dad-10732	220	15	knowledge	knowledge	NOUN
dad-10732	220	16	to	to	PART
dad-10732	220	17	be	be	AUX
dad-10732	220	18	added	add	VERB
dad-10732	220	19	to	to	PART
dad-10732	220	20	limit	limit	VERB
dad-10732	220	21	the	the	DET
dad-10732	220	22	search	search	NOUN
dad-10732	220	23	space	space	NOUN
dad-10732	220	24	not	not	PART
dad-10732	220	25	too	too	ADV
dad-10732	220	26	large	large	ADJ
dad-10732	220	27	in	in	ADP
dad-10732	220	28	cmbp	cmbp	PROPN
dad-10732	220	29	.	.	PUNCT
dad-10732	221	1	in	in	ADP
dad-10732	221	2	contrast	contrast	NOUN
dad-10732	221	3	to	to	ADP
dad-10732	221	4	that	that	PRON
dad-10732	221	5	,	,	PUNCT
dad-10732	221	6	since	since	SCONJ
dad-10732	221	7	rpn	rpn	PROPN
dad-10732	221	8	can	can	AUX
dad-10732	221	9	be	be	AUX
dad-10732	221	10	seen	see	VERB
dad-10732	221	11	as	as	ADP
dad-10732	221	12	a	a	DET
dad-10732	221	13	data	data	NOUN
dad-10732	221	14	-	-	PUNCT
dad-10732	221	15	driven	drive	VERB
dad-10732	221	16	model	model	NOUN
dad-10732	221	17	,	,	PUNCT
dad-10732	221	18	it	it	PRON
dad-10732	221	19	is	be	AUX
dad-10732	221	20	as	as	ADV
dad-10732	221	21	easy	easy	ADJ
dad-10732	221	22	as	as	SCONJ
dad-10732	221	23	most	most	ADJ
dad-10732	221	24	data	data	NOUN
dad-10732	221	25	-	-	PUNCT
dad-10732	221	26	driven	drive	VERB
dad-10732	221	27	statistical	statistical	ADJ
dad-10732	221	28	approaches	approach	NOUN
dad-10732	221	29	such	such	ADJ
dad-10732	221	30	as	as	ADP
dad-10732	221	31	rnn	rnn	NOUN
dad-10732	221	32	to	to	PART
dad-10732	221	33	add	add	VERB
dad-10732	221	34	new	new	ADJ
dad-10732	221	35	features	feature	NOUN
dad-10732	221	36	to	to	ADP
dad-10732	221	37	rpn	rpn	VERB
dad-10732	221	38	and	and	CCONJ
dad-10732	221	39	use	use	VERB
dad-10732	221	40	more	more	ADJ
dad-10732	221	41	complex	complex	ADJ
dad-10732	221	42	structures	structure	NOUN
dad-10732	221	43	.	.	PUNCT
dad-10732	222	1	at	at	ADP
dad-10732	222	2	the	the	DET
dad-10732	222	3	same	same	ADJ
dad-10732	222	4	time	time	NOUN
dad-10732	222	5	,	,	PUNCT
dad-10732	222	6	no	no	ADV
dad-10732	222	7	matter	matter	ADV
dad-10732	222	8	what	what	PRON
dad-10732	222	9	new	new	ADJ
dad-10732	222	10	features	feature	NOUN
dad-10732	222	11	are	be	AUX
dad-10732	222	12	used	use	VERB
dad-10732	222	13	and	and	CCONJ
dad-10732	222	14	how	how	SCONJ
dad-10732	222	15	complex	complex	ADJ
dad-10732	222	16	the	the	DET
dad-10732	222	17	structure	structure	NOUN
dad-10732	222	18	is	be	AUX
dad-10732	222	19	,	,	PUNCT
dad-10732	222	20	rpn	rpn	PROPN
dad-10732	222	21	can	can	AUX
dad-10732	222	22	always	always	ADV
dad-10732	222	23	take	take	VERB
dad-10732	222	24	advantage	advantage	NOUN
dad-10732	222	25	prior	prior	ADJ
dad-10732	222	26	knowledge	knowledge	NOUN
dad-10732	222	27	and	and	CCONJ
dad-10732	222	28	intuition	intuition	NOUN
dad-10732	222	29	which	which	PRON
dad-10732	222	30	is	be	AUX
dad-10732	222	31	discussed	discuss	VERB
dad-10732	222	32	in	in	ADP
dad-10732	222	33	section	section	NOUN
dad-10732	222	34	4.4	4.4	NUM
dad-10732	222	35	.	.	PUNCT
dad-10732	223	1	in	in	ADP
dad-10732	223	2	this	this	DET
dad-10732	223	3	paper	paper	NOUN
dad-10732	223	4	,	,	PUNCT
dad-10732	223	5	both	both	PRON
dad-10732	223	6	new	new	ADJ
dad-10732	223	7	features	feature	NOUN
dad-10732	223	8	and	and	CCONJ
dad-10732	223	9	complex	complex	ADJ
dad-10732	223	10	structure	structure	NOUN
dad-10732	223	11	are	be	AUX
dad-10732	223	12	explored	explore	VERB
dad-10732	223	13	.	.	PUNCT
dad-10732	224	1	adding	add	VERB
dad-10732	224	2	new	new	ADJ
dad-10732	224	3	features	feature	NOUN
dad-10732	224	4	can	can	AUX
dad-10732	224	5	be	be	AUX
dad-10732	224	6	done	do	VERB
dad-10732	224	7	by	by	ADP
dad-10732	224	8	just	just	ADV
dad-10732	224	9	adding	add	VERB
dad-10732	224	10	input	input	NOUN
dad-10732	224	11	nodes	node	NOUN
dad-10732	224	12	which	which	PRON
dad-10732	224	13	correspond	correspond	VERB
dad-10732	224	14	to	to	ADP
dad-10732	224	15	the	the	DET
dad-10732	224	16	new	new	ADJ
dad-10732	224	17	features	feature	NOUN
dad-10732	224	18	,	,	PUNCT
dad-10732	224	19	and	and	CCONJ
dad-10732	224	20	then	then	ADV
dad-10732	224	21	adding	add	VERB
dad-10732	224	22	product	product	NOUN
dad-10732	224	23	nodes	node	NOUN
dad-10732	224	24	corresponding	correspond	VERB
dad-10732	224	25	to	to	ADP
dad-10732	224	26	the	the	DET
dad-10732	224	27	new	new	ADJ
dad-10732	224	28	possible	possible	ADJ
dad-10732	224	29	monomials	monomial	NOUN
dad-10732	224	30	introduced	introduce	VERB
dad-10732	224	31	by	by	ADP
dad-10732	224	32	the	the	DET
dad-10732	224	33	new	new	ADJ
dad-10732	224	34	features	feature	NOUN
dad-10732	224	35	.	.	PUNCT
dad-10732	225	1	in	in	ADP
dad-10732	225	2	this	this	DET
dad-10732	225	3	paper	paper	NOUN
dad-10732	225	4	,	,	PUNCT
dad-10732	225	5	for	for	ADP
dad-10732	225	6	slot	slot	NOUN
dad-10732	225	7	s	s	NOUN
dad-10732	225	8	,	,	PUNCT
dad-10732	225	9	value	value	NOUN
dad-10732	225	10	v	v	NOUN
dad-10732	225	11	at	at	ADP
dad-10732	225	12	turn	turn	NOUN
dad-10732	225	13	t	t	PROPN
dad-10732	225	14	,	,	PUNCT
dad-10732	225	15	in	in	ADP
dad-10732	225	16	addition	addition	NOUN
dad-10732	225	17	to	to	ADP
dad-10732	225	18	f0	f0	VERB
dad-10732	225	19	∼	∼	NOUN
dad-10732	225	20	f5	f5	NOUN
dad-10732	225	21	which	which	PRON
dad-10732	225	22	are	be	AUX
dad-10732	225	23	defined	define	VERB
dad-10732	225	24	as	as	ADP
dad-10732	225	25	bt−1(v	bt−1(v	NOUN
dad-10732	225	26	)	)	PUNCT
dad-10732	225	27	,	,	PUNCT
dad-10732	225	28	p+	p+	PROPN
dad-10732	225	29	t	t	PROPN
dad-10732	225	30	(	(	PUNCT
dad-10732	225	31	v	v	NOUN
dad-10732	225	32	)	)	PUNCT
dad-10732	225	33	,	,	PUNCT
dad-10732	225	34	p−t	p−t	PROPN
dad-10732	225	35	(	(	PUNCT
dad-10732	225	36	v	v	NOUN
dad-10732	225	37	)	)	PUNCT
dad-10732	225	38	,	,	PUNCT
dad-10732	225	39	p̃+	p̃+	PROPN
dad-10732	225	40	t	t	PROPN
dad-10732	225	41	(	(	PUNCT
dad-10732	225	42	v	v	NOUN
dad-10732	225	43	)	)	PUNCT
dad-10732	225	44	,	,	PUNCT
dad-10732	225	45	p̃−t	p̃−t	NOUN
dad-10732	225	46	(	(	PUNCT
dad-10732	225	47	v	v	NOUN
dad-10732	225	48	)	)	PUNCT
dad-10732	225	49	,	,	PUNCT
dad-10732	225	50	and	and	CCONJ
dad-10732	225	51	1	1	NUM
dad-10732	225	52	respectively	respectively	ADV
dad-10732	225	53	,	,	PUNCT
dad-10732	225	54	4	4	NUM
dad-10732	225	55	new	new	ADJ
dad-10732	225	56	features	feature	NOUN
dad-10732	225	57	are	be	AUX
dad-10732	225	58	investigated	investigate	VERB
dad-10732	225	59	.	.	PUNCT
dad-10732	226	1	f6	f6	PROPN
dad-10732	226	2	and	and	CCONJ
dad-10732	226	3	f7	f7	PROPN
dad-10732	226	4	are	be	AUX
dad-10732	226	5	features	feature	NOUN
dad-10732	226	6	of	of	ADP
dad-10732	226	7	system	system	NOUN
dad-10732	226	8	acts	act	VERB
dad-10732	226	9	at	at	ADP
dad-10732	226	10	the	the	DET
dad-10732	226	11	last	last	ADJ
dad-10732	226	12	turn	turn	NOUN
dad-10732	226	13	:	:	PUNCT
dad-10732	226	14	for	for	ADP
dad-10732	226	15	slot	slot	NOUN
dad-10732	226	16	s	s	NOUN
dad-10732	226	17	,	,	PUNCT
dad-10732	226	18	value	value	NOUN
dad-10732	226	19	v	v	NOUN
dad-10732	226	20	at	at	ADP
dad-10732	226	21	turn	turn	NOUN
dad-10732	226	22	t	t	PROPN
dad-10732	226	23	,	,	PUNCT
dad-10732	226	24	•	•	NUM
dad-10732	226	25	f6	f6	PROPN
dad-10732	226	26	,	,	PUNCT
dad-10732	226	27	canthelp(s	canthelp(s	PROPN
dad-10732	226	28	,	,	PUNCT
dad-10732	226	29	t	t	PROPN
dad-10732	226	30	,	,	PUNCT
dad-10732	226	31	v	v	NOUN
dad-10732	226	32	)	)	PUNCT
dad-10732	226	33	∪	∪	ADJ
dad-10732	226	34	canthelp.missing	canthelp.misse	VERB
dad-10732	226	35	slot	slot	NOUN
dad-10732	226	36	value(s	value(s	NOUN
dad-10732	226	37	,	,	PUNCT
dad-10732	226	38	t	t	PROPN
dad-10732	226	39	)	)	PUNCT
dad-10732	226	40	=	=	NOUN
dad-10732	226	41	1	1	NUM
dad-10732	226	42	if	if	SCONJ
dad-10732	226	43	the	the	DET
dad-10732	226	44	system	system	NOUN
dad-10732	226	45	can	can	AUX
dad-10732	226	46	not	not	PART
dad-10732	226	47	offer	offer	VERB
dad-10732	226	48	a	a	DET
dad-10732	226	49	venue	venue	NOUN
dad-10732	226	50	with	with	ADP
dad-10732	226	51	the	the	DET
dad-10732	226	52	constraint	constraint	NOUN
dad-10732	226	53	s	s	PART
dad-10732	226	54	=	=	X
dad-10732	226	55	v	v	NOUN
dad-10732	226	56	or	or	CCONJ
dad-10732	226	57	the	the	DET
dad-10732	226	58	value	value	NOUN
dad-10732	226	59	of	of	ADP
dad-10732	226	60	slot	slot	NOUN
dad-10732	226	61	s	s	PART
dad-10732	226	62	is	be	AUX
dad-10732	226	63	not	not	PART
dad-10732	226	64	known	know	VERB
dad-10732	226	65	for	for	ADP
dad-10732	226	66	the	the	DET
dad-10732	226	67	selected	select	VERB
dad-10732	226	68	venue	venue	NOUN
dad-10732	226	69	,	,	PUNCT
dad-10732	226	70	otherwise	otherwise	ADV
dad-10732	226	71	0	0	NUM
dad-10732	226	72	.	.	NOUN
dad-10732	227	1	•	•	NUM
dad-10732	227	2	f7	f7	PROPN
dad-10732	227	3	,	,	PUNCT
dad-10732	227	4	select(s	select(s	PROPN
dad-10732	227	5	,	,	PUNCT
dad-10732	227	6	t	t	PROPN
dad-10732	227	7	,	,	PUNCT
dad-10732	227	8	v	v	NOUN
dad-10732	227	9	)	)	PUNCT
dad-10732	227	10	=	=	SYM
dad-10732	227	11	1	1	NUM
dad-10732	227	12	if	if	SCONJ
dad-10732	227	13	the	the	DET
dad-10732	227	14	system	system	NOUN
dad-10732	227	15	asks	ask	VERB
dad-10732	227	16	the	the	DET
dad-10732	227	17	user	user	NOUN
dad-10732	227	18	to	to	PART
dad-10732	227	19	pick	pick	VERB
dad-10732	227	20	a	a	DET
dad-10732	227	21	suggested	suggest	VERB
dad-10732	227	22	value	value	NOUN
dad-10732	227	23	for	for	ADP
dad-10732	227	24	slot	slot	NOUN
dad-10732	227	25	s	s	NOUN
dad-10732	227	26	,	,	PUNCT
dad-10732	227	27	otherwise	otherwise	ADV
dad-10732	227	28	0	0	X
dad-10732	227	29	.	.	PUNCT
dad-10732	228	1	f6	f6	PROPN
dad-10732	228	2	and	and	CCONJ
dad-10732	228	3	f7	f7	PROPN
dad-10732	228	4	are	be	AUX
dad-10732	228	5	introduced	introduce	VERB
dad-10732	228	6	because	because	SCONJ
dad-10732	228	7	user	user	NOUN
dad-10732	228	8	is	be	AUX
dad-10732	228	9	likely	likely	ADJ
dad-10732	228	10	to	to	PART
dad-10732	228	11	change	change	VERB
dad-10732	228	12	their	their	PRON
dad-10732	228	13	goal	goal	NOUN
dad-10732	228	14	if	if	SCONJ
dad-10732	228	15	given	give	VERB
dad-10732	228	16	machine	machine	NOUN
dad-10732	228	17	acts	act	NOUN
dad-10732	228	18	canthelp(s	canthelp(s	PROPN
dad-10732	228	19	,	,	PUNCT
dad-10732	228	20	t	t	PROPN
dad-10732	228	21	,	,	PUNCT
dad-10732	228	22	v	v	NOUN
dad-10732	228	23	)	)	PUNCT
dad-10732	228	24	,	,	PUNCT
dad-10732	228	25	canthelp.missing	canthelp.misse	VERB
dad-10732	228	26	slot	slot	NOUN
dad-10732	228	27	value(s	value(s	NOUN
dad-10732	228	28	,	,	PUNCT
dad-10732	228	29	t	t	PROPN
dad-10732	228	30	)	)	PUNCT
dad-10732	228	31	and	and	CCONJ
dad-10732	228	32	select(s	select(s	PROPN
dad-10732	228	33	,	,	PUNCT
dad-10732	228	34	t	t	PROPN
dad-10732	228	35	,	,	PUNCT
dad-10732	228	36	v	v	NOUN
dad-10732	228	37	)	)	PUNCT
dad-10732	228	38	.	.	PUNCT
dad-10732	229	1	f8	f8	PROPN
dad-10732	229	2	and	and	CCONJ
dad-10732	229	3	f9	f9	PROPN
dad-10732	229	4	are	be	AUX
dad-10732	229	5	features	feature	NOUN
dad-10732	229	6	of	of	ADP
dad-10732	229	7	user	user	NOUN
dad-10732	229	8	acts	act	VERB
dad-10732	229	9	at	at	ADP
dad-10732	229	10	the	the	DET
dad-10732	229	11	current	current	ADJ
dad-10732	229	12	turn	turn	NOUN
dad-10732	229	13	:	:	PUNCT
dad-10732	229	14	for	for	ADP
dad-10732	229	15	slot	slot	NOUN
dad-10732	229	16	s	s	NOUN
dad-10732	229	17	,	,	PUNCT
dad-10732	229	18	value	value	NOUN
dad-10732	229	19	v	v	NOUN
dad-10732	229	20	at	at	ADP
dad-10732	229	21	turn	turn	NOUN
dad-10732	229	22	t	t	PROPN
dad-10732	229	23	,	,	PUNCT
dad-10732	229	24	•	•	NUM
dad-10732	229	25	f8	f8	PROPN
dad-10732	229	26	,	,	PUNCT
dad-10732	229	27	inform(s	inform(s	PROPN
dad-10732	229	28	,	,	PUNCT
dad-10732	229	29	t	t	PROPN
dad-10732	229	30	,	,	PUNCT
dad-10732	229	31	v	v	NOUN
dad-10732	229	32	)	)	PUNCT
dad-10732	229	33	=	=	SYM
dad-10732	229	34	1	1	NUM
dad-10732	229	35	if	if	SCONJ
dad-10732	229	36	one	one	NUM
dad-10732	229	37	of	of	ADP
dad-10732	229	38	slu	slu	NOUN
dad-10732	229	39	hypotheses	hypothesis	NOUN
dad-10732	229	40	from	from	ADP
dad-10732	229	41	the	the	DET
dad-10732	229	42	user	user	NOUN
dad-10732	229	43	is	be	AUX
dad-10732	229	44	informing	inform	VERB
dad-10732	229	45	slot	slot	NOUN
dad-10732	229	46	s	s	NOUN
dad-10732	229	47	is	be	AUX
dad-10732	229	48	v	v	NOUN
dad-10732	229	49	,	,	PUNCT
dad-10732	229	50	otherwise	otherwise	ADV
dad-10732	229	51	0	0	NUM
dad-10732	229	52	.	.	X
dad-10732	229	53	76	76	NUM
dad-10732	229	54	recurrent	recurrent	ADJ
dad-10732	229	55	polynomial	polynomial	ADJ
dad-10732	229	56	network	network	NOUN
dad-10732	229	57	for	for	ADP
dad-10732	229	58	dialogue	dialogue	NOUN
dad-10732	229	59	state	state	NOUN
dad-10732	229	60	tracking	tracking	NOUN
dad-10732	229	61	•	•	NUM
dad-10732	229	62	f9	f9	PROPN
dad-10732	229	63	,	,	PUNCT
dad-10732	229	64	deny(s	deny(s	PROPN
dad-10732	229	65	,	,	PUNCT
dad-10732	229	66	t	t	PROPN
dad-10732	229	67	,	,	PUNCT
dad-10732	229	68	v	v	NOUN
dad-10732	229	69	)	)	PUNCT
dad-10732	229	70	=	=	NOUN
dad-10732	229	71	1	1	NUM
dad-10732	229	72	if	if	SCONJ
dad-10732	229	73	one	one	NUM
dad-10732	229	74	of	of	ADP
dad-10732	229	75	slu	slu	NOUN
dad-10732	229	76	hypotheses	hypothesis	NOUN
dad-10732	229	77	from	from	ADP
dad-10732	229	78	the	the	DET
dad-10732	229	79	user	user	NOUN
dad-10732	229	80	is	be	AUX
dad-10732	229	81	denying	deny	VERB
dad-10732	229	82	slot	slot	NOUN
dad-10732	229	83	s	s	NOUN
dad-10732	229	84	is	be	AUX
dad-10732	229	85	v	v	NOUN
dad-10732	229	86	,	,	PUNCT
dad-10732	229	87	otherwise	otherwise	ADV
dad-10732	229	88	0	0	X
dad-10732	229	89	.	.	PUNCT
dad-10732	230	1	f8	f8	PROPN
dad-10732	230	2	and	and	CCONJ
dad-10732	230	3	f9	f9	PROPN
dad-10732	230	4	are	be	AUX
dad-10732	230	5	features	feature	NOUN
dad-10732	230	6	about	about	ADP
dad-10732	230	7	slu	slu	NOUN
dad-10732	230	8	act	act	PROPN
dad-10732	230	9	type	type	NOUN
dad-10732	230	10	,	,	PUNCT
dad-10732	230	11	introduced	introduce	VERB
dad-10732	230	12	to	to	PART
dad-10732	230	13	make	make	VERB
dad-10732	230	14	system	system	NOUN
dad-10732	230	15	robust	robust	ADJ
dad-10732	230	16	when	when	SCONJ
dad-10732	230	17	the	the	DET
dad-10732	230	18	confidence	confidence	NOUN
dad-10732	230	19	scores	score	NOUN
dad-10732	230	20	of	of	ADP
dad-10732	230	21	slu	slu	NOUN
dad-10732	230	22	hypothesis	hypothesis	NOUN
dad-10732	230	23	are	be	AUX
dad-10732	230	24	not	not	PART
dad-10732	230	25	reliable	reliable	ADJ
dad-10732	230	26	.	.	PUNCT
dad-10732	231	1	in	in	ADP
dad-10732	231	2	this	this	DET
dad-10732	231	3	paper	paper	NOUN
dad-10732	231	4	,	,	PUNCT
dad-10732	231	5	the	the	DET
dad-10732	231	6	complexity	complexity	NOUN
dad-10732	231	7	of	of	ADP
dad-10732	231	8	evaluating	evaluating	NOUN
dad-10732	231	9	and	and	CCONJ
dad-10732	231	10	training	training	NOUN
dad-10732	231	11	rpn	rpn	PROPN
dad-10732	231	12	for	for	ADP
dad-10732	231	13	dst	dst	PROPN
dad-10732	231	14	would	would	AUX
dad-10732	231	15	not	not	PART
dad-10732	231	16	increase	increase	VERB
dad-10732	231	17	sharply	sharply	ADV
dad-10732	231	18	because	because	SCONJ
dad-10732	231	19	a	a	DET
dad-10732	231	20	constant	constant	ADJ
dad-10732	231	21	order	order	NOUN
dad-10732	231	22	3	3	NUM
dad-10732	231	23	is	be	AUX
dad-10732	231	24	used	use	VERB
dad-10732	231	25	and	and	CCONJ
dad-10732	231	26	number	number	NOUN
dad-10732	231	27	of	of	ADP
dad-10732	231	28	product	product	NOUN
dad-10732	231	29	nodes	node	NOUN
dad-10732	231	30	in	in	ADP
dad-10732	231	31	the	the	DET
dad-10732	231	32	second	second	ADJ
dad-10732	231	33	layer	layer	NOUN
dad-10732	231	34	grows	grow	VERB
dad-10732	231	35	from	from	ADP
dad-10732	231	36	56	56	NUM
dad-10732	231	37	to	to	PART
dad-10732	231	38	220	220	NUM
dad-10732	231	39	when	when	SCONJ
dad-10732	231	40	number	number	NOUN
dad-10732	231	41	of	of	ADP
dad-10732	231	42	features	feature	NOUN
dad-10732	231	43	grows	grow	VERB
dad-10732	231	44	from	from	ADP
dad-10732	231	45	6	6	NUM
dad-10732	231	46	to	to	PART
dad-10732	231	47	10	10	NUM
dad-10732	231	48	.	.	PUNCT
dad-10732	232	1	in	in	ADP
dad-10732	232	2	addition	addition	NOUN
dad-10732	232	3	to	to	ADP
dad-10732	232	4	new	new	ADJ
dad-10732	232	5	features	feature	NOUN
dad-10732	232	6	,	,	PUNCT
dad-10732	232	7	rpn	rpn	NOUN
dad-10732	232	8	of	of	ADP
dad-10732	232	9	more	more	ADJ
dad-10732	232	10	complex	complex	ADJ
dad-10732	232	11	structure	structure	NOUN
dad-10732	232	12	is	be	AUX
dad-10732	232	13	also	also	ADV
dad-10732	232	14	investigated	investigate	VERB
dad-10732	232	15	in	in	ADP
dad-10732	232	16	this	this	DET
dad-10732	232	17	paper	paper	NOUN
dad-10732	232	18	.	.	PUNCT
dad-10732	233	1	to	to	PART
dad-10732	233	2	capture	capture	VERB
dad-10732	233	3	some	some	DET
dad-10732	233	4	property	property	NOUN
dad-10732	233	5	just	just	ADV
dad-10732	233	6	like	like	ADP
dad-10732	233	7	belief	belief	NOUN
dad-10732	233	8	bt	bt	NOUN
dad-10732	233	9	of	of	ADP
dad-10732	233	10	dialogue	dialogue	NOUN
dad-10732	233	11	process	process	NOUN
dad-10732	233	12	,	,	PUNCT
dad-10732	233	13	a	a	DET
dad-10732	233	14	new	new	ADJ
dad-10732	233	15	sum	sum	NOUN
dad-10732	233	16	node	node	NOUN
dad-10732	233	17	x	x	PUNCT
dad-10732	233	18	=	=	PUNCT
dad-10732	233	19	(	(	PUNCT
dad-10732	233	20	3	3	NUM
dad-10732	233	21	,	,	PUNCT
dad-10732	233	22	1	1	NUM
dad-10732	233	23	)	)	PUNCT
dad-10732	233	24	in	in	ADP
dad-10732	233	25	the	the	DET
dad-10732	233	26	third	third	ADJ
dad-10732	233	27	layer	layer	NOUN
dad-10732	233	28	is	be	AUX
dad-10732	233	29	introduced	introduce	VERB
dad-10732	233	30	.	.	PUNCT
dad-10732	234	1	the	the	DET
dad-10732	234	2	connection	connection	NOUN
dad-10732	234	3	of	of	ADP
dad-10732	234	4	(	(	PUNCT
dad-10732	234	5	3	3	NUM
dad-10732	234	6	,	,	PUNCT
dad-10732	234	7	1	1	NUM
dad-10732	234	8	)	)	PUNCT
dad-10732	234	9	is	be	AUX
dad-10732	234	10	the	the	DET
dad-10732	234	11	same	same	ADJ
dad-10732	234	12	as	as	ADP
dad-10732	234	13	(	(	PUNCT
dad-10732	234	14	3	3	NUM
dad-10732	234	15	,	,	PUNCT
dad-10732	234	16	0	0	NUM
dad-10732	234	17	)	)	PUNCT
dad-10732	234	18	,	,	PUNCT
dad-10732	234	19	so	so	SCONJ
dad-10732	234	20	it	it	PRON
dad-10732	234	21	introduces	introduce	VERB
dad-10732	234	22	a	a	DET
dad-10732	234	23	new	new	ADJ
dad-10732	234	24	recurrent	recurrent	ADJ
dad-10732	234	25	connection	connection	NOUN
dad-10732	234	26	.	.	PUNCT
dad-10732	235	1	the	the	DET
dad-10732	235	2	exact	exact	ADJ
dad-10732	235	3	meaning	meaning	NOUN
dad-10732	235	4	of	of	ADP
dad-10732	235	5	its	its	PRON
dad-10732	235	6	value	value	NOUN
dad-10732	235	7	is	be	AUX
dad-10732	235	8	unknown	unknown	ADJ
dad-10732	235	9	.	.	PUNCT
dad-10732	236	1	however	however	ADV
dad-10732	236	2	,	,	PUNCT
dad-10732	236	3	it	it	PRON
dad-10732	236	4	is	be	AUX
dad-10732	236	5	the	the	DET
dad-10732	236	6	only	only	ADJ
dad-10732	236	7	value	value	NOUN
dad-10732	236	8	used	use	VERB
dad-10732	236	9	to	to	PART
dad-10732	236	10	record	record	VERB
dad-10732	236	11	information	information	NOUN
dad-10732	236	12	other	other	ADJ
dad-10732	236	13	than	than	ADP
dad-10732	236	14	bt	bt	NOUN
dad-10732	236	15	of	of	ADP
dad-10732	236	16	previous	previous	ADJ
dad-10732	236	17	turns	turn	NOUN
dad-10732	236	18	.	.	PUNCT
dad-10732	237	1	every	every	DET
dad-10732	237	2	other	other	ADJ
dad-10732	237	3	input	input	NOUN
dad-10732	237	4	features	feature	NOUN
dad-10732	237	5	except	except	SCONJ
dad-10732	237	6	bt	bt	NOUN
dad-10732	237	7	are	be	AUX
dad-10732	237	8	features	feature	NOUN
dad-10732	237	9	of	of	ADP
dad-10732	237	10	current	current	ADJ
dad-10732	237	11	turn	turn	NOUN
dad-10732	237	12	t.	t.	NOUN
dad-10732	237	13	compared	compare	VERB
dad-10732	237	14	with	with	ADP
dad-10732	237	15	bt	bt	PROPN
dad-10732	237	16	,	,	PUNCT
dad-10732	237	17	there	there	PRON
dad-10732	237	18	are	be	VERB
dad-10732	237	19	fewer	few	ADJ
dad-10732	237	20	restrictions	restriction	NOUN
dad-10732	237	21	on	on	ADP
dad-10732	237	22	the	the	DET
dad-10732	237	23	value	value	NOUN
dad-10732	237	24	of	of	ADP
dad-10732	237	25	(	(	PUNCT
dad-10732	237	26	3	3	NUM
dad-10732	237	27	,	,	PUNCT
dad-10732	237	28	1	1	NUM
dad-10732	237	29	)	)	PUNCT
dad-10732	237	30	since	since	SCONJ
dad-10732	237	31	its	its	PRON
dad-10732	237	32	value	value	NOUN
dad-10732	237	33	is	be	AUX
dad-10732	237	34	not	not	PART
dad-10732	237	35	directly	directly	ADV
dad-10732	237	36	supervised	supervise	VERB
dad-10732	237	37	by	by	ADP
dad-10732	237	38	the	the	DET
dad-10732	237	39	label	label	NOUN
dad-10732	237	40	.	.	PUNCT
dad-10732	238	1	hence	hence	ADV
dad-10732	238	2	,	,	PUNCT
dad-10732	238	3	introducing	introduce	VERB
dad-10732	238	4	(	(	PUNCT
dad-10732	238	5	3	3	NUM
dad-10732	238	6	,	,	PUNCT
dad-10732	238	7	1	1	NUM
dad-10732	238	8	)	)	PUNCT
dad-10732	238	9	may	may	AUX
dad-10732	238	10	help	help	VERB
dad-10732	238	11	to	to	PART
dad-10732	238	12	reduce	reduce	VERB
dad-10732	238	13	the	the	DET
dad-10732	238	14	effect	effect	NOUN
dad-10732	238	15	of	of	ADP
dad-10732	238	16	inaccurate	inaccurate	ADJ
dad-10732	238	17	labels	label	NOUN
dad-10732	238	18	.	.	PUNCT
dad-10732	239	1	the	the	DET
dad-10732	239	2	structure	structure	NOUN
dad-10732	239	3	of	of	ADP
dad-10732	239	4	the	the	DET
dad-10732	239	5	rpn	rpn	PROPN
dad-10732	239	6	with	with	ADP
dad-10732	239	7	4	4	NUM
dad-10732	239	8	new	new	ADJ
dad-10732	239	9	features	feature	NOUN
dad-10732	239	10	and	and	CCONJ
dad-10732	239	11	1	1	NUM
dad-10732	239	12	new	new	ADJ
dad-10732	239	13	sum	sum	NOUN
dad-10732	239	14	node	node	NOUN
dad-10732	239	15	,	,	PUNCT
dad-10732	239	16	together	together	ADV
dad-10732	239	17	with	with	ADP
dad-10732	239	18	new	new	ADJ
dad-10732	239	19	activation	activation	NOUN
dad-10732	239	20	nodes	node	NOUN
dad-10732	239	21	introduced	introduce	VERB
dad-10732	239	22	in	in	ADP
dad-10732	239	23	section	section	NOUN
dad-10732	239	24	4.2	4.2	NUM
dad-10732	239	25	is	be	AUX
dad-10732	239	26	shown	show	VERB
dad-10732	239	27	in	in	ADP
dad-10732	239	28	figure	figure	NOUN
dad-10732	239	29	7	7	NUM
dad-10732	239	30	.	.	PUNCT
dad-10732	239	31	𝑓1	𝑓1	PROPN
dad-10732	239	32	(	(	PUNCT
dad-10732	239	33	𝑡−1	𝑡−1	PROPN
dad-10732	239	34	)	)	PUNCT
dad-10732	239	35	𝑏𝑡	𝑏𝑡	NOUN
dad-10732	239	36	𝑏𝑡+1	𝑏𝑡+1	PROPN
dad-10732	239	37	𝑓2	𝑓2	PROPN
dad-10732	239	38	(	(	PUNCT
dad-10732	239	39	𝑡−1	𝑡−1	PROPN
dad-10732	239	40	)	)	PUNCT
dad-10732	239	41	𝑓8	𝑓8	NOUN
dad-10732	239	42	(	(	PUNCT
dad-10732	239	43	𝑡−1	𝑡−1	PROPN
dad-10732	239	44	)	)	PUNCT
dad-10732	239	45	𝑓9	𝑓9	NOUN
dad-10732	239	46	(	(	PUNCT
dad-10732	239	47	𝑡−1	𝑡−1	PROPN
dad-10732	239	48	)	)	PUNCT
dad-10732	239	49	𝑏𝑡−1	𝑏𝑡−1	ADJ
dad-10732	239	50	𝑓1	𝑓1	PROPN
dad-10732	239	51	(	(	PUNCT
dad-10732	239	52	𝑡	𝑡	NOUN
dad-10732	239	53	)	)	PUNCT
dad-10732	239	54	𝑓2	𝑓2	NOUN
dad-10732	239	55	(	(	PUNCT
dad-10732	239	56	𝑡	𝑡	NOUN
dad-10732	239	57	)	)	PUNCT
dad-10732	239	58	𝑓8	𝑓8	NOUN
dad-10732	239	59	(	(	PUNCT
dad-10732	239	60	𝑡	𝑡	NOUN
dad-10732	239	61	)	)	PUNCT
dad-10732	239	62	𝑓9	𝑓9	NOUN
dad-10732	239	63	(	(	PUNCT
dad-10732	239	64	𝑡	𝑡	NOUN
dad-10732	239	65	)	)	PUNCT
dad-10732	239	66	𝑓1	𝑓1	ADJ
dad-10732	239	67	(	(	PUNCT
dad-10732	239	68	𝑡+1	𝑡+1	NOUN
dad-10732	239	69	)	)	PUNCT
dad-10732	239	70	𝑓2	𝑓2	NOUN
dad-10732	239	71	(	(	PUNCT
dad-10732	239	72	𝑡+1	𝑡+1	NOUN
dad-10732	239	73	)	)	PUNCT
dad-10732	239	74	𝑓8	𝑓8	NOUN
dad-10732	239	75	(	(	PUNCT
dad-10732	239	76	𝑡+1	𝑡+1	NUM
dad-10732	239	77	)	)	PUNCT
dad-10732	239	78	𝑓9	𝑓9	NOUN
dad-10732	239	79	(	(	PUNCT
dad-10732	239	80	𝑡+1	𝑡+1	NUM
dad-10732	239	81	)	)	PUNCT
dad-10732	239	82	figure	figure	NOUN
dad-10732	239	83	7	7	NUM
dad-10732	239	84	:	:	PUNCT
dad-10732	239	85	rpn	rpn	NOUN
dad-10732	239	86	with	with	ADP
dad-10732	239	87	new	new	ADJ
dad-10732	239	88	features	feature	NOUN
dad-10732	239	89	and	and	CCONJ
dad-10732	239	90	more	more	ADV
dad-10732	239	91	complex	complex	ADJ
dad-10732	239	92	structure	structure	NOUN
dad-10732	239	93	for	for	ADP
dad-10732	239	94	dst	dst	PROPN
dad-10732	239	95	4.4	4.4	NUM
dad-10732	239	96	rpn	rpn	PROPN
dad-10732	239	97	initialization	initialization	NOUN
dad-10732	239	98	like	like	ADP
dad-10732	239	99	most	most	ADJ
dad-10732	239	100	neural	neural	ADJ
dad-10732	239	101	network	network	NOUN
dad-10732	239	102	models	model	NOUN
dad-10732	239	103	such	such	ADJ
dad-10732	239	104	as	as	ADP
dad-10732	239	105	rnn	rnn	NOUN
dad-10732	239	106	,	,	PUNCT
dad-10732	239	107	the	the	DET
dad-10732	239	108	initialization	initialization	NOUN
dad-10732	239	109	of	of	ADP
dad-10732	239	110	rpn	rpn	PROPN
dad-10732	239	111	can	can	AUX
dad-10732	239	112	be	be	AUX
dad-10732	239	113	done	do	VERB
dad-10732	239	114	by	by	ADP
dad-10732	239	115	setting	set	VERB
dad-10732	239	116	each	each	DET
dad-10732	239	117	weight	weight	NOUN
dad-10732	239	118	,	,	PUNCT
dad-10732	239	119	i.e.	i.e.	X
dad-10732	239	120	w	w	NOUN
dad-10732	239	121	and	and	CCONJ
dad-10732	239	122	ŵ	ŵ	PROPN
dad-10732	239	123	,	,	PUNCT
dad-10732	239	124	to	to	PART
dad-10732	239	125	be	be	AUX
dad-10732	239	126	a	a	DET
dad-10732	239	127	small	small	ADJ
dad-10732	239	128	random	random	ADJ
dad-10732	239	129	value	value	NOUN
dad-10732	239	130	.	.	PUNCT
dad-10732	240	1	however	however	ADV
dad-10732	240	2	,	,	PUNCT
dad-10732	240	3	with	with	ADP
dad-10732	240	4	its	its	PRON
dad-10732	240	5	unique	unique	ADJ
dad-10732	240	6	structure	structure	NOUN
dad-10732	240	7	,	,	PUNCT
dad-10732	240	8	the	the	DET
dad-10732	240	9	initialization	initialization	NOUN
dad-10732	240	10	can	can	AUX
dad-10732	240	11	be	be	AUX
dad-10732	240	12	much	much	ADV
dad-10732	240	13	better	well	ADJ
dad-10732	240	14	by	by	ADP
dad-10732	240	15	taking	take	VERB
dad-10732	240	16	advantage	advantage	NOUN
dad-10732	240	17	of	of	ADP
dad-10732	240	18	the	the	DET
dad-10732	240	19	relationship	relationship	NOUN
dad-10732	240	20	between	between	ADP
dad-10732	240	21	cmbp	cmbp	PROPN
dad-10732	240	22	and	and	CCONJ
dad-10732	240	23	rpn	rpn	PROPN
dad-10732	240	24	which	which	PRON
dad-10732	240	25	is	be	AUX
dad-10732	240	26	introduced	introduce	VERB
dad-10732	240	27	in	in	ADP
dad-10732	240	28	section	section	NOUN
dad-10732	240	29	4.1	4.1	NUM
dad-10732	240	30	.	.	PUNCT
dad-10732	241	1	when	when	SCONJ
dad-10732	241	2	rpn	rpn	PROPN
dad-10732	241	3	is	be	AUX
dad-10732	241	4	initialized	initialize	VERB
dad-10732	241	5	according	accord	VERB
dad-10732	241	6	to	to	ADP
dad-10732	241	7	a	a	DET
dad-10732	241	8	cmbp	cmbp	NOUN
dad-10732	241	9	,	,	PUNCT
dad-10732	241	10	prior	prior	ADJ
dad-10732	241	11	knowledge	knowledge	NOUN
dad-10732	241	12	and	and	CCONJ
dad-10732	241	13	constraints	constraint	NOUN
dad-10732	241	14	are	be	AUX
dad-10732	241	15	used	use	VERB
dad-10732	241	16	to	to	PART
dad-10732	241	17	set	set	VERB
dad-10732	241	18	rpn	rpn	PROPN
dad-10732	241	19	’s	’s	PART
dad-10732	241	20	initial	initial	ADJ
dad-10732	241	21	parameters	parameter	NOUN
dad-10732	241	22	as	as	ADP
dad-10732	241	23	a	a	DET
dad-10732	241	24	suboptimum	suboptimum	ADJ
dad-10732	241	25	point	point	NOUN
dad-10732	241	26	in	in	ADP
dad-10732	241	27	the	the	DET
dad-10732	241	28	whole	whole	ADJ
dad-10732	241	29	parameter	parameter	NOUN
dad-10732	241	30	space	space	NOUN
dad-10732	241	31	.	.	PUNCT
dad-10732	242	1	rpn	rpn	PROPN
dad-10732	242	2	as	as	ADP
dad-10732	242	3	a	a	DET
dad-10732	242	4	datadriven	datadriven	ADJ
dad-10732	242	5	model	model	NOUN
dad-10732	242	6	can	can	AUX
dad-10732	242	7	fully	fully	ADV
dad-10732	242	8	utilize	utilize	VERB
dad-10732	242	9	the	the	DET
dad-10732	242	10	advantages	advantage	NOUN
dad-10732	242	11	of	of	ADP
dad-10732	242	12	data	data	NOUN
dad-10732	242	13	-	-	PUNCT
dad-10732	242	14	driven	drive	VERB
dad-10732	242	15	approaches	approach	NOUN
dad-10732	242	16	.	.	PUNCT
dad-10732	243	1	rpn	rpn	PROPN
dad-10732	243	2	is	be	AUX
dad-10732	243	3	better	well	ADJ
dad-10732	243	4	than	than	ADP
dad-10732	243	5	real	real	ADJ
dad-10732	243	6	cmbp	cmbp	NOUN
dad-10732	243	7	while	while	SCONJ
dad-10732	243	8	they	they	PRON
dad-10732	243	9	both	both	PRON
dad-10732	243	10	use	use	VERB
dad-10732	243	11	data	data	NOUN
dad-10732	243	12	samples	sample	NOUN
dad-10732	243	13	to	to	PART
dad-10732	243	14	train	train	VERB
dad-10732	243	15	parameters	parameter	NOUN
dad-10732	243	16	.	.	PUNCT
dad-10732	244	1	in	in	ADP
dad-10732	244	2	the	the	DET
dad-10732	244	3	work	work	NOUN
dad-10732	244	4	of	of	ADP
dad-10732	244	5	yu	yu	PROPN
dad-10732	244	6	et	et	PROPN
dad-10732	244	7	al	al	PROPN
dad-10732	244	8	.	.	PROPN
dad-10732	245	1	(	(	PUNCT
dad-10732	245	2	2015	2015	NUM
dad-10732	245	3	)	)	PUNCT
dad-10732	245	4	,	,	PUNCT
dad-10732	245	5	realcoefficient	realcoefficient	ADJ
dad-10732	245	6	cmbp	cmbp	PROPN
dad-10732	245	7	uses	use	VERB
dad-10732	245	8	hill	hill	NOUN
dad-10732	245	9	climbing	climbing	NOUN
dad-10732	245	10	to	to	PART
dad-10732	245	11	adjust	adjust	VERB
dad-10732	245	12	parameters	parameter	NOUN
dad-10732	245	13	that	that	PRON
dad-10732	245	14	are	be	AUX
dad-10732	245	15	initially	initially	ADV
dad-10732	245	16	not	not	PART
dad-10732	245	17	zero	zero	NUM
dad-10732	245	18	and	and	CCONJ
dad-10732	245	19	the	the	DET
dad-10732	245	20	change	change	NOUN
dad-10732	245	21	of	of	ADP
dad-10732	245	22	parameters	parameter	NOUN
dad-10732	245	23	are	be	AUX
dad-10732	245	24	always	always	ADV
dad-10732	245	25	a	a	DET
dad-10732	245	26	multiple	multiple	NOUN
dad-10732	245	27	of	of	ADP
dad-10732	245	28	0.1	0.1	NUM
dad-10732	245	29	.	.	PUNCT
dad-10732	246	1	rpn	rpn	PROPN
dad-10732	246	2	can	can	AUX
dad-10732	246	3	adjust	adjust	VERB
dad-10732	246	4	all	all	DET
dad-10732	246	5	parameters	parameter	NOUN
dad-10732	246	6	including	include	VERB
dad-10732	246	7	parameters	parameter	NOUN
dad-10732	246	8	initialized	initialize	VERB
dad-10732	246	9	as	as	ADP
dad-10732	246	10	0	0	NOUN
dad-10732	246	11	concurrently	concurrently	ADV
dad-10732	246	12	,	,	PUNCT
dad-10732	246	13	while	while	SCONJ
dad-10732	246	14	the	the	DET
dad-10732	246	15	complexity	complexity	NOUN
dad-10732	246	16	of	of	ADP
dad-10732	246	17	adjusting	adjust	VERB
dad-10732	246	18	all	all	DET
dad-10732	246	19	parameters	parameter	NOUN
dad-10732	246	20	concurrently	concurrently	ADV
dad-10732	246	21	is	be	AUX
dad-10732	246	22	nearly	nearly	ADV
dad-10732	246	23	77	77	NUM
dad-10732	246	24	sun	sun	NOUN
dad-10732	246	25	,	,	PUNCT
dad-10732	246	26	xie	xie	PROPN
dad-10732	246	27	and	and	CCONJ
dad-10732	246	28	yu	yu	PRON
dad-10732	246	29	the	the	DET
dad-10732	246	30	same	same	ADJ
dad-10732	246	31	as	as	ADP
dad-10732	246	32	adjusting	adjust	VERB
dad-10732	246	33	one	one	NUM
dad-10732	246	34	parameter	parameter	NOUN
dad-10732	246	35	in	in	ADP
dad-10732	246	36	cmbp	cmbp	PROPN
dad-10732	246	37	.	.	PUNCT
dad-10732	247	1	besides	besides	SCONJ
dad-10732	247	2	,	,	PUNCT
dad-10732	247	3	the	the	DET
dad-10732	247	4	change	change	NOUN
dad-10732	247	5	of	of	ADP
dad-10732	247	6	parameters	parameter	NOUN
dad-10732	247	7	can	can	AUX
dad-10732	247	8	be	be	AUX
dad-10732	247	9	large	large	ADJ
dad-10732	247	10	or	or	CCONJ
dad-10732	247	11	small	small	ADJ
dad-10732	247	12	,	,	PUNCT
dad-10732	247	13	depending	depend	VERB
dad-10732	247	14	on	on	ADP
dad-10732	247	15	learning	learn	VERB
dad-10732	247	16	rate	rate	NOUN
dad-10732	247	17	.	.	PUNCT
dad-10732	248	1	thus	thus	ADV
dad-10732	248	2	,	,	PUNCT
dad-10732	248	3	rpn	rpn	PROPN
dad-10732	248	4	and	and	CCONJ
dad-10732	248	5	cmbp	cmbp	NOUN
dad-10732	248	6	both	both	PRON
dad-10732	248	7	are	be	AUX
dad-10732	248	8	combining	combine	VERB
dad-10732	248	9	rule	rule	NOUN
dad-10732	248	10	-	-	PUNCT
dad-10732	248	11	based	base	VERB
dad-10732	248	12	models	model	NOUN
dad-10732	248	13	and	and	CCONJ
dad-10732	248	14	data	datum	NOUN
dad-10732	248	15	-	-	PUNCT
dad-10732	248	16	driven	drive	VERB
dad-10732	248	17	ones	one	NOUN
dad-10732	248	18	,	,	PUNCT
dad-10732	248	19	while	while	SCONJ
dad-10732	248	20	rpn	rpn	PROPN
dad-10732	248	21	is	be	AUX
dad-10732	248	22	a	a	DET
dad-10732	248	23	data	data	NOUN
dad-10732	248	24	-	-	PUNCT
dad-10732	248	25	driven	drive	VERB
dad-10732	248	26	model	model	NOUN
dad-10732	248	27	utilizing	utilize	VERB
dad-10732	248	28	rule	rule	NOUN
dad-10732	248	29	advantages	advantage	NOUN
dad-10732	248	30	and	and	CCONJ
dad-10732	248	31	cmbp	cmbp	NOUN
dad-10732	248	32	is	be	AUX
dad-10732	248	33	a	a	DET
dad-10732	248	34	rule	rule	NOUN
dad-10732	248	35	model	model	NOUN
dad-10732	248	36	utilizing	utilize	VERB
dad-10732	248	37	data	data	NOUN
dad-10732	248	38	-	-	PUNCT
dad-10732	248	39	driven	drive	VERB
dad-10732	248	40	advantages	advantage	NOUN
dad-10732	248	41	.	.	PUNCT
dad-10732	249	1	in	in	ADP
dad-10732	249	2	fact	fact	NOUN
dad-10732	249	3	,	,	PUNCT
dad-10732	249	4	given	give	VERB
dad-10732	249	5	a	a	DET
dad-10732	249	6	cmbp	cmbp	NOUN
dad-10732	249	7	,	,	PUNCT
dad-10732	249	8	an	an	DET
dad-10732	249	9	rpn	rpn	NOUN
dad-10732	249	10	can	can	AUX
dad-10732	249	11	achieve	achieve	VERB
dad-10732	249	12	the	the	DET
dad-10732	249	13	same	same	ADJ
dad-10732	249	14	performance	performance	NOUN
dad-10732	249	15	as	as	ADP
dad-10732	249	16	the	the	DET
dad-10732	249	17	cmbp	cmbp	NOUN
dad-10732	249	18	just	just	ADV
dad-10732	249	19	by	by	ADP
dad-10732	249	20	setting	set	VERB
dad-10732	249	21	its	its	PRON
dad-10732	249	22	weights	weight	NOUN
dad-10732	249	23	according	accord	VERB
dad-10732	249	24	to	to	ADP
dad-10732	249	25	the	the	DET
dad-10732	249	26	coefficients	coefficient	NOUN
dad-10732	249	27	of	of	ADP
dad-10732	249	28	the	the	DET
dad-10732	249	29	cmbp	cmbp	NOUN
dad-10732	249	30	.	.	PUNCT
dad-10732	250	1	to	to	PART
dad-10732	250	2	illustrate	illustrate	VERB
dad-10732	250	3	that	that	PRON
dad-10732	250	4	,	,	PUNCT
dad-10732	250	5	the	the	DET
dad-10732	250	6	steps	step	NOUN
dad-10732	250	7	of	of	ADP
dad-10732	250	8	initializing	initialize	VERB
dad-10732	250	9	the	the	DET
dad-10732	250	10	rpn	rpn	NOUN
dad-10732	250	11	in	in	ADP
dad-10732	250	12	figure	figure	NOUN
dad-10732	250	13	7	7	NUM
dad-10732	250	14	with	with	ADP
dad-10732	250	15	a	a	DET
dad-10732	250	16	cmbp	cmbp	NOUN
dad-10732	250	17	of	of	ADP
dad-10732	250	18	features	feature	NOUN
dad-10732	250	19	f0	f0	ADJ
dad-10732	250	20	∼	∼	NOUN
dad-10732	250	21	f9	f9	PROPN
dad-10732	250	22	is	be	AUX
dad-10732	250	23	described	describe	VERB
dad-10732	250	24	below	below	ADV
dad-10732	250	25	.	.	PUNCT
dad-10732	251	1	first	first	ADV
dad-10732	251	2	,	,	PUNCT
dad-10732	251	3	to	to	PART
dad-10732	251	4	ensure	ensure	VERB
dad-10732	251	5	that	that	SCONJ
dad-10732	251	6	the	the	DET
dad-10732	251	7	new	new	ADJ
dad-10732	251	8	added	add	VERB
dad-10732	251	9	sum	sum	NOUN
dad-10732	251	10	node	node	NOUN
dad-10732	251	11	x	x	PUNCT
dad-10732	251	12	=	=	PUNCT
dad-10732	251	13	(	(	PUNCT
dad-10732	251	14	3	3	NUM
dad-10732	251	15	,	,	PUNCT
dad-10732	251	16	1	1	NUM
dad-10732	251	17	)	)	PUNCT
dad-10732	251	18	will	will	AUX
dad-10732	251	19	not	not	PART
dad-10732	251	20	influence	influence	VERB
dad-10732	251	21	the	the	DET
dad-10732	251	22	output	output	NOUN
dad-10732	251	23	bt	bt	INTJ
dad-10732	251	24	in	in	ADP
dad-10732	251	25	rpn	rpn	PROPN
dad-10732	251	26	with	with	ADP
dad-10732	251	27	initial	initial	ADJ
dad-10732	251	28	parameters	parameter	NOUN
dad-10732	251	29	,	,	PUNCT
dad-10732	251	30	ŵx	ŵx	ADJ
dad-10732	251	31	,	,	PUNCT
dad-10732	251	32	y	y	PROPN
dad-10732	251	33	is	be	AUX
dad-10732	251	34	set	set	VERB
dad-10732	251	35	to	to	ADP
dad-10732	251	36	0	0	NUM
dad-10732	251	37	for	for	ADP
dad-10732	251	38	all	all	DET
dad-10732	251	39	y.	y.	NOUN
dad-10732	251	40	so	so	ADV
dad-10732	251	41	node	node	PROPN
dad-10732	251	42	x	x	PROPN
dad-10732	251	43	’s	’s	PART
dad-10732	251	44	value	value	NOUN
dad-10732	251	45	u(t)x	u(t)x	PROPN
dad-10732	251	46	is	be	AUX
dad-10732	251	47	always	always	ADV
dad-10732	251	48	0	0	NUM
dad-10732	251	49	.	.	PUNCT
dad-10732	252	1	next	next	ADV
dad-10732	252	2	,	,	PUNCT
dad-10732	252	3	considering	consider	VERB
dad-10732	252	4	the	the	DET
dad-10732	252	5	rpn	rpn	PROPN
dad-10732	252	6	in	in	ADP
dad-10732	252	7	figure	figure	NOUN
dad-10732	252	8	7	7	NUM
dad-10732	252	9	has	have	VERB
dad-10732	252	10	more	more	ADJ
dad-10732	252	11	features	feature	NOUN
dad-10732	252	12	than	than	SCONJ
dad-10732	252	13	cmbp	cmbp	PROPN
dad-10732	252	14	does	do	VERB
dad-10732	252	15	,	,	PUNCT
dad-10732	252	16	the	the	DET
dad-10732	252	17	weights	weight	NOUN
dad-10732	252	18	related	relate	VERB
dad-10732	252	19	the	the	DET
dad-10732	252	20	new	new	ADJ
dad-10732	252	21	features	feature	NOUN
dad-10732	252	22	should	should	AUX
dad-10732	252	23	be	be	AUX
dad-10732	252	24	set	set	VERB
dad-10732	252	25	to	to	ADP
dad-10732	252	26	0	0	NUM
dad-10732	252	27	.	.	PUNCT
dad-10732	253	1	specifically	specifically	ADV
dad-10732	253	2	,	,	PUNCT
dad-10732	253	3	suppose	suppose	VERB
dad-10732	253	4	node	node	NOUN
dad-10732	253	5	x	x	SYM
dad-10732	253	6	is	be	AUX
dad-10732	253	7	the	the	DET
dad-10732	253	8	sum	sum	NOUN
dad-10732	253	9	node	node	NOUN
dad-10732	253	10	in	in	ADP
dad-10732	253	11	the	the	DET
dad-10732	253	12	third	third	ADJ
dad-10732	253	13	layer	layer	NOUN
dad-10732	253	14	in	in	ADP
dad-10732	253	15	rpn	rpn	PROPN
dad-10732	253	16	denoting	denote	VERB
dad-10732	253	17	bt	bt	PRON
dad-10732	253	18	before	before	ADP
dad-10732	253	19	activation	activation	NOUN
dad-10732	253	20	and	and	CCONJ
dad-10732	253	21	node	node	PROPN
dad-10732	253	22	y	y	PROPN
dad-10732	253	23	is	be	AUX
dad-10732	253	24	one	one	NUM
dad-10732	253	25	of	of	ADP
dad-10732	253	26	the	the	DET
dad-10732	253	27	product	product	NOUN
dad-10732	253	28	nodes	node	NOUN
dad-10732	253	29	in	in	ADP
dad-10732	253	30	the	the	DET
dad-10732	253	31	second	second	ADJ
dad-10732	253	32	layer	layer	NOUN
dad-10732	253	33	denoting	denote	VERB
dad-10732	253	34	a	a	DET
dad-10732	253	35	monomial	monomial	NOUN
dad-10732	253	36	,	,	PUNCT
dad-10732	253	37	if	if	SCONJ
dad-10732	253	38	product	product	NOUN
dad-10732	253	39	node	node	PROPN
dad-10732	253	40	y	y	PROPN
dad-10732	253	41	is	be	AUX
dad-10732	253	42	products	product	NOUN
dad-10732	253	43	of	of	ADP
dad-10732	253	44	features	feature	NOUN
dad-10732	253	45	f6	f6	PROPN
dad-10732	253	46	,	,	PUNCT
dad-10732	253	47	f7	f7	PROPN
dad-10732	253	48	,	,	PUNCT
dad-10732	253	49	f8	f8	PROPN
dad-10732	253	50	,	,	PUNCT
dad-10732	253	51	f9	f9	PROPN
dad-10732	253	52	or	or	CCONJ
dad-10732	253	53	the	the	DET
dad-10732	253	54	added	add	VERB
dad-10732	253	55	sum	sum	NOUN
dad-10732	253	56	node	node	NOUN
dad-10732	253	57	,	,	PUNCT
dad-10732	253	58	then	then	ADV
dad-10732	253	59	node	node	PROPN
dad-10732	253	60	y	y	PROPN
dad-10732	253	61	’s	’s	PART
dad-10732	253	62	value	value	NOUN
dad-10732	253	63	is	be	AUX
dad-10732	253	64	not	not	PART
dad-10732	253	65	a	a	DET
dad-10732	253	66	monomial	monomial	NOUN
dad-10732	253	67	in	in	ADP
dad-10732	253	68	cmbp	cmbp	PROPN
dad-10732	253	69	,	,	PUNCT
dad-10732	253	70	then	then	ADV
dad-10732	253	71	weights	weight	VERB
dad-10732	253	72	ŵx	ŵx	PROPN
dad-10732	253	73	,	,	PUNCT
dad-10732	253	74	y	y	PROPN
dad-10732	253	75	should	should	AUX
dad-10732	253	76	be	be	AUX
dad-10732	253	77	set	set	VERB
dad-10732	253	78	to	to	ADP
dad-10732	253	79	0	0	NUM
dad-10732	253	80	.	.	PUNCT
dad-10732	254	1	finally	finally	ADV
dad-10732	254	2	,	,	PUNCT
dad-10732	254	3	if	if	SCONJ
dad-10732	254	4	product	product	NOUN
dad-10732	254	5	node	node	PROPN
dad-10732	254	6	y	y	PROPN
dad-10732	254	7	is	be	AUX
dad-10732	254	8	the	the	DET
dad-10732	254	9	product	product	NOUN
dad-10732	254	10	of	of	ADP
dad-10732	254	11	features	feature	NOUN
dad-10732	254	12	f0	f0	ADJ
dad-10732	254	13	∼	∼	NOUN
dad-10732	254	14	f5	f5	NOUN
dad-10732	254	15	,	,	PUNCT
dad-10732	254	16	suppose	suppose	VERB
dad-10732	254	17	the	the	DET
dad-10732	254	18	order	order	NOUN
dad-10732	254	19	of	of	ADP
dad-10732	254	20	cmbp	cmbp	NOUN
dad-10732	254	21	is	be	AUX
dad-10732	254	22	3	3	NUM
dad-10732	254	23	,	,	PUNCT
dad-10732	254	24	then	then	ADV
dad-10732	254	25	f(y	f(y	NOUN
dad-10732	254	26	)	)	PUNCT
dad-10732	254	27	=	=	PUNCT
dad-10732	254	28	(	(	PUNCT
dad-10732	254	29	k1	k1	PROPN
dad-10732	254	30	,	,	PUNCT
dad-10732	254	31	k2	k2	NOUN
dad-10732	254	32	,	,	PUNCT
dad-10732	254	33	k3	k3	VERB
dad-10732	254	34	)	)	PUNCT
dad-10732	254	35	defined	define	VERB
dad-10732	254	36	in	in	ADP
dad-10732	254	37	equation	equation	NOUN
dad-10732	254	38	(	(	PUNCT
dad-10732	254	39	13	13	NUM
dad-10732	254	40	)	)	PUNCT
dad-10732	254	41	should	should	AUX
dad-10732	254	42	satisfy	satisfy	VERB
dad-10732	254	43	0	0	NUM
dad-10732	254	44	≤	≤	NUM
dad-10732	254	45	k1	k1	NOUN
dad-10732	254	46	≤	≤	PROPN
dad-10732	254	47	k2	k2	PROPN
dad-10732	254	48	≤	≤	NOUN
dad-10732	254	49	k3	k3	VERB
dad-10732	254	50	≤	≤	NOUN
dad-10732	254	51	5	5	NUM
dad-10732	255	1	.	.	PUNCT
dad-10732	255	2	weights	weight	NOUN
dad-10732	256	1	ŵxy	ŵxy	NOUN
dad-10732	256	2	should	should	AUX
dad-10732	256	3	be	be	AUX
dad-10732	256	4	initialized	initialize	VERB
dad-10732	256	5	as	as	ADP
dad-10732	256	6	gk1,k2,k3	gk1,k2,k3	PROPN
dad-10732	256	7	which	which	PRON
dad-10732	256	8	is	be	AUX
dad-10732	256	9	the	the	DET
dad-10732	256	10	coefficient	coefficient	NOUN
dad-10732	256	11	of	of	ADP
dad-10732	256	12	fk1fk2fk3	fk1fk2fk3	NOUN
dad-10732	256	13	in	in	ADP
dad-10732	256	14	cmbp	cmbp	PROPN
dad-10732	256	15	.	.	PUNCT
dad-10732	257	1	thus	thus	ADV
dad-10732	257	2	,	,	PUNCT
dad-10732	257	3	wx	wx	PROPN
dad-10732	257	4	,	,	PUNCT
dad-10732	257	5	y	y	NOUN
dad-10732	257	6	=	=	PUNCT
dad-10732	257	7	{	{	PUNCT
dad-10732	257	8	gk1,k2,k3	gk1,k2,k3	PROPN
dad-10732	257	9	if	if	SCONJ
dad-10732	257	10	x	x	PRON
dad-10732	257	11	=	=	SYM
dad-10732	257	12	(	(	PUNCT
dad-10732	257	13	2	2	NUM
dad-10732	257	14	,	,	PUNCT
dad-10732	257	15	0	0	NUM
dad-10732	257	16	)	)	PUNCT
dad-10732	257	17	and	and	CCONJ
dad-10732	257	18	f(x	f(x	PROPN
dad-10732	257	19	)	)	PUNCT
dad-10732	258	1	=	=	PRON
dad-10732	258	2	(	(	PUNCT
dad-10732	258	3	k1	k1	PROPN
dad-10732	258	4	,	,	PUNCT
dad-10732	258	5	k2	k2	NOUN
dad-10732	258	6	,	,	PUNCT
dad-10732	258	7	k3	k3	VERB
dad-10732	258	8	)	)	PUNCT
dad-10732	258	9	0	0	PUNCT
dad-10732	259	1	otherwise	otherwise	ADV
dad-10732	259	2	(	(	PUNCT
dad-10732	259	3	22	22	NUM
dad-10732	259	4	)	)	PUNCT
dad-10732	259	5	for	for	ADP
dad-10732	259	6	rpn	rpn	PROPN
dad-10732	259	7	of	of	ADP
dad-10732	259	8	other	other	ADJ
dad-10732	259	9	structures	structure	NOUN
dad-10732	259	10	,	,	PUNCT
dad-10732	259	11	the	the	DET
dad-10732	259	12	initialization	initialization	NOUN
dad-10732	259	13	can	can	AUX
dad-10732	259	14	be	be	AUX
dad-10732	259	15	done	do	VERB
dad-10732	259	16	by	by	ADP
dad-10732	259	17	following	follow	VERB
dad-10732	259	18	similar	similar	ADJ
dad-10732	259	19	steps	step	NOUN
dad-10732	259	20	.	.	PUNCT
dad-10732	260	1	experiments	experiment	NOUN
dad-10732	260	2	show	show	VERB
dad-10732	260	3	that	that	SCONJ
dad-10732	260	4	after	after	ADP
dad-10732	260	5	training	training	NOUN
dad-10732	260	6	,	,	PUNCT
dad-10732	260	7	there	there	PRON
dad-10732	260	8	are	be	VERB
dad-10732	260	9	only	only	ADV
dad-10732	260	10	a	a	DET
dad-10732	260	11	few	few	ADJ
dad-10732	260	12	weights	weight	NOUN
dad-10732	260	13	larger	large	ADJ
dad-10732	260	14	than	than	ADP
dad-10732	260	15	0.1	0.1	NUM
dad-10732	260	16	,	,	PUNCT
dad-10732	260	17	no	no	PRON
dad-10732	260	18	matter	matter	ADV
dad-10732	260	19	using	use	VERB
dad-10732	260	20	cmbp	cmbp	NOUN
dad-10732	260	21	or	or	CCONJ
dad-10732	260	22	random	random	ADJ
dad-10732	260	23	initialization	initialization	NOUN
dad-10732	260	24	.	.	PUNCT
dad-10732	261	1	4.5	4.5	NUM
dad-10732	261	2	training	training	NOUN
dad-10732	261	3	rpn	rpn	NOUN
dad-10732	261	4	suppose	suppose	VERB
dad-10732	261	5	t	t	PROPN
dad-10732	261	6	(	(	PUNCT
dad-10732	261	7	d	d	X
dad-10732	261	8	)	)	PUNCT
dad-10732	261	9	is	be	AUX
dad-10732	261	10	the	the	DET
dad-10732	261	11	number	number	NOUN
dad-10732	261	12	of	of	ADP
dad-10732	261	13	turns	turn	NOUN
dad-10732	261	14	in	in	ADP
dad-10732	261	15	dialogue	dialogue	NOUN
dad-10732	261	16	d	d	PROPN
dad-10732	261	17	,	,	PUNCT
dad-10732	261	18	h(d	h(d	PROPN
dad-10732	261	19	,	,	PUNCT
dad-10732	261	20	s	s	PROPN
dad-10732	261	21	,	,	PUNCT
dad-10732	261	22	t	t	PROPN
dad-10732	261	23	)	)	PUNCT
dad-10732	261	24	is	be	AUX
dad-10732	261	25	the	the	DET
dad-10732	261	26	set	set	NOUN
dad-10732	261	27	of	of	ADP
dad-10732	261	28	values	value	NOUN
dad-10732	261	29	corresponding	correspond	VERB
dad-10732	261	30	to	to	ADP
dad-10732	261	31	slot	slot	NOUN
dad-10732	261	32	s	s	AUX
dad-10732	261	33	appearing	appear	VERB
dad-10732	261	34	in	in	ADP
dad-10732	261	35	slu	slu	NOUN
dad-10732	261	36	hypothesis	hypothesis	NOUN
dad-10732	261	37	in	in	ADP
dad-10732	261	38	turn	turn	NOUN
dad-10732	261	39	t	t	PROPN
dad-10732	261	40	in	in	ADP
dad-10732	261	41	dialogue	dialogue	PROPN
dad-10732	261	42	d	d	PROPN
dad-10732	261	43	,	,	PUNCT
dad-10732	261	44	bd	bd	PROPN
dad-10732	261	45	,	,	PUNCT
dad-10732	261	46	s	s	PROPN
dad-10732	261	47	,	,	PUNCT
dad-10732	261	48	t(v	t(v	PROPN
dad-10732	261	49	)	)	PUNCT
dad-10732	261	50	is	be	AUX
dad-10732	261	51	the	the	DET
dad-10732	261	52	output	output	NOUN
dad-10732	261	53	belief	belief	NOUN
dad-10732	261	54	of	of	ADP
dad-10732	261	55	value	value	NOUN
dad-10732	261	56	v	v	NOUN
dad-10732	261	57	in	in	ADP
dad-10732	261	58	dialogue	dialogue	PROPN
dad-10732	261	59	d	d	PROPN
dad-10732	261	60	and	and	CCONJ
dad-10732	261	61	ld	ld	PROPN
dad-10732	261	62	,	,	PUNCT
dad-10732	261	63	s	s	X
dad-10732	261	64	,	,	PUNCT
dad-10732	261	65	t(v	t(v	PROPN
dad-10732	261	66	)	)	PUNCT
dad-10732	261	67	is	be	AUX
dad-10732	261	68	the	the	DET
dad-10732	261	69	indicator	indicator	NOUN
dad-10732	261	70	of	of	ADP
dad-10732	261	71	goal	goal	NOUN
dad-10732	261	72	s	s	PART
dad-10732	261	73	=	=	X
dad-10732	261	74	v	v	NOUN
dad-10732	261	75	being	be	AUX
dad-10732	261	76	part	part	NOUN
dad-10732	261	77	of	of	ADP
dad-10732	261	78	joint	joint	ADJ
dad-10732	261	79	goal	goal	NOUN
dad-10732	261	80	at	at	ADP
dad-10732	261	81	turn	turn	NOUN
dad-10732	261	82	t	t	NOUN
dad-10732	261	83	in	in	ADP
dad-10732	261	84	the	the	DET
dad-10732	261	85	label	label	NOUN
dad-10732	261	86	of	of	ADP
dad-10732	261	87	dialogue	dialogue	PROPN
dad-10732	261	88	d.	d.	PROPN
dad-10732	261	89	the	the	DET
dad-10732	261	90	cost	cost	NOUN
dad-10732	261	91	function	function	NOUN
dad-10732	261	92	is	be	AUX
dad-10732	261	93	defined	define	VERB
dad-10732	261	94	as	as	ADP
dad-10732	261	95	l	l	NOUN
dad-10732	261	96	=	=	PUNCT
dad-10732	262	1	1∑	1∑	PROPN
dad-10732	262	2	d	d	X
dad-10732	262	3	t	t	PROPN
dad-10732	262	4	(	(	PUNCT
dad-10732	262	5	d	d	NOUN
dad-10732	262	6	)	)	PUNCT
dad-10732	262	7	∑	∑	PROPN
dad-10732	262	8	d	d	PROPN
dad-10732	262	9	t	t	PROPN
dad-10732	262	10	(	(	PUNCT
dad-10732	262	11	d)−1∑	d)−1∑	PROPN
dad-10732	262	12	t=0	t=0	ADJ
dad-10732	262	13	∑	∑	PROPN
dad-10732	262	14	s	s	PART
dad-10732	262	15	∑	∑	PROPN
dad-10732	262	16	v∈∪ti=0h(d	v∈∪ti=0h(d	PROPN
dad-10732	262	17	,	,	PUNCT
dad-10732	262	18	s	s	X
dad-10732	262	19	,	,	PUNCT
dad-10732	262	20	i	i	PRON
dad-10732	262	21	)	)	PUNCT
dad-10732	262	22	(	(	PUNCT
dad-10732	262	23	bd	bd	PROPN
dad-10732	262	24	,	,	PUNCT
dad-10732	262	25	s	s	PROPN
dad-10732	262	26	,	,	PUNCT
dad-10732	262	27	t(v)−	t(v)−	PROPN
dad-10732	262	28	ld	ld	PROPN
dad-10732	262	29	,	,	PUNCT
dad-10732	262	30	s	s	PART
dad-10732	262	31	,	,	PUNCT
dad-10732	262	32	t(v))2	t(v))2	PROPN
dad-10732	262	33	(	(	PUNCT
dad-10732	262	34	23	23	NUM
dad-10732	262	35	)	)	PUNCT
dad-10732	262	36	training	training	NOUN
dad-10732	262	37	process	process	NOUN
dad-10732	262	38	of	of	ADP
dad-10732	262	39	a	a	DET
dad-10732	262	40	mini	mini	NOUN
dad-10732	262	41	-	-	NOUN
dad-10732	262	42	batch	batch	NOUN
dad-10732	262	43	can	can	AUX
dad-10732	262	44	be	be	AUX
dad-10732	262	45	divided	divide	VERB
dad-10732	262	46	into	into	ADP
dad-10732	262	47	two	two	NUM
dad-10732	262	48	parts	part	NOUN
dad-10732	262	49	:	:	PUNCT
dad-10732	262	50	forward	forward	ADV
dad-10732	262	51	pass	pass	VERB
dad-10732	262	52	and	and	CCONJ
dad-10732	262	53	backward	backward	ADJ
dad-10732	262	54	pass	pass	NOUN
dad-10732	262	55	.	.	PUNCT
dad-10732	263	1	forward	forward	ADV
dad-10732	263	2	pass	pass	VERB
dad-10732	263	3	for	for	ADP
dad-10732	263	4	each	each	DET
dad-10732	263	5	training	training	NOUN
dad-10732	263	6	sample	sample	NOUN
dad-10732	263	7	,	,	PUNCT
dad-10732	263	8	every	every	DET
dad-10732	263	9	node	node	NOUN
dad-10732	263	10	’s	’s	PART
dad-10732	263	11	value	value	NOUN
dad-10732	263	12	at	at	ADP
dad-10732	263	13	every	every	DET
dad-10732	263	14	time	time	NOUN
dad-10732	263	15	is	be	AUX
dad-10732	263	16	evaluated	evaluate	VERB
dad-10732	263	17	first	first	ADV
dad-10732	263	18	.	.	PUNCT
dad-10732	264	1	when	when	SCONJ
dad-10732	264	2	evaluating	evaluate	VERB
dad-10732	264	3	u(t)x	u(t)x	NOUN
dad-10732	264	4	,	,	PUNCT
dad-10732	264	5	values	value	NOUN
dad-10732	264	6	of	of	ADP
dad-10732	264	7	nodes	node	NOUN
dad-10732	264	8	in	in	ADP
dad-10732	264	9	ix	ix	PUNCT
dad-10732	264	10	and	and	CCONJ
dad-10732	264	11	îx	îx	PRON
dad-10732	264	12	should	should	AUX
dad-10732	264	13	be	be	AUX
dad-10732	264	14	evaluated	evaluate	VERB
dad-10732	264	15	before	before	ADV
dad-10732	264	16	.	.	PUNCT
dad-10732	265	1	the	the	DET
dad-10732	265	2	computation	computation	NOUN
dad-10732	265	3	formula	formula	NOUN
dad-10732	265	4	should	should	AUX
dad-10732	265	5	be	be	AUX
dad-10732	265	6	based	base	VERB
dad-10732	265	7	on	on	ADP
dad-10732	265	8	the	the	DET
dad-10732	265	9	type	type	NOUN
dad-10732	265	10	of	of	ADP
dad-10732	265	11	node	node	NOUN
dad-10732	265	12	x.	x.	NOUN
dad-10732	265	13	in	in	ADP
dad-10732	265	14	particular	particular	ADJ
dad-10732	265	15	,	,	PUNCT
dad-10732	265	16	for	for	ADP
dad-10732	265	17	a	a	DET
dad-10732	265	18	layered	layered	ADJ
dad-10732	265	19	rpn	rpn	NOUN
dad-10732	265	20	structure	structure	NOUN
dad-10732	265	21	,	,	PUNCT
dad-10732	265	22	we	we	PRON
dad-10732	265	23	can	can	AUX
dad-10732	265	24	simply	simply	ADV
dad-10732	265	25	evaluate	evaluate	VERB
dad-10732	265	26	ut1x1	ut1x1	PROPN
dad-10732	265	27	earlier	early	ADV
dad-10732	265	28	than	than	SCONJ
dad-10732	265	29	ut2x2	ut2x2	PROPN
dad-10732	265	30	if	if	SCONJ
dad-10732	265	31	t1	t1	NOUN
dad-10732	265	32	<	<	X
dad-10732	265	33	t2	t2	PROPN
dad-10732	265	34	or	or	CCONJ
dad-10732	265	35	t1	t1	NOUN
dad-10732	265	36	=	=	SYM
dad-10732	265	37	t2	t2	PROPN
dad-10732	265	38	and	and	CCONJ
dad-10732	265	39	x1	x1	PROPN
dad-10732	265	40	’s	’s	PART
dad-10732	265	41	layer	layer	NOUN
dad-10732	265	42	number	number	NOUN
dad-10732	265	43	is	be	AUX
dad-10732	265	44	smaller	small	ADJ
dad-10732	265	45	than	than	ADP
dad-10732	265	46	x2	x2	PROPN
dad-10732	265	47	’s	’s	PART
dad-10732	265	48	.	.	PUNCT
dad-10732	266	1	backward	backward	ADJ
dad-10732	266	2	pass	pass	VERB
dad-10732	266	3	backpropagation	backpropagation	NOUN
dad-10732	266	4	through	through	ADP
dad-10732	266	5	time	time	NOUN
dad-10732	266	6	(	(	PUNCT
dad-10732	266	7	bptt	bptt	NOUN
dad-10732	266	8	)	)	PUNCT
dad-10732	266	9	is	be	AUX
dad-10732	266	10	used	use	VERB
dad-10732	266	11	in	in	ADP
dad-10732	266	12	training	training	NOUN
dad-10732	266	13	rpn	rpn	PROPN
dad-10732	266	14	.	.	PUNCT
dad-10732	267	1	let	let	VERB
dad-10732	267	2	error	error	NOUN
dad-10732	267	3	of	of	ADP
dad-10732	267	4	node	node	NOUN
dad-10732	267	5	x	x	PUNCT
dad-10732	267	6	at	at	ADP
dad-10732	267	7	time	time	NOUN
dad-10732	267	8	t	t	PROPN
dad-10732	267	9	be	be	AUX
dad-10732	267	10	δ(t)x	δ(t)x	PROPN
dad-10732	267	11	=	=	SYM
dad-10732	267	12	∂l	∂l	PROPN
dad-10732	267	13	∂u	∂u	PROPN
dad-10732	267	14	(	(	PUNCT
dad-10732	267	15	t	t	PROPN
dad-10732	267	16	)	)	PUNCT
dad-10732	267	17	x	x	X
dad-10732	267	18	.	.	PUNCT
dad-10732	268	1	if	if	SCONJ
dad-10732	268	2	a	a	DET
dad-10732	268	3	node	node	NOUN
dad-10732	268	4	x	x	PUNCT
dad-10732	268	5	is	be	AUX
dad-10732	268	6	an	an	DET
dad-10732	268	7	output	output	NOUN
dad-10732	268	8	node	node	NOUN
dad-10732	268	9	,	,	PUNCT
dad-10732	268	10	then	then	ADV
dad-10732	268	11	δ(t)x	δ(t)x	NOUN
dad-10732	268	12	should	should	AUX
dad-10732	268	13	be	be	AUX
dad-10732	268	14	initialized	initialize	VERB
dad-10732	268	15	according	accord	VERB
dad-10732	268	16	to	to	ADP
dad-10732	268	17	its	its	PRON
dad-10732	268	18	label	label	NOUN
dad-10732	268	19	lt	lt	DET
dad-10732	268	20	and	and	CCONJ
dad-10732	268	21	output	output	NOUN
dad-10732	268	22	value	value	NOUN
dad-10732	268	23	u(t)x	u(t)x	PROPN
dad-10732	268	24	,	,	PUNCT
dad-10732	268	25	otherwise	otherwise	ADV
dad-10732	268	26	δ(t)x	δ(t)x	NOUN
dad-10732	268	27	should	should	AUX
dad-10732	268	28	be	be	AUX
dad-10732	268	29	initialized	initialize	VERB
dad-10732	268	30	to	to	ADP
dad-10732	268	31	0	0	NUM
dad-10732	268	32	.	.	PUNCT
dad-10732	269	1	after	after	SCONJ
dad-10732	269	2	a	a	DET
dad-10732	269	3	node	node	NOUN
dad-10732	269	4	’s	’s	PART
dad-10732	269	5	error	error	NOUN
dad-10732	269	6	78	78	NUM
dad-10732	269	7	recurrent	recurrent	ADJ
dad-10732	269	8	polynomial	polynomial	ADJ
dad-10732	269	9	network	network	NOUN
dad-10732	269	10	for	for	ADP
dad-10732	269	11	dialogue	dialogue	NOUN
dad-10732	269	12	state	state	NOUN
dad-10732	269	13	tracking	tracking	NOUN
dad-10732	269	14	foreach	foreach	NOUN
dad-10732	269	15	mini	mini	NOUN
dad-10732	269	16	batch	batch	NOUN
dad-10732	269	17	m	m	VERB
dad-10732	269	18	do	do	AUX
dad-10732	269	19	initialize	initialize	VERB
dad-10732	269	20	∆wxy	∆wxy	NOUN
dad-10732	269	21	=	=	SYM
dad-10732	269	22	0,∆ŵx	0,∆ŵx	PROPN
dad-10732	269	23	,	,	PUNCT
dad-10732	269	24	y	y	PROPN
dad-10732	269	25	=	=	NOUN
dad-10732	269	26	0	0	NUM
dad-10732	269	27	for	for	SCONJ
dad-10732	269	28	every	every	DET
dad-10732	269	29	x	x	PROPN
dad-10732	269	30	,	,	PUNCT
dad-10732	269	31	y	y	PROPN
dad-10732	269	32	initialize	initialize	VERB
dad-10732	269	33	the	the	DET
dad-10732	269	34	value	value	NOUN
dad-10732	269	35	of	of	ADP
dad-10732	269	36	recurrent	recurrent	ADJ
dad-10732	269	37	node	node	NOUN
dad-10732	269	38	at	at	ADP
dad-10732	269	39	turn	turn	NOUN
dad-10732	269	40	0	0	PUNCT
dad-10732	269	41	as	as	ADP
dad-10732	269	42	0	0	NUM
dad-10732	269	43	foreach	foreach	NOUN
dad-10732	269	44	training	training	NOUN
dad-10732	269	45	dialogue	dialogue	NOUN
dad-10732	269	46	d	d	NOUN
dad-10732	269	47	,	,	PUNCT
dad-10732	269	48	slot	slot	NOUN
dad-10732	269	49	s	s	NOUN
dad-10732	269	50	,	,	PUNCT
dad-10732	269	51	value	value	NOUN
dad-10732	269	52	v	v	NOUN
dad-10732	269	53	in	in	ADP
dad-10732	269	54	mini	mini	ADJ
dad-10732	269	55	batch	batch	NOUN
dad-10732	269	56	m	m	VERB
dad-10732	269	57	do	do	AUX
dad-10732	269	58	t	t	PROPN
dad-10732	269	59	←	←	PROPN
dad-10732	269	60	the	the	DET
dad-10732	269	61	number	number	NOUN
dad-10732	269	62	of	of	ADP
dad-10732	269	63	turns	turn	NOUN
dad-10732	269	64	of	of	ADP
dad-10732	269	65	current	current	ADJ
dad-10732	269	66	training	training	NOUN
dad-10732	269	67	sample	sample	NOUN
dad-10732	269	68	/	/	SYM
dad-10732	269	69	*	*	PUNCT
dad-10732	269	70	forward	forward	ADV
dad-10732	269	71	pass	pass	VERB
dad-10732	269	72	*	*	PUNCT
dad-10732	269	73	/	/	SYM
dad-10732	269	74	for	for	ADP
dad-10732	269	75	t←	t←	NOUN
dad-10732	269	76	1	1	NUM
dad-10732	269	77	to	to	ADP
dad-10732	269	78	t	t	PROPN
dad-10732	269	79	do	do	VERB
dad-10732	269	80	for	for	ADP
dad-10732	269	81	d←	d←	ADP
dad-10732	269	82	1	1	NUM
dad-10732	269	83	to	to	PART
dad-10732	269	84	4	4	NUM
dad-10732	269	85	do	do	AUX
dad-10732	269	86	foreach	foreach	NOUN
dad-10732	269	87	node	node	NOUN
dad-10732	269	88	x	x	PUNCT
dad-10732	269	89	in	in	ADP
dad-10732	269	90	time	time	NOUN
dad-10732	269	91	t	t	PROPN
dad-10732	269	92	,	,	PUNCT
dad-10732	269	93	layer	layer	NOUN
dad-10732	269	94	d	d	NOUN
dad-10732	269	95	do	do	AUX
dad-10732	269	96	evaluate	evaluate	VERB
dad-10732	269	97	u(t)x	u(t)x	NOUN
dad-10732	269	98	if	if	SCONJ
dad-10732	269	99	x	x	PRON
dad-10732	269	100	is	be	AUX
dad-10732	269	101	output	output	NOUN
dad-10732	269	102	node	node	NOUN
dad-10732	269	103	then	then	ADV
dad-10732	269	104	δ	δ	PROPN
dad-10732	269	105	(	(	PUNCT
dad-10732	269	106	t	t	PROPN
dad-10732	269	107	)	)	PUNCT
dad-10732	269	108	x	x	SYM
dad-10732	269	109	←	←	PROPN
dad-10732	269	110	2(u	2(u	NUM
dad-10732	269	111	(	(	PUNCT
dad-10732	269	112	t	t	NOUN
dad-10732	269	113	)	)	PUNCT
dad-10732	269	114	x	x	X
dad-10732	270	1	−	−	PROPN
dad-10732	270	2	lt	lt	NOUN
dad-10732	270	3	)	)	PUNCT
dad-10732	270	4	else	else	ADV
dad-10732	270	5	δ	δ	PROPN
dad-10732	270	6	(	(	PUNCT
dad-10732	270	7	t	t	PROPN
dad-10732	270	8	)	)	PUNCT
dad-10732	270	9	x	x	SYM
dad-10732	270	10	←	←	PROPN
dad-10732	270	11	0	0	PUNCT
dad-10732	270	12	/	/	SYM
dad-10732	270	13	*	*	PUNCT
dad-10732	270	14	backward	backward	ADJ
dad-10732	270	15	pass	pass	VERB
dad-10732	270	16	*	*	PUNCT
dad-10732	270	17	/	/	SYM
dad-10732	270	18	for	for	ADP
dad-10732	270	19	t←	t←	X
dad-10732	270	20	t	t	PROPN
dad-10732	270	21	to	to	ADP
dad-10732	270	22	1	1	NUM
dad-10732	270	23	do	do	VERB
dad-10732	270	24	for	for	ADP
dad-10732	270	25	d←	d←	ADP
dad-10732	270	26	4	4	NUM
dad-10732	270	27	to	to	PART
dad-10732	270	28	1	1	NUM
dad-10732	270	29	do	do	AUX
dad-10732	270	30	foreach	foreach	NOUN
dad-10732	270	31	node	node	NOUN
dad-10732	270	32	x	x	PUNCT
dad-10732	270	33	in	in	ADP
dad-10732	270	34	time	time	NOUN
dad-10732	270	35	t	t	PROPN
dad-10732	270	36	,	,	PUNCT
dad-10732	270	37	layer	layer	NOUN
dad-10732	271	1	d	d	NOUN
dad-10732	271	2	do	do	AUX
dad-10732	271	3	foreach	foreach	NOUN
dad-10732	271	4	node	node	VERB
dad-10732	271	5	y	y	PROPN
dad-10732	271	6	∈	∈	PROPN
dad-10732	271	7	îx	îx	PRON
dad-10732	271	8	do	do	VERB
dad-10732	271	9	/	/	SYM
dad-10732	271	10	*	*	PUNCT
dad-10732	271	11	node	node	PROPN
dad-10732	271	12	y	y	PROPN
dad-10732	271	13	is	be	AUX
dad-10732	271	14	linked	link	VERB
dad-10732	271	15	to	to	PART
dad-10732	271	16	node	node	NOUN
dad-10732	271	17	x	x	PUNCT
dad-10732	271	18	by	by	ADP
dad-10732	271	19	a	a	DET
dad-10732	271	20	"	"	PUNCT
dad-10732	271	21	type-2	type-2	NUM
dad-10732	271	22	"	"	PUNCT
dad-10732	271	23	edge	edge	NOUN
dad-10732	271	24	*	*	PUNCT
dad-10732	271	25	/	/	SYM
dad-10732	271	26	δ	δ	PROPN
dad-10732	271	27	(	(	PUNCT
dad-10732	271	28	t	t	PROPN
dad-10732	271	29	)	)	PUNCT
dad-10732	271	30	y	y	PROPN
dad-10732	271	31	←	←	PROPN
dad-10732	271	32	δ	δ	PROPN
dad-10732	271	33	(	(	PUNCT
dad-10732	271	34	t	t	PROPN
dad-10732	271	35	)	)	PUNCT
dad-10732	271	36	y	y	PROPN
dad-10732	272	1	+	+	PROPN
dad-10732	272	2	δ	δ	PROPN
dad-10732	272	3	(	(	PUNCT
dad-10732	272	4	t	t	PROPN
dad-10732	272	5	)	)	PUNCT
dad-10732	272	6	x	x	X
dad-10732	272	7	∂u	∂u	PROPN
dad-10732	272	8	(	(	PUNCT
dad-10732	272	9	t	t	NOUN
dad-10732	272	10	)	)	PUNCT
dad-10732	272	11	x	x	X
dad-10732	272	12	∂u	∂u	PROPN
dad-10732	272	13	(	(	PUNCT
dad-10732	272	14	t	t	NOUN
dad-10732	272	15	)	)	PUNCT
dad-10732	273	1	y	y	PROPN
dad-10732	273	2	foreach	foreach	NOUN
dad-10732	273	3	node	node	VERB
dad-10732	273	4	y	y	PROPN
dad-10732	273	5	∈	∈	PROPN
dad-10732	273	6	ix	ix	ADP
dad-10732	273	7	do	do	AUX
dad-10732	273	8	/	/	PUNCT
dad-10732	274	1	*	*	PUNCT
dad-10732	274	2	node	node	PROPN
dad-10732	274	3	y	y	PROPN
dad-10732	274	4	is	be	AUX
dad-10732	274	5	linked	link	VERB
dad-10732	274	6	to	to	PART
dad-10732	274	7	node	node	NOUN
dad-10732	274	8	x	x	PUNCT
dad-10732	274	9	by	by	ADP
dad-10732	274	10	a	a	DET
dad-10732	274	11	"	"	PUNCT
dad-10732	274	12	type-1	type-1	PROPN
dad-10732	274	13	"	"	PUNCT
dad-10732	274	14	edge	edge	NOUN
dad-10732	274	15	*	*	PUNCT
dad-10732	274	16	/	/	SYM
dad-10732	274	17	δ	δ	PROPN
dad-10732	274	18	(	(	PUNCT
dad-10732	274	19	t−1	t−1	PROPN
dad-10732	274	20	)	)	PUNCT
dad-10732	274	21	y	y	PROPN
dad-10732	274	22	←	←	PROPN
dad-10732	274	23	δ	δ	PROPN
dad-10732	274	24	(	(	PUNCT
dad-10732	274	25	t−1	t−1	PROPN
dad-10732	274	26	)	)	PUNCT
dad-10732	275	1	y	y	PROPN
dad-10732	275	2	+	+	CCONJ
dad-10732	275	3	δ	δ	PROPN
dad-10732	275	4	(	(	PUNCT
dad-10732	275	5	t	t	PROPN
dad-10732	275	6	)	)	PUNCT
dad-10732	275	7	x	x	X
dad-10732	275	8	∂u	∂u	PROPN
dad-10732	275	9	(	(	PUNCT
dad-10732	275	10	t	t	NOUN
dad-10732	275	11	)	)	PUNCT
dad-10732	275	12	x	x	X
dad-10732	275	13	∂u	∂u	PROPN
dad-10732	275	14	(	(	PUNCT
dad-10732	275	15	t−1	t−1	NOUN
dad-10732	275	16	)	)	PUNCT
dad-10732	275	17	y	y	PROPN
dad-10732	275	18	for	for	ADP
dad-10732	275	19	t←	t←	X
dad-10732	275	20	1	1	NUM
dad-10732	275	21	to	to	ADP
dad-10732	275	22	t	t	PROPN
dad-10732	275	23	do	do	VERB
dad-10732	275	24	for	for	ADP
dad-10732	275	25	d←	d←	ADP
dad-10732	275	26	1	1	NUM
dad-10732	275	27	to	to	PART
dad-10732	275	28	4	4	NUM
dad-10732	275	29	do	do	AUX
dad-10732	275	30	foreach	foreach	NOUN
dad-10732	275	31	sum	sum	VERB
dad-10732	275	32	node	node	NOUN
dad-10732	275	33	x	x	PUNCT
dad-10732	275	34	in	in	ADP
dad-10732	275	35	time	time	NOUN
dad-10732	275	36	t	t	PROPN
dad-10732	275	37	,	,	PUNCT
dad-10732	275	38	layer	layer	NOUN
dad-10732	276	1	d	d	NOUN
dad-10732	276	2	do	do	AUX
dad-10732	276	3	foreach	foreach	NOUN
dad-10732	276	4	node	node	VERB
dad-10732	276	5	y	y	PROPN
dad-10732	276	6	∈	∈	PROPN
dad-10732	276	7	îx	îx	NOUN
dad-10732	276	8	do	do	VERB
dad-10732	276	9	∆ŵxy	∆ŵxy	PROPN
dad-10732	276	10	←	←	PROPN
dad-10732	276	11	∆ŵxy	∆ŵxy	PROPN
dad-10732	276	12	+	+	CCONJ
dad-10732	276	13	αδ	αδ	PROPN
dad-10732	276	14	(	(	PUNCT
dad-10732	276	15	t	t	PROPN
dad-10732	276	16	)	)	PUNCT
dad-10732	276	17	x	x	SYM
dad-10732	276	18	u	u	PROPN
dad-10732	276	19	(	(	PUNCT
dad-10732	276	20	t	t	PROPN
dad-10732	276	21	)	)	PUNCT
dad-10732	277	1	y	y	PROPN
dad-10732	277	2	foreach	foreach	NOUN
dad-10732	277	3	node	node	VERB
dad-10732	277	4	y	y	PROPN
dad-10732	277	5	∈	∈	PROPN
dad-10732	277	6	ix	ix	AUX
dad-10732	277	7	do	do	VERB
dad-10732	277	8	∆wxy	∆wxy	NOUN
dad-10732	277	9	←	←	PROPN
dad-10732	277	10	∆wxy	∆wxy	NOUN
dad-10732	277	11	+	+	CCONJ
dad-10732	277	12	αδ	αδ	PART
dad-10732	277	13	(	(	PUNCT
dad-10732	277	14	t	t	PROPN
dad-10732	277	15	)	)	PUNCT
dad-10732	277	16	x	x	SYM
dad-10732	277	17	u	u	NOUN
dad-10732	277	18	(	(	PUNCT
dad-10732	277	19	t−1	t−1	NOUN
dad-10732	277	20	)	)	PUNCT
dad-10732	277	21	y	y	PROPN
dad-10732	277	22	foreach	foreach	PROPN
dad-10732	277	23	edge(x	edge(x	PROPN
dad-10732	277	24	,	,	PUNCT
dad-10732	277	25	y	y	PROPN
dad-10732	277	26	)	)	PUNCT
dad-10732	277	27	do	do	VERB
dad-10732	277	28	wxy	wxy	PROPN
dad-10732	277	29	←	←	PROPN
dad-10732	277	30	wxy	wxy	PROPN
dad-10732	277	31	−∆wxy	−∆wxy	PROPN
dad-10732	277	32	ŵxy	ŵxy	NOUN
dad-10732	277	33	←	←	PROPN
dad-10732	277	34	ŵxy	ŵxy	NOUN
dad-10732	277	35	−∆ŵxy	−∆ŵxy	NOUN
dad-10732	277	36	algorithm	algorithm	NOUN
dad-10732	277	37	1	1	NUM
dad-10732	277	38	:	:	PUNCT
dad-10732	277	39	training	train	VERB
dad-10732	277	40	algorithm	algorithm	NOUN
dad-10732	277	41	of	of	ADP
dad-10732	277	42	rpn	rpn	PROPN
dad-10732	277	43	for	for	ADP
dad-10732	277	44	dst	dst	PROPN
dad-10732	277	45	79	79	NUM
dad-10732	277	46	sun	sun	PROPN
dad-10732	277	47	,	,	PUNCT
dad-10732	277	48	xie	xie	PROPN
dad-10732	277	49	and	and	CCONJ
dad-10732	277	50	yu	yu	PROPN
dad-10732	277	51	δ	δ	PROPN
dad-10732	277	52	(	(	PUNCT
dad-10732	277	53	t	t	PROPN
dad-10732	277	54	)	)	PUNCT
dad-10732	277	55	x	x	PRON
dad-10732	277	56	is	be	AUX
dad-10732	277	57	determined	determine	VERB
dad-10732	277	58	,	,	PUNCT
dad-10732	277	59	it	it	PRON
dad-10732	277	60	can	can	AUX
dad-10732	277	61	be	be	AUX
dad-10732	277	62	passed	pass	VERB
dad-10732	277	63	to	to	ADP
dad-10732	277	64	δ(t−1)y	δ(t−1)y	PROPN
dad-10732	277	65	(	(	PUNCT
dad-10732	277	66	y	y	PROPN
dad-10732	277	67	∈	∈	PROPN
dad-10732	277	68	ix	ix	PROPN
dad-10732	277	69	)	)	PUNCT
dad-10732	277	70	and	and	CCONJ
dad-10732	277	71	δ(t)y	δ(t)y	PROPN
dad-10732	277	72	(	(	PUNCT
dad-10732	277	73	y	y	PROPN
dad-10732	277	74	∈	∈	PROPN
dad-10732	277	75	îx	îx	PROPN
dad-10732	277	76	)	)	PUNCT
dad-10732	277	77	.	.	PUNCT
dad-10732	278	1	error	error	NOUN
dad-10732	278	2	passing	passing	NOUN
dad-10732	278	3	should	should	AUX
dad-10732	278	4	follow	follow	VERB
dad-10732	278	5	the	the	DET
dad-10732	278	6	reversed	reversed	ADJ
dad-10732	278	7	edge	edge	NOUN
dad-10732	278	8	’s	’s	PART
dad-10732	278	9	direction	direction	NOUN
dad-10732	278	10	.	.	PUNCT
dad-10732	279	1	so	so	ADV
dad-10732	279	2	the	the	DET
dad-10732	279	3	order	order	NOUN
dad-10732	279	4	of	of	ADP
dad-10732	279	5	nodes	node	NOUN
dad-10732	279	6	passing	pass	VERB
dad-10732	279	7	error	error	NOUN
dad-10732	279	8	can	can	AUX
dad-10732	279	9	follow	follow	VERB
dad-10732	279	10	the	the	DET
dad-10732	279	11	reverse	reverse	ADJ
dad-10732	279	12	order	order	NOUN
dad-10732	279	13	of	of	ADP
dad-10732	279	14	evaluating	evaluate	VERB
dad-10732	279	15	nodes	node	NOUN
dad-10732	279	16	’	'	PUNCT
dad-10732	279	17	values	value	NOUN
dad-10732	279	18	.	.	PUNCT
dad-10732	280	1	when	when	SCONJ
dad-10732	280	2	every	every	DET
dad-10732	280	3	δ(t)x	δ(t)x	PROPN
dad-10732	280	4	has	have	AUX
dad-10732	280	5	been	be	AUX
dad-10732	280	6	evaluated	evaluate	VERB
dad-10732	280	7	,	,	PUNCT
dad-10732	280	8	the	the	DET
dad-10732	280	9	increment	increment	NOUN
dad-10732	280	10	on	on	ADP
dad-10732	280	11	weight	weight	NOUN
dad-10732	280	12	ŵxy	ŵxy	NOUN
dad-10732	280	13	can	can	AUX
dad-10732	280	14	be	be	AUX
dad-10732	280	15	calculated	calculate	VERB
dad-10732	280	16	by	by	ADP
dad-10732	280	17	∆ŵxy	∆ŵxy	PROPN
dad-10732	280	18	=	=	PUNCT
dad-10732	280	19	α	α	PRON
dad-10732	280	20	∂l	∂l	VERB
dad-10732	280	21	∂ŵxy	∂ŵxy	NOUN
dad-10732	280	22	=	=	PUNCT
dad-10732	280	23	α	α	NOUN
dad-10732	280	24	t∑	t∑	X
dad-10732	280	25	i=1	i=1	PROPN
dad-10732	281	1	∂l	∂l	PROPN
dad-10732	281	2	∂u	∂u	PROPN
dad-10732	281	3	(	(	PUNCT
dad-10732	281	4	t	t	PROPN
dad-10732	281	5	)	)	PUNCT
dad-10732	281	6	x	x	X
dad-10732	282	1	∂u	∂u	PROPN
dad-10732	282	2	(	(	PUNCT
dad-10732	282	3	t	t	NOUN
dad-10732	282	4	)	)	PUNCT
dad-10732	282	5	x	x	SYM
dad-10732	282	6	∂ŵxy	∂ŵxy	PROPN
dad-10732	282	7	=	=	PUNCT
dad-10732	282	8	α	α	NOUN
dad-10732	282	9	t∑	t∑	PROPN
dad-10732	282	10	i=1	i=1	PROPN
dad-10732	282	11	δ(t)x	δ(t)x	PROPN
dad-10732	282	12	u(t)y	u(t)y	PROPN
dad-10732	282	13	(	(	PUNCT
dad-10732	282	14	24	24	NUM
dad-10732	282	15	)	)	PUNCT
dad-10732	282	16	where	where	SCONJ
dad-10732	282	17	α	α	NOUN
dad-10732	282	18	is	be	AUX
dad-10732	282	19	the	the	DET
dad-10732	282	20	learning	learning	NOUN
dad-10732	282	21	rate	rate	NOUN
dad-10732	282	22	.	.	PUNCT
dad-10732	283	1	∆wxy	∆wxy	PROPN
dad-10732	283	2	can	can	AUX
dad-10732	283	3	be	be	AUX
dad-10732	283	4	evaluated	evaluate	VERB
dad-10732	283	5	similarly	similarly	ADV
dad-10732	283	6	.	.	PUNCT
dad-10732	284	1	note	note	VERB
dad-10732	284	2	that	that	SCONJ
dad-10732	284	3	only	only	ADV
dad-10732	284	4	wxy	wxy	PROPN
dad-10732	284	5	and	and	CCONJ
dad-10732	284	6	ŵxy	ŵxy	NOUN
dad-10732	284	7	are	be	AUX
dad-10732	284	8	parameters	parameter	NOUN
dad-10732	284	9	of	of	ADP
dad-10732	284	10	rpn	rpn	PROPN
dad-10732	284	11	.	.	PUNCT
dad-10732	285	1	the	the	DET
dad-10732	285	2	complete	complete	ADJ
dad-10732	285	3	formula	formula	NOUN
dad-10732	285	4	of	of	ADP
dad-10732	285	5	evaluating	evaluate	VERB
dad-10732	285	6	node	node	ADJ
dad-10732	285	7	value	value	NOUN
dad-10732	285	8	u(t)x	u(t)x	PROPN
dad-10732	285	9	and	and	CCONJ
dad-10732	285	10	passing	pass	VERB
dad-10732	285	11	error	error	NOUN
dad-10732	285	12	δ(t)x	δ(t)x	PROPN
dad-10732	285	13	can	can	AUX
dad-10732	285	14	be	be	AUX
dad-10732	285	15	found	find	VERB
dad-10732	285	16	in	in	ADP
dad-10732	285	17	appendix	appendix	NOUN
dad-10732	285	18	.	.	PUNCT
dad-10732	286	1	in	in	ADP
dad-10732	286	2	this	this	DET
dad-10732	286	3	paper	paper	NOUN
dad-10732	286	4	,	,	PUNCT
dad-10732	286	5	mini	mini	NOUN
dad-10732	286	6	-	-	NOUN
dad-10732	286	7	batch	batch	NOUN
dad-10732	286	8	is	be	AUX
dad-10732	286	9	used	use	VERB
dad-10732	286	10	in	in	ADP
dad-10732	286	11	training	training	NOUN
dad-10732	286	12	rpn	rpn	PROPN
dad-10732	286	13	for	for	ADP
dad-10732	286	14	dst	dst	PROPN
dad-10732	286	15	with	with	ADP
dad-10732	286	16	batch	batch	NOUN
dad-10732	286	17	size	size	NOUN
dad-10732	286	18	8	8	NUM
dad-10732	286	19	.	.	PUNCT
dad-10732	287	1	in	in	ADP
dad-10732	287	2	each	each	DET
dad-10732	287	3	training	training	NOUN
dad-10732	287	4	epoch	epoch	NOUN
dad-10732	287	5	,	,	PUNCT
dad-10732	287	6	∆wxy	∆wxy	NOUN
dad-10732	287	7	and	and	CCONJ
dad-10732	287	8	∆ŵxy	∆ŵxy	PROPN
dad-10732	287	9	are	be	AUX
dad-10732	287	10	calculated	calculate	VERB
dad-10732	287	11	for	for	ADP
dad-10732	287	12	every	every	DET
dad-10732	287	13	training	training	NOUN
dad-10732	287	14	sample	sample	NOUN
dad-10732	287	15	and	and	CCONJ
dad-10732	287	16	added	add	VERB
dad-10732	287	17	together	together	ADV
dad-10732	287	18	.	.	PUNCT
dad-10732	288	1	the	the	DET
dad-10732	288	2	weight	weight	NOUN
dad-10732	288	3	wxy	wxy	PROPN
dad-10732	288	4	and	and	CCONJ
dad-10732	288	5	ŵxy	ŵxy	NOUN
dad-10732	288	6	is	be	AUX
dad-10732	288	7	updated	update	VERB
dad-10732	288	8	by	by	ADP
dad-10732	288	9	wxy	wxy	PROPN
dad-10732	288	10	=	=	SYM
dad-10732	288	11	wxy	wxy	PROPN
dad-10732	288	12	−∆wxy	−∆wxy	PROPN
dad-10732	288	13	(	(	PUNCT
dad-10732	288	14	25	25	NUM
dad-10732	288	15	)	)	PUNCT
dad-10732	288	16	ŵxy	ŵxy	NOUN
dad-10732	288	17	=	=	SYM
dad-10732	288	18	ŵxy	ŵxy	NOUN
dad-10732	288	19	−∆ŵxy	−∆ŵxy	NOUN
dad-10732	288	20	(	(	PUNCT
dad-10732	288	21	26	26	NUM
dad-10732	288	22	)	)	PUNCT
dad-10732	288	23	the	the	DET
dad-10732	288	24	pseudocode	pseudocode	NOUN
dad-10732	288	25	of	of	ADP
dad-10732	288	26	training	training	NOUN
dad-10732	288	27	is	be	AUX
dad-10732	288	28	shown	show	VERB
dad-10732	288	29	in	in	ADP
dad-10732	288	30	algorithm	algorithm	NOUN
dad-10732	288	31	1	1	NUM
dad-10732	288	32	.	.	SYM
dad-10732	288	33	5	5	NUM
dad-10732	288	34	.	.	X
dad-10732	288	35	experiment	experiment	NOUN
dad-10732	288	36	as	as	SCONJ
dad-10732	288	37	introduced	introduce	VERB
dad-10732	288	38	in	in	ADP
dad-10732	288	39	section	section	NOUN
dad-10732	288	40	1	1	NUM
dad-10732	288	41	,	,	PUNCT
dad-10732	288	42	in	in	ADP
dad-10732	288	43	this	this	DET
dad-10732	288	44	paper	paper	NOUN
dad-10732	288	45	,	,	PUNCT
dad-10732	288	46	dstc-2	dstc-2	NUM
dad-10732	288	47	and	and	CCONJ
dad-10732	288	48	dstc-3	dstc-3	NUM
dad-10732	288	49	tasks	task	NOUN
dad-10732	288	50	are	be	AUX
dad-10732	288	51	used	use	VERB
dad-10732	288	52	to	to	PART
dad-10732	288	53	evaluate	evaluate	VERB
dad-10732	288	54	the	the	DET
dad-10732	288	55	proposed	propose	VERB
dad-10732	288	56	approach	approach	NOUN
dad-10732	288	57	.	.	PUNCT
dad-10732	289	1	both	both	DET
dad-10732	289	2	tasks	task	NOUN
dad-10732	289	3	provide	provide	VERB
dad-10732	289	4	training	training	NOUN
dad-10732	289	5	dialogues	dialogue	NOUN
dad-10732	289	6	with	with	ADP
dad-10732	289	7	turn	turn	NOUN
dad-10732	289	8	-	-	PUNCT
dad-10732	289	9	level	level	NOUN
dad-10732	289	10	asr	asr	NOUN
dad-10732	289	11	hypotheses	hypothesis	NOUN
dad-10732	289	12	,	,	PUNCT
dad-10732	289	13	slu	slu	NOUN
dad-10732	289	14	hypotheses	hypothesis	NOUN
dad-10732	289	15	and	and	CCONJ
dad-10732	289	16	user	user	NOUN
dad-10732	289	17	goal	goal	NOUN
dad-10732	289	18	labels	label	VERB
dad-10732	289	19	.	.	PUNCT
dad-10732	290	1	the	the	DET
dad-10732	290	2	dstc-2	dstc-2	NUM
dad-10732	290	3	task	task	NOUN
dad-10732	290	4	provides	provide	VERB
dad-10732	290	5	2118	2118	NUM
dad-10732	290	6	training	training	NOUN
dad-10732	290	7	dialogues	dialogue	NOUN
dad-10732	290	8	in	in	ADP
dad-10732	290	9	restaurants	restaurant	NOUN
dad-10732	290	10	domain	domain	NOUN
dad-10732	290	11	(	(	PUNCT
dad-10732	290	12	henderson	henderson	PROPN
dad-10732	290	13	et	et	PROPN
dad-10732	290	14	al	al	PROPN
dad-10732	290	15	.	.	PROPN
dad-10732	290	16	,	,	PUNCT
dad-10732	290	17	2014b	2014b	NUM
dad-10732	290	18	)	)	PUNCT
dad-10732	290	19	,	,	PUNCT
dad-10732	290	20	while	while	SCONJ
dad-10732	290	21	in	in	ADP
dad-10732	290	22	dstc-3	dstc-3	PROPN
dad-10732	290	23	,	,	PUNCT
dad-10732	290	24	only	only	ADV
dad-10732	290	25	10	10	NUM
dad-10732	290	26	in	in	ADP
dad-10732	290	27	-	-	PUNCT
dad-10732	290	28	domain	domain	NOUN
dad-10732	290	29	training	training	NOUN
dad-10732	290	30	dialogues	dialogue	NOUN
dad-10732	290	31	in	in	ADP
dad-10732	290	32	tourists	tourist	NOUN
dad-10732	290	33	domain	domain	NOUN
dad-10732	290	34	are	be	AUX
dad-10732	290	35	provided	provide	VERB
dad-10732	290	36	,	,	PUNCT
dad-10732	290	37	because	because	SCONJ
dad-10732	290	38	the	the	DET
dad-10732	290	39	dstc-3	dstc-3	PROPN
dad-10732	290	40	task	task	NOUN
dad-10732	290	41	is	be	AUX
dad-10732	290	42	to	to	PART
dad-10732	290	43	adapt	adapt	VERB
dad-10732	290	44	the	the	DET
dad-10732	290	45	tracker	tracker	NOUN
dad-10732	290	46	trained	train	VERB
dad-10732	290	47	on	on	ADP
dad-10732	290	48	dstc-2	dstc-2	NUM
dad-10732	290	49	data	datum	NOUN
dad-10732	290	50	to	to	ADP
dad-10732	290	51	the	the	DET
dad-10732	290	52	new	new	ADJ
dad-10732	290	53	domain	domain	NOUN
dad-10732	290	54	with	with	ADP
dad-10732	290	55	very	very	ADV
dad-10732	290	56	few	few	ADJ
dad-10732	290	57	dialogues	dialogue	NOUN
dad-10732	290	58	(	(	PUNCT
dad-10732	290	59	henderson	henderson	PROPN
dad-10732	290	60	et	et	PROPN
dad-10732	290	61	al	al	PROPN
dad-10732	290	62	.	.	PROPN
dad-10732	290	63	,	,	PUNCT
dad-10732	290	64	2014a	2014a	NUM
dad-10732	290	65	)	)	PUNCT
dad-10732	290	66	.	.	PUNCT
dad-10732	291	1	table	table	NOUN
dad-10732	291	2	1	1	NUM
dad-10732	291	3	summarizes	summarize	NOUN
dad-10732	291	4	the	the	DET
dad-10732	291	5	size	size	NOUN
dad-10732	291	6	of	of	ADP
dad-10732	291	7	datasets	dataset	NOUN
dad-10732	291	8	of	of	ADP
dad-10732	291	9	dstc-2	dstc-2	NUM
dad-10732	291	10	and	and	CCONJ
dad-10732	291	11	dstc-3	dstc-3	PROPN
dad-10732	291	12	.	.	PUNCT
dad-10732	292	1	task	task	PROPN
dad-10732	292	2	dataset	dataset	VERB
dad-10732	292	3	#	#	SYM
dad-10732	292	4	dialogues	dialogue	NOUN
dad-10732	292	5	usage	usage	NOUN
dad-10732	292	6	dstc2trn	dstc2trn	PROPN
dad-10732	292	7	1612	1612	NUM
dad-10732	292	8	training	train	VERB
dad-10732	292	9	dstc-2	dstc-2	NUM
dad-10732	292	10	dstc2dev	dstc2dev	NOUN
dad-10732	292	11	506	506	NUM
dad-10732	292	12	training	training	NOUN
dad-10732	292	13	dstc2eval	dstc2eval	NOUN
dad-10732	292	14	1117	1117	NUM
dad-10732	292	15	test	test	NOUN
dad-10732	292	16	dstc-3	dstc-3	PROPN
dad-10732	292	17	dstc3seed	dstc3see	VERB
dad-10732	292	18	10	10	NUM
dad-10732	292	19	not	not	PART
dad-10732	292	20	used	use	VERB
dad-10732	292	21	dstc3eval	dstc3eval	PRON
dad-10732	292	22	2265	2265	NUM
dad-10732	292	23	test	test	NOUN
dad-10732	292	24	table	table	NOUN
dad-10732	292	25	1	1	NUM
dad-10732	292	26	:	:	PUNCT
dad-10732	292	27	summary	summary	NOUN
dad-10732	292	28	of	of	ADP
dad-10732	292	29	data	datum	NOUN
dad-10732	292	30	corpora	corpora	PROPN
dad-10732	292	31	of	of	ADP
dad-10732	292	32	dstc-2/3	dstc-2/3	PROPN
dad-10732	292	33	the	the	DET
dad-10732	292	34	dst	dst	PROPN
dad-10732	292	35	evaluation	evaluation	NOUN
dad-10732	292	36	criteria	criterion	NOUN
dad-10732	292	37	are	be	AUX
dad-10732	292	38	the	the	DET
dad-10732	292	39	joint	joint	ADJ
dad-10732	292	40	goal	goal	NOUN
dad-10732	292	41	accuracy	accuracy	NOUN
dad-10732	292	42	and	and	CCONJ
dad-10732	292	43	the	the	DET
dad-10732	292	44	l2	l2	NOUN
dad-10732	292	45	(	(	PUNCT
dad-10732	292	46	henderson	henderson	PROPN
dad-10732	292	47	et	et	PROPN
dad-10732	292	48	al	al	PROPN
dad-10732	292	49	.	.	PROPN
dad-10732	292	50	,	,	PUNCT
dad-10732	292	51	2014b	2014b	NUM
dad-10732	292	52	,	,	PUNCT
dad-10732	292	53	a	a	PRON
dad-10732	292	54	)	)	PUNCT
dad-10732	292	55	.	.	PUNCT
dad-10732	293	1	accuracy	accuracy	NOUN
dad-10732	293	2	is	be	AUX
dad-10732	293	3	defined	define	VERB
dad-10732	293	4	as	as	ADP
dad-10732	293	5	the	the	DET
dad-10732	293	6	fraction	fraction	NOUN
dad-10732	293	7	of	of	ADP
dad-10732	293	8	turns	turn	NOUN
dad-10732	293	9	in	in	ADP
dad-10732	293	10	which	which	PRON
dad-10732	293	11	the	the	DET
dad-10732	293	12	tracker	tracker	NOUN
dad-10732	293	13	’s	’s	PART
dad-10732	293	14	1	1	NUM
dad-10732	293	15	-	-	PUNCT
dad-10732	293	16	best	good	ADJ
dad-10732	293	17	joint	joint	ADJ
dad-10732	293	18	goal	goal	NOUN
dad-10732	293	19	hypothesis	hypothesis	NOUN
dad-10732	293	20	is	be	AUX
dad-10732	293	21	80	80	NUM
dad-10732	293	22	recurrent	recurrent	ADJ
dad-10732	293	23	polynomial	polynomial	ADJ
dad-10732	293	24	network	network	NOUN
dad-10732	293	25	for	for	ADP
dad-10732	293	26	dialogue	dialogue	NOUN
dad-10732	293	27	state	state	NOUN
dad-10732	293	28	tracking	tracking	NOUN
dad-10732	293	29	correct	correct	ADJ
dad-10732	293	30	,	,	PUNCT
dad-10732	293	31	the	the	PRON
dad-10732	293	32	larger	large	ADJ
dad-10732	293	33	the	the	PRON
dad-10732	293	34	better	well	ADJ
dad-10732	293	35	.	.	PUNCT
dad-10732	294	1	l2	l2	NOUN
dad-10732	294	2	is	be	AUX
dad-10732	294	3	the	the	DET
dad-10732	294	4	l2	l2	NOUN
dad-10732	294	5	norm	norm	NOUN
dad-10732	294	6	between	between	ADP
dad-10732	294	7	the	the	DET
dad-10732	294	8	distribution	distribution	NOUN
dad-10732	294	9	of	of	ADP
dad-10732	294	10	all	all	DET
dad-10732	294	11	hypotheses	hypothesis	NOUN
dad-10732	294	12	output	output	NOUN
dad-10732	294	13	by	by	ADP
dad-10732	294	14	the	the	DET
dad-10732	294	15	tracker	tracker	NOUN
dad-10732	294	16	and	and	CCONJ
dad-10732	294	17	the	the	DET
dad-10732	294	18	correct	correct	ADJ
dad-10732	294	19	goal	goal	NOUN
dad-10732	294	20	distribution	distribution	NOUN
dad-10732	294	21	(	(	PUNCT
dad-10732	294	22	a	a	DET
dad-10732	294	23	delta	delta	NOUN
dad-10732	294	24	function	function	NOUN
dad-10732	294	25	)	)	PUNCT
dad-10732	294	26	,	,	PUNCT
dad-10732	294	27	the	the	DET
dad-10732	294	28	smaller	small	ADJ
dad-10732	294	29	the	the	DET
dad-10732	294	30	better	well	ADJ
dad-10732	294	31	.	.	PUNCT
dad-10732	295	1	besides	besides	ADV
dad-10732	295	2	,	,	PUNCT
dad-10732	295	3	schedule	schedule	NOUN
dad-10732	295	4	2	2	NUM
dad-10732	295	5	and	and	CCONJ
dad-10732	295	6	labelling	labelling	NOUN
dad-10732	295	7	scheme	scheme	NOUN
dad-10732	295	8	a	a	PRON
dad-10732	295	9	defined	define	VERB
dad-10732	295	10	in	in	ADP
dad-10732	295	11	(	(	PUNCT
dad-10732	295	12	henderson	henderson	PROPN
dad-10732	295	13	et	et	PROPN
dad-10732	295	14	al	al	PROPN
dad-10732	295	15	.	.	PROPN
dad-10732	295	16	,	,	PUNCT
dad-10732	295	17	2013	2013	NUM
dad-10732	295	18	)	)	PUNCT
dad-10732	295	19	are	be	AUX
dad-10732	295	20	used	use	VERB
dad-10732	295	21	in	in	ADP
dad-10732	295	22	both	both	DET
dad-10732	295	23	tasks	task	NOUN
dad-10732	295	24	.	.	PUNCT
dad-10732	296	1	specifically	specifically	ADV
dad-10732	296	2	,	,	PUNCT
dad-10732	296	3	schedule	schedule	VERB
dad-10732	296	4	2	2	NUM
dad-10732	296	5	only	only	ADV
dad-10732	296	6	counts	count	VERB
dad-10732	296	7	the	the	DET
dad-10732	296	8	turns	turn	NOUN
dad-10732	296	9	where	where	SCONJ
dad-10732	296	10	new	new	ADJ
dad-10732	296	11	information	information	NOUN
dad-10732	296	12	about	about	ADP
dad-10732	296	13	some	some	DET
dad-10732	296	14	slots	slot	NOUN
dad-10732	296	15	either	either	CCONJ
dad-10732	296	16	in	in	ADP
dad-10732	296	17	a	a	DET
dad-10732	296	18	system	system	NOUN
dad-10732	296	19	confirmation	confirmation	NOUN
dad-10732	296	20	action	action	NOUN
dad-10732	296	21	or	or	CCONJ
dad-10732	296	22	in	in	ADP
dad-10732	296	23	the	the	DET
dad-10732	296	24	slu	slu	NOUN
dad-10732	296	25	list	list	NOUN
dad-10732	296	26	is	be	AUX
dad-10732	296	27	observed	observe	VERB
dad-10732	296	28	.	.	PUNCT
dad-10732	297	1	labelling	labelling	NOUN
dad-10732	297	2	scheme	scheme	NOUN
dad-10732	297	3	a	a	PRON
dad-10732	297	4	is	be	AUX
dad-10732	297	5	that	that	SCONJ
dad-10732	297	6	the	the	DET
dad-10732	297	7	labelled	label	VERB
dad-10732	297	8	state	state	NOUN
dad-10732	297	9	is	be	AUX
dad-10732	297	10	accumulated	accumulate	VERB
dad-10732	297	11	forwards	forward	NOUN
dad-10732	297	12	through	through	ADP
dad-10732	297	13	the	the	DET
dad-10732	297	14	whole	whole	ADJ
dad-10732	297	15	dialogue	dialogue	NOUN
dad-10732	297	16	.	.	PUNCT
dad-10732	298	1	for	for	ADP
dad-10732	298	2	example	example	NOUN
dad-10732	298	3	,	,	PUNCT
dad-10732	298	4	the	the	DET
dad-10732	298	5	goal	goal	NOUN
dad-10732	298	6	for	for	ADP
dad-10732	298	7	slot	slot	NOUN
dad-10732	298	8	s	s	VERB
dad-10732	298	9	is	be	AUX
dad-10732	298	10	“	"	PUNCT
dad-10732	298	11	none	none	NOUN
dad-10732	298	12	”	"	PUNCT
dad-10732	298	13	until	until	SCONJ
dad-10732	298	14	it	it	PRON
dad-10732	298	15	is	be	AUX
dad-10732	298	16	informed	inform	VERB
dad-10732	298	17	as	as	ADP
dad-10732	298	18	s	s	NOUN
dad-10732	298	19	=	=	PUNCT
dad-10732	298	20	v	v	NOUN
dad-10732	298	21	by	by	ADP
dad-10732	298	22	the	the	DET
dad-10732	298	23	user	user	NOUN
dad-10732	298	24	,	,	PUNCT
dad-10732	298	25	from	from	ADP
dad-10732	298	26	then	then	ADV
dad-10732	298	27	on	on	ADV
dad-10732	298	28	,	,	PUNCT
dad-10732	298	29	it	it	PRON
dad-10732	298	30	is	be	AUX
dad-10732	298	31	labelled	label	VERB
dad-10732	298	32	as	as	ADP
dad-10732	298	33	v	v	NOUN
dad-10732	298	34	until	until	SCONJ
dad-10732	298	35	it	it	PRON
dad-10732	298	36	is	be	AUX
dad-10732	298	37	again	again	ADV
dad-10732	298	38	informed	inform	VERB
dad-10732	298	39	otherwise	otherwise	ADV
dad-10732	298	40	.	.	PUNCT
dad-10732	299	1	it	it	PRON
dad-10732	299	2	has	have	AUX
dad-10732	299	3	been	be	AUX
dad-10732	299	4	shown	show	VERB
dad-10732	299	5	that	that	SCONJ
dad-10732	299	6	the	the	DET
dad-10732	299	7	organiser	organiser	NOUN
dad-10732	299	8	-	-	PUNCT
dad-10732	299	9	provided	provide	VERB
dad-10732	299	10	live	live	ADJ
dad-10732	299	11	slu	slu	NOUN
dad-10732	299	12	confidence	confidence	NOUN
dad-10732	299	13	was	be	AUX
dad-10732	299	14	,	,	PUNCT
dad-10732	299	15	at	at	ADP
dad-10732	299	16	best	good	ADJ
dad-10732	299	17	,	,	PUNCT
dad-10732	299	18	a	a	DET
dad-10732	299	19	noisy	noisy	ADJ
dad-10732	299	20	signal	signal	NOUN
dad-10732	299	21	(	(	PUNCT
dad-10732	299	22	zhu	zhu	X
dad-10732	299	23	et	et	PROPN
dad-10732	299	24	al	al	PROPN
dad-10732	299	25	.	.	PROPN
dad-10732	299	26	,	,	PUNCT
dad-10732	299	27	2014	2014	NUM
dad-10732	299	28	;	;	PUNCT
dad-10732	299	29	sun	sun	PROPN
dad-10732	299	30	et	et	PROPN
dad-10732	299	31	al	al	PROPN
dad-10732	299	32	.	.	PROPN
dad-10732	299	33	,	,	PUNCT
dad-10732	299	34	2014a	2014a	NUM
dad-10732	299	35	)	)	PUNCT
dad-10732	299	36	.	.	PUNCT
dad-10732	300	1	hence	hence	ADV
dad-10732	300	2	,	,	PUNCT
dad-10732	300	3	most	most	ADJ
dad-10732	300	4	of	of	ADP
dad-10732	300	5	the	the	DET
dad-10732	300	6	state	state	NOUN
dad-10732	300	7	-	-	PUNCT
dad-10732	300	8	of	of	ADP
dad-10732	300	9	-	-	PUNCT
dad-10732	300	10	the	the	DET
dad-10732	300	11	-	-	PUNCT
dad-10732	300	12	art	art	NOUN
dad-10732	300	13	results	result	NOUN
dad-10732	300	14	from	from	ADP
dad-10732	300	15	dstc-2	dstc-2	NUM
dad-10732	300	16	and	and	CCONJ
dad-10732	300	17	dstc-3	dstc-3	PROPN
dad-10732	300	18	used	use	VERB
dad-10732	300	19	refined	refined	ADJ
dad-10732	300	20	slu	slu	NOUN
dad-10732	300	21	(	(	PUNCT
dad-10732	300	22	either	either	CCONJ
dad-10732	300	23	explicitly	explicitly	ADV
dad-10732	300	24	rebuild	rebuild	VERB
dad-10732	300	25	a	a	DET
dad-10732	300	26	slu	slu	NOUN
dad-10732	300	27	component	component	NOUN
dad-10732	300	28	or	or	CCONJ
dad-10732	300	29	take	take	VERB
dad-10732	300	30	the	the	DET
dad-10732	300	31	asr	asr	NOUN
dad-10732	300	32	hypotheses	hypothesis	NOUN
dad-10732	300	33	into	into	ADP
dad-10732	300	34	the	the	DET
dad-10732	300	35	trackers	tracker	NOUN
dad-10732	300	36	(	(	PUNCT
dad-10732	300	37	williams	williams	PROPN
dad-10732	300	38	,	,	PUNCT
dad-10732	300	39	2014	2014	NUM
dad-10732	300	40	;	;	PUNCT
dad-10732	300	41	sun	sun	PROPN
dad-10732	300	42	et	et	PROPN
dad-10732	300	43	al	al	PROPN
dad-10732	300	44	.	.	PROPN
dad-10732	300	45	,	,	PUNCT
dad-10732	300	46	2014a	2014a	NUM
dad-10732	300	47	;	;	PUNCT
dad-10732	300	48	henderson	henderson	PROPN
dad-10732	300	49	et	et	PROPN
dad-10732	300	50	al	al	PROPN
dad-10732	300	51	.	.	PROPN
dad-10732	300	52	,	,	PUNCT
dad-10732	300	53	2014d	2014d	NUM
dad-10732	300	54	,	,	PUNCT
dad-10732	300	55	c	c	X
dad-10732	300	56	;	;	PUNCT
dad-10732	300	57	kadlec	kadlec	PROPN
dad-10732	300	58	et	et	PROPN
dad-10732	300	59	al	al	PROPN
dad-10732	300	60	.	.	PROPN
dad-10732	300	61	,	,	PUNCT
dad-10732	300	62	2014	2014	NUM
dad-10732	300	63	;	;	PUNCT
dad-10732	300	64	sun	sun	PROPN
dad-10732	300	65	et	et	PROPN
dad-10732	300	66	al	al	PROPN
dad-10732	300	67	.	.	PROPN
dad-10732	300	68	,	,	PUNCT
dad-10732	300	69	2014b	2014b	NUM
dad-10732	300	70	)	)	PUNCT
dad-10732	300	71	)	)	PUNCT
dad-10732	300	72	.	.	PUNCT
dad-10732	301	1	in	in	ADP
dad-10732	301	2	accordance	accordance	NOUN
dad-10732	301	3	to	to	ADP
dad-10732	301	4	this	this	PRON
dad-10732	301	5	,	,	PUNCT
dad-10732	301	6	except	except	SCONJ
dad-10732	301	7	for	for	ADP
dad-10732	301	8	the	the	DET
dad-10732	301	9	results	result	NOUN
dad-10732	301	10	directly	directly	ADV
dad-10732	301	11	taken	take	VERB
dad-10732	301	12	from	from	ADP
dad-10732	301	13	other	other	ADJ
dad-10732	301	14	papers	paper	NOUN
dad-10732	301	15	(	(	PUNCT
dad-10732	301	16	shown	show	VERB
dad-10732	301	17	in	in	ADP
dad-10732	301	18	table	table	NOUN
dad-10732	301	19	5	5	NUM
dad-10732	301	20	and	and	CCONJ
dad-10732	301	21	6	6	NUM
dad-10732	301	22	)	)	PUNCT
dad-10732	301	23	,	,	PUNCT
dad-10732	301	24	all	all	DET
dad-10732	301	25	experiments	experiment	NOUN
dad-10732	301	26	in	in	ADP
dad-10732	301	27	this	this	DET
dad-10732	301	28	paper	paper	NOUN
dad-10732	301	29	used	use	VERB
dad-10732	301	30	the	the	DET
dad-10732	301	31	output	output	NOUN
dad-10732	301	32	from	from	ADP
dad-10732	301	33	a	a	DET
dad-10732	301	34	refined	refined	ADJ
dad-10732	301	35	semantic	semantic	ADJ
dad-10732	301	36	parser	parser	NOUN
dad-10732	301	37	(	(	PUNCT
dad-10732	301	38	zhu	zhu	X
dad-10732	301	39	et	et	PROPN
dad-10732	301	40	al	al	PROPN
dad-10732	301	41	.	.	PROPN
dad-10732	301	42	,	,	PUNCT
dad-10732	301	43	2014	2014	NUM
dad-10732	301	44	;	;	PUNCT
dad-10732	301	45	sun	sun	PROPN
dad-10732	301	46	et	et	PROPN
dad-10732	301	47	al	al	PROPN
dad-10732	301	48	.	.	PROPN
dad-10732	301	49	,	,	PUNCT
dad-10732	301	50	2014a	2014a	NUM
dad-10732	301	51	)	)	PUNCT
dad-10732	301	52	instead	instead	ADV
dad-10732	301	53	of	of	ADP
dad-10732	301	54	the	the	DET
dad-10732	301	55	live	live	ADJ
dad-10732	301	56	slu	slu	NOUN
dad-10732	301	57	provided	provide	VERB
dad-10732	301	58	by	by	ADP
dad-10732	301	59	the	the	DET
dad-10732	301	60	organizer	organizer	NOUN
dad-10732	301	61	.	.	PUNCT
dad-10732	302	1	for	for	ADP
dad-10732	302	2	all	all	DET
dad-10732	302	3	experiments	experiment	NOUN
dad-10732	302	4	,	,	PUNCT
dad-10732	302	5	mse	mse	PROPN
dad-10732	302	6	is	be	AUX
dad-10732	302	7	used	use	VERB
dad-10732	302	8	as	as	ADP
dad-10732	302	9	the	the	DET
dad-10732	302	10	training	training	NOUN
dad-10732	302	11	criterion	criterion	NOUN
dad-10732	302	12	.	.	PUNCT
dad-10732	303	1	mse	mse	PROPN
dad-10732	303	2	is	be	AUX
dad-10732	303	3	chosen	choose	VERB
dad-10732	303	4	because	because	SCONJ
dad-10732	303	5	of	of	ADP
dad-10732	303	6	two	two	NUM
dad-10732	303	7	reasons	reason	NOUN
dad-10732	303	8	:	:	PUNCT
dad-10732	303	9	(	(	PUNCT
dad-10732	303	10	i	i	NOUN
dad-10732	303	11	)	)	PUNCT
dad-10732	303	12	mse	mse	PROPN
dad-10732	303	13	can	can	AUX
dad-10732	303	14	directly	directly	ADV
dad-10732	303	15	reflect	reflect	VERB
dad-10732	303	16	l2	l2	NOUN
dad-10732	303	17	performance	performance	NOUN
dad-10732	303	18	which	which	PRON
dad-10732	303	19	is	be	AUX
dad-10732	303	20	one	one	NUM
dad-10732	303	21	of	of	ADP
dad-10732	303	22	the	the	DET
dad-10732	303	23	main	main	ADJ
dad-10732	303	24	metrics	metric	NOUN
dad-10732	303	25	in	in	ADP
dad-10732	303	26	dstcs	dstcs	NOUN
dad-10732	303	27	.	.	PUNCT
dad-10732	304	1	(	(	PUNCT
dad-10732	304	2	ii	ii	NOUN
dad-10732	304	3	)	)	PUNCT
dad-10732	304	4	experiment	experiment	NOUN
dad-10732	304	5	has	have	AUX
dad-10732	304	6	shown	show	VERB
dad-10732	304	7	that	that	SCONJ
dad-10732	304	8	some	some	DET
dad-10732	304	9	other	other	ADJ
dad-10732	304	10	criterion	criterion	NOUN
dad-10732	304	11	such	such	ADJ
dad-10732	304	12	as	as	ADP
dad-10732	304	13	cross	cross	ADJ
dad-10732	304	14	-	-	ADJ
dad-10732	304	15	entropy	entropy	ADJ
dad-10732	304	16	loss	loss	NOUN
dad-10732	304	17	can	can	AUX
dad-10732	304	18	not	not	PART
dad-10732	304	19	lead	lead	VERB
dad-10732	304	20	to	to	ADP
dad-10732	304	21	better	well	ADJ
dad-10732	304	22	performance	performance	NOUN
dad-10732	304	23	.	.	PUNCT
dad-10732	305	1	for	for	ADP
dad-10732	305	2	both	both	PRON
dad-10732	305	3	dstc-2	dstc-2	NUM
dad-10732	305	4	and	and	CCONJ
dad-10732	305	5	dstc-3	dstc-3	NUM
dad-10732	305	6	tasks	task	NOUN
dad-10732	305	7	,	,	PUNCT
dad-10732	305	8	dstc2trn	dstc2trn	PUNCT
dad-10732	305	9	and	and	CCONJ
dad-10732	305	10	dstc2dev	dstc2dev	NOUN
dad-10732	305	11	are	be	AUX
dad-10732	305	12	used	use	VERB
dad-10732	305	13	,	,	PUNCT
dad-10732	305	14	60	60	NUM
dad-10732	305	15	%	%	NOUN
dad-10732	305	16	of	of	ADP
dad-10732	305	17	the	the	DET
dad-10732	305	18	data	datum	NOUN
dad-10732	305	19	is	be	AUX
dad-10732	305	20	used	use	VERB
dad-10732	305	21	for	for	ADP
dad-10732	305	22	training	training	NOUN
dad-10732	305	23	and	and	CCONJ
dad-10732	305	24	40	40	NUM
dad-10732	305	25	%	%	NOUN
dad-10732	305	26	for	for	ADP
dad-10732	305	27	validation	validation	NOUN
dad-10732	305	28	,	,	PUNCT
dad-10732	305	29	unless	unless	SCONJ
dad-10732	305	30	otherwise	otherwise	ADV
dad-10732	305	31	stated	state	VERB
dad-10732	305	32	.	.	PUNCT
dad-10732	306	1	validation	validation	NOUN
dad-10732	306	2	is	be	AUX
dad-10732	306	3	performed	perform	VERB
dad-10732	306	4	every	every	DET
dad-10732	306	5	5	5	NUM
dad-10732	306	6	epochs	epoch	NOUN
dad-10732	306	7	.	.	PUNCT
dad-10732	307	1	learning	learn	VERB
dad-10732	307	2	rate	rate	NOUN
dad-10732	307	3	is	be	AUX
dad-10732	307	4	set	set	VERB
dad-10732	307	5	to	to	ADP
dad-10732	307	6	0.6	0.6	NUM
dad-10732	307	7	initially	initially	ADV
dad-10732	307	8	.	.	PUNCT
dad-10732	308	1	during	during	ADP
dad-10732	308	2	the	the	DET
dad-10732	308	3	training	training	NOUN
dad-10732	308	4	,	,	PUNCT
dad-10732	308	5	learning	learn	VERB
dad-10732	308	6	rate	rate	NOUN
dad-10732	308	7	is	be	AUX
dad-10732	308	8	halved	halve	VERB
dad-10732	308	9	each	each	DET
dad-10732	308	10	time	time	NOUN
dad-10732	308	11	the	the	DET
dad-10732	308	12	performance	performance	NOUN
dad-10732	308	13	does	do	AUX
dad-10732	308	14	not	not	PART
dad-10732	308	15	increases	increase	VERB
dad-10732	308	16	.	.	PUNCT
dad-10732	309	1	training	training	NOUN
dad-10732	309	2	is	be	AUX
dad-10732	309	3	stopped	stop	VERB
dad-10732	309	4	when	when	SCONJ
dad-10732	309	5	the	the	DET
dad-10732	309	6	learning	learning	NOUN
dad-10732	309	7	rate	rate	NOUN
dad-10732	309	8	is	be	AUX
dad-10732	309	9	sufficiently	sufficiently	ADV
dad-10732	309	10	small	small	ADJ
dad-10732	309	11	,	,	PUNCT
dad-10732	309	12	or	or	CCONJ
dad-10732	309	13	the	the	DET
dad-10732	309	14	maximum	maximum	ADJ
dad-10732	309	15	number	number	NOUN
dad-10732	309	16	of	of	ADP
dad-10732	309	17	training	training	NOUN
dad-10732	309	18	epochs	epoch	NOUN
dad-10732	309	19	is	be	AUX
dad-10732	309	20	reached	reach	VERB
dad-10732	309	21	.	.	PUNCT
dad-10732	310	1	here	here	ADV
dad-10732	310	2	,	,	PUNCT
dad-10732	310	3	the	the	DET
dad-10732	310	4	maximum	maximum	ADJ
dad-10732	310	5	number	number	NOUN
dad-10732	310	6	of	of	ADP
dad-10732	310	7	training	training	NOUN
dad-10732	310	8	epochs	epoch	NOUN
dad-10732	310	9	is	be	AUX
dad-10732	310	10	set	set	VERB
dad-10732	310	11	to	to	ADP
dad-10732	310	12	40	40	NUM
dad-10732	310	13	.	.	PUNCT
dad-10732	311	1	l2	l2	NOUN
dad-10732	311	2	regularization	regularization	NOUN
dad-10732	311	3	is	be	AUX
dad-10732	311	4	used	use	VERB
dad-10732	311	5	for	for	ADP
dad-10732	311	6	all	all	DET
dad-10732	311	7	the	the	DET
dad-10732	311	8	experiments	experiment	NOUN
dad-10732	311	9	.	.	PUNCT
dad-10732	312	1	the	the	DET
dad-10732	312	2	parameter	parameter	NOUN
dad-10732	312	3	of	of	ADP
dad-10732	312	4	l2	l2	NOUN
dad-10732	312	5	regularization	regularization	NOUN
dad-10732	312	6	is	be	AUX
dad-10732	312	7	set	set	VERB
dad-10732	312	8	to	to	PART
dad-10732	312	9	be	be	AUX
dad-10732	312	10	the	the	DET
dad-10732	312	11	one	one	NUM
dad-10732	312	12	leading	lead	VERB
dad-10732	312	13	to	to	ADP
dad-10732	312	14	the	the	DET
dad-10732	312	15	best	good	ADJ
dad-10732	312	16	performance	performance	NOUN
dad-10732	312	17	on	on	ADP
dad-10732	312	18	dstc2dev	dstc2dev	NOUN
dad-10732	312	19	when	when	SCONJ
dad-10732	312	20	trained	train	VERB
dad-10732	312	21	on	on	ADP
dad-10732	312	22	dstc2trn	dstc2trn	PROPN
dad-10732	312	23	.	.	PUNCT
dad-10732	313	1	l1	l1	PROPN
dad-10732	313	2	regularization	regularization	NOUN
dad-10732	313	3	is	be	AUX
dad-10732	313	4	not	not	PART
dad-10732	313	5	used	use	VERB
dad-10732	313	6	since	since	SCONJ
dad-10732	313	7	it	it	PRON
dad-10732	313	8	can	can	AUX
dad-10732	313	9	not	not	PART
dad-10732	313	10	yield	yield	VERB
dad-10732	313	11	better	well	ADJ
dad-10732	313	12	performance	performance	NOUN
dad-10732	313	13	.	.	PUNCT
dad-10732	314	1	5.1	5.1	NUM
dad-10732	314	2	investigation	investigation	NOUN
dad-10732	314	3	on	on	ADP
dad-10732	314	4	rpn	rpn	PROPN
dad-10732	314	5	configurations	configuration	NOUN
dad-10732	314	6	this	this	DET
dad-10732	314	7	section	section	NOUN
dad-10732	314	8	describes	describe	VERB
dad-10732	314	9	the	the	DET
dad-10732	314	10	experiments	experiment	NOUN
dad-10732	314	11	comparing	compare	VERB
dad-10732	314	12	different	different	ADJ
dad-10732	314	13	configurations	configuration	NOUN
dad-10732	314	14	of	of	ADP
dad-10732	314	15	rpn	rpn	PROPN
dad-10732	314	16	.	.	PUNCT
dad-10732	315	1	all	all	DET
dad-10732	315	2	experiments	experiment	NOUN
dad-10732	315	3	were	be	AUX
dad-10732	315	4	performed	perform	VERB
dad-10732	315	5	on	on	ADP
dad-10732	315	6	both	both	CCONJ
dad-10732	315	7	the	the	DET
dad-10732	315	8	dstc-2	dstc-2	NUM
dad-10732	315	9	and	and	CCONJ
dad-10732	315	10	dstc-3	dstc-3	NUM
dad-10732	315	11	tasks	task	NOUN
dad-10732	315	12	.	.	PUNCT
dad-10732	316	1	as	as	SCONJ
dad-10732	316	2	indicated	indicate	VERB
dad-10732	316	3	in	in	ADP
dad-10732	316	4	section	section	NOUN
dad-10732	316	5	4.4	4.4	NUM
dad-10732	316	6	,	,	PUNCT
dad-10732	316	7	an	an	DET
dad-10732	316	8	rpn	rpn	NOUN
dad-10732	316	9	can	can	AUX
dad-10732	316	10	be	be	AUX
dad-10732	316	11	initialized	initialize	VERB
dad-10732	316	12	by	by	ADP
dad-10732	316	13	a	a	DET
dad-10732	316	14	cmbp	cmbp	NOUN
dad-10732	316	15	.	.	PUNCT
dad-10732	317	1	table	table	NOUN
dad-10732	317	2	2	2	NUM
dad-10732	317	3	shows	show	VERB
dad-10732	317	4	the	the	DET
dad-10732	317	5	performance	performance	NOUN
dad-10732	317	6	comparison	comparison	NOUN
dad-10732	317	7	between	between	ADP
dad-10732	317	8	initialization	initialization	NOUN
dad-10732	317	9	with	with	ADP
dad-10732	317	10	a	a	DET
dad-10732	317	11	cmbp	cmbp	NOUN
dad-10732	317	12	and	and	CCONJ
dad-10732	317	13	with	with	ADP
dad-10732	317	14	random	random	ADJ
dad-10732	317	15	values	value	NOUN
dad-10732	317	16	.	.	PUNCT
dad-10732	318	1	in	in	ADP
dad-10732	318	2	this	this	DET
dad-10732	318	3	experiment	experiment	NOUN
dad-10732	318	4	,	,	PUNCT
dad-10732	318	5	the	the	DET
dad-10732	318	6	structure	structure	NOUN
dad-10732	318	7	shown	show	VERB
dad-10732	318	8	in	in	ADP
dad-10732	318	9	figure	figure	NOUN
dad-10732	318	10	6	6	NUM
dad-10732	318	11	is	be	AUX
dad-10732	318	12	used	use	VERB
dad-10732	318	13	.	.	PUNCT
dad-10732	319	1	the	the	DET
dad-10732	319	2	performance	performance	NOUN
dad-10732	319	3	of	of	ADP
dad-10732	319	4	initialization	initialization	NOUN
dad-10732	319	5	with	with	ADP
dad-10732	319	6	random	random	ADJ
dad-10732	319	7	values	value	NOUN
dad-10732	319	8	reported	report	VERB
dad-10732	319	9	here	here	ADV
dad-10732	319	10	is	be	AUX
dad-10732	319	11	the	the	DET
dad-10732	319	12	average	average	ADJ
dad-10732	319	13	performance	performance	NOUN
dad-10732	319	14	of	of	ADP
dad-10732	319	15	10	10	NUM
dad-10732	319	16	different	different	ADJ
dad-10732	319	17	random	random	ADJ
dad-10732	319	18	seeds	seed	NOUN
dad-10732	319	19	,	,	PUNCT
dad-10732	319	20	and	and	CCONJ
dad-10732	319	21	their	their	PRON
dad-10732	319	22	standard	standard	ADJ
dad-10732	319	23	deviations	deviation	NOUN
dad-10732	319	24	are	be	AUX
dad-10732	319	25	given	give	VERB
dad-10732	319	26	in	in	ADP
dad-10732	319	27	parentheses	parenthesis	NOUN
dad-10732	319	28	.	.	PUNCT
dad-10732	320	1	the	the	DET
dad-10732	320	2	random	random	ADJ
dad-10732	320	3	scheme	scheme	NOUN
dad-10732	320	4	used	use	VERB
dad-10732	320	5	is	be	AUX
dad-10732	320	6	the	the	DET
dad-10732	320	7	one	one	NUM
dad-10732	320	8	with	with	ADP
dad-10732	320	9	the	the	DET
dad-10732	320	10	best	good	ADJ
dad-10732	320	11	performance	performance	NOUN
dad-10732	320	12	on	on	ADP
dad-10732	320	13	dstc2dev	dstc2dev	NOUN
dad-10732	320	14	when	when	SCONJ
dad-10732	320	15	trained	train	VERB
dad-10732	320	16	on	on	ADP
dad-10732	320	17	dstc2trn	dstc2trn	NOUN
dad-10732	320	18	among	among	ADP
dad-10732	320	19	various	various	ADJ
dad-10732	320	20	kinds	kind	NOUN
dad-10732	320	21	of	of	ADP
dad-10732	320	22	random	random	ADJ
dad-10732	320	23	initialization	initialization	NOUN
dad-10732	320	24	schemes	scheme	NOUN
dad-10732	320	25	.	.	PUNCT
dad-10732	321	1	the	the	DET
dad-10732	321	2	performance	performance	NOUN
dad-10732	321	3	of	of	ADP
dad-10732	321	4	the	the	DET
dad-10732	321	5	rpn	rpn	PROPN
dad-10732	321	6	initialized	initialize	VERB
dad-10732	321	7	by	by	ADP
dad-10732	321	8	random	random	ADJ
dad-10732	321	9	values	value	NOUN
dad-10732	321	10	is	be	AUX
dad-10732	321	11	compared	compare	VERB
dad-10732	321	12	with	with	ADP
dad-10732	321	13	the	the	DET
dad-10732	321	14	performance	performance	NOUN
dad-10732	321	15	of	of	ADP
dad-10732	321	16	the	the	DET
dad-10732	321	17	rpn	rpn	PROPN
dad-10732	321	18	initialized	initialize	VERB
dad-10732	321	19	by	by	ADP
dad-10732	321	20	the	the	DET
dad-10732	321	21	integer	integer	NOUN
dad-10732	321	22	-	-	PUNCT
dad-10732	321	23	coefficient	coefficient	NOUN
dad-10732	321	24	cmbp	cmbp	NOUN
dad-10732	321	25	.	.	PUNCT
dad-10732	322	1	here	here	ADV
dad-10732	322	2	,	,	PUNCT
dad-10732	322	3	the	the	DET
dad-10732	322	4	cmbp	cmbp	NOUN
dad-10732	322	5	has	have	VERB
dad-10732	322	6	12	12	NUM
dad-10732	322	7	non	non	ADJ
dad-10732	322	8	-	-	ADJ
dad-10732	322	9	zero	zero	NUM
dad-10732	322	10	coefficients	coefficient	NOUN
dad-10732	322	11	and	and	CCONJ
dad-10732	322	12	has	have	VERB
dad-10732	322	13	the	the	DET
dad-10732	322	14	best	good	ADJ
dad-10732	322	15	performance	performance	NOUN
dad-10732	322	16	on	on	ADP
dad-10732	322	17	dstc2dev	dstc2dev	NOUN
dad-10732	322	18	when	when	SCONJ
dad-10732	322	19	trained	train	VERB
dad-10732	322	20	on	on	ADP
dad-10732	322	21	dstc2trn	dstc2trn	NOUN
dad-10732	322	22	.	.	PUNCT
dad-10732	323	1	it	it	PRON
dad-10732	323	2	can	can	AUX
dad-10732	323	3	be	be	AUX
dad-10732	323	4	seen	see	VERB
dad-10732	323	5	from	from	ADP
dad-10732	323	6	table	table	NOUN
dad-10732	323	7	2	2	NUM
dad-10732	323	8	that	that	PRON
dad-10732	323	9	the	the	DET
dad-10732	323	10	rpn	rpn	NOUN
dad-10732	323	11	initialized	initialize	VERB
dad-10732	323	12	by	by	ADP
dad-10732	323	13	the	the	DET
dad-10732	323	14	cmbp	cmbp	PROPN
dad-10732	323	15	coefficients	coefficients	PROPN
dad-10732	323	16	outperforms	outperform	VERB
dad-10732	323	17	the	the	DET
dad-10732	323	18	rpn	rpn	PROPN
dad-10732	323	19	initialized	initialize	VERB
dad-10732	323	20	by	by	ADP
dad-10732	323	21	random	random	ADJ
dad-10732	323	22	values	value	NOUN
dad-10732	323	23	moderately	moderately	ADV
dad-10732	323	24	on	on	ADP
dad-10732	323	25	dstc2eval	dstc2eval	NOUN
dad-10732	323	26	and	and	CCONJ
dad-10732	323	27	significantly	significantly	ADV
dad-10732	323	28	on	on	ADP
dad-10732	323	29	dstc3eval	dstc3eval	PRON
dad-10732	323	30	(	(	PUNCT
dad-10732	323	31	p	p	NOUN
dad-10732	323	32	-	-	PUNCT
dad-10732	323	33	value	value	NOUN
dad-10732	323	34	<	<	X
dad-10732	323	35	0.05	0.05	NUM
dad-10732	323	36	)	)	PUNCT
dad-10732	323	37	.	.	PUNCT
dad-10732	324	1	this	this	PRON
dad-10732	324	2	demonstrates	demonstrate	VERB
dad-10732	324	3	the	the	DET
dad-10732	324	4	encoded	encode	VERB
dad-10732	324	5	prior	prior	ADJ
dad-10732	324	6	knowledge	knowledge	NOUN
dad-10732	324	7	and	and	CCONJ
dad-10732	324	8	intuition	intuition	NOUN
dad-10732	324	9	in	in	ADP
dad-10732	324	10	cmbp	cmbp	NOUN
dad-10732	324	11	can	can	AUX
dad-10732	324	12	be	be	AUX
dad-10732	324	13	transferred	transfer	VERB
dad-10732	324	14	to	to	PART
dad-10732	324	15	rpn	rpn	VERB
dad-10732	324	16	to	to	PART
dad-10732	324	17	improve	improve	VERB
dad-10732	324	18	rpn	rpn	PROPN
dad-10732	324	19	’s	’s	PART
dad-10732	324	20	performance	performance	NOUN
dad-10732	324	21	,	,	PUNCT
dad-10732	324	22	which	which	PRON
dad-10732	324	23	is	be	AUX
dad-10732	324	24	one	one	NUM
dad-10732	324	25	of	of	ADP
dad-10732	324	26	rpn	rpn	PROPN
dad-10732	324	27	’s	’s	PART
dad-10732	324	28	advantage	advantage	NOUN
dad-10732	324	29	,	,	PUNCT
dad-10732	324	30	combining	combine	VERB
dad-10732	324	31	rule	rule	NOUN
dad-10732	324	32	-	-	PUNCT
dad-10732	324	33	based	base	VERB
dad-10732	324	34	models	model	NOUN
dad-10732	324	35	and	and	CCONJ
dad-10732	324	36	81	81	NUM
dad-10732	324	37	sun	sun	NOUN
dad-10732	324	38	,	,	PUNCT
dad-10732	324	39	xie	xie	PROPN
dad-10732	324	40	and	and	CCONJ
dad-10732	324	41	yu	yu	PROPN
dad-10732	324	42	initialization	initialization	PROPN
dad-10732	324	43	dstc2eval	dstc2eval	NOUN
dad-10732	324	44	dstc3eval	dstc3eval	PROPN
dad-10732	324	45	acc	acc	PROPN
dad-10732	324	46	l2	l2	VERB
dad-10732	324	47	acc	acc	PROPN
dad-10732	324	48	l2	l2	VERB
dad-10732	324	49	random	random	ADJ
dad-10732	324	50	0.753	0.753	NUM
dad-10732	324	51	(	(	PUNCT
dad-10732	324	52	0.008	0.008	NUM
dad-10732	324	53	)	)	PUNCT
dad-10732	324	54	0.468	0.468	NUM
dad-10732	324	55	(	(	PUNCT
dad-10732	324	56	0.020	0.020	NUM
dad-10732	324	57	)	)	PUNCT
dad-10732	324	58	0.633	0.633	NUM
dad-10732	324	59	(	(	PUNCT
dad-10732	324	60	0.005	0.005	NUM
dad-10732	324	61	)	)	PUNCT
dad-10732	324	62	0.667	0.667	NUM
dad-10732	324	63	(	(	PUNCT
dad-10732	324	64	0.026	0.026	NUM
dad-10732	324	65	)	)	PUNCT
dad-10732	324	66	cmbp	cmbp	NOUN
dad-10732	324	67	0.756	0.756	NUM
dad-10732	324	68	0.373	0.373	NUM
dad-10732	324	69	0.648	0.648	NUM
dad-10732	324	70	0.553	0.553	NUM
dad-10732	324	71	table	table	NOUN
dad-10732	324	72	2	2	NUM
dad-10732	324	73	:	:	PUNCT
dad-10732	324	74	performance	performance	NOUN
dad-10732	324	75	comparison	comparison	NOUN
dad-10732	324	76	between	between	ADP
dad-10732	324	77	the	the	DET
dad-10732	324	78	rpn	rpn	PROPN
dad-10732	324	79	initialized	initialize	VERB
dad-10732	324	80	by	by	ADP
dad-10732	324	81	random	random	ADJ
dad-10732	324	82	values	value	NOUN
dad-10732	324	83	,	,	PUNCT
dad-10732	324	84	and	and	CCONJ
dad-10732	324	85	the	the	DET
dad-10732	324	86	rpn	rpn	NOUN
dad-10732	324	87	initialized	initialize	VERB
dad-10732	324	88	by	by	ADP
dad-10732	324	89	the	the	DET
dad-10732	324	90	cmbp	cmbp	NOUN
dad-10732	324	91	coefficients	coefficient	VERB
dad-10732	324	92	on	on	ADP
dad-10732	324	93	dstc2eval	dstc2eval	NOUN
dad-10732	324	94	and	and	CCONJ
dad-10732	324	95	dstc3eval	dstc3eval	NOUN
dad-10732	324	96	.	.	PUNCT
dad-10732	325	1	data	data	NOUN
dad-10732	325	2	-	-	PUNCT
dad-10732	325	3	driven	drive	VERB
dad-10732	325	4	models	model	NOUN
dad-10732	325	5	.	.	PUNCT
dad-10732	326	1	in	in	ADP
dad-10732	326	2	the	the	DET
dad-10732	326	3	rest	rest	NOUN
dad-10732	326	4	of	of	ADP
dad-10732	326	5	the	the	DET
dad-10732	326	6	experiments	experiment	NOUN
dad-10732	326	7	,	,	PUNCT
dad-10732	326	8	all	all	DET
dad-10732	326	9	rpns	rpns	NOUN
dad-10732	326	10	use	use	VERB
dad-10732	326	11	cmbp	cmbp	NOUN
dad-10732	326	12	coefficients	coefficient	NOUN
dad-10732	326	13	for	for	ADP
dad-10732	326	14	initialization	initialization	NOUN
dad-10732	326	15	.	.	PUNCT
dad-10732	327	1	since	since	SCONJ
dad-10732	327	2	section	section	NOUN
dad-10732	327	3	4.3	4.3	NUM
dad-10732	327	4	shows	show	VERB
dad-10732	327	5	that	that	SCONJ
dad-10732	327	6	it	it	PRON
dad-10732	327	7	is	be	AUX
dad-10732	327	8	convenient	convenient	ADJ
dad-10732	327	9	to	to	PART
dad-10732	327	10	add	add	VERB
dad-10732	327	11	features	feature	NOUN
dad-10732	327	12	and	and	CCONJ
dad-10732	327	13	try	try	VERB
dad-10732	327	14	more	more	ADJ
dad-10732	327	15	complex	complex	ADJ
dad-10732	327	16	structures	structure	NOUN
dad-10732	327	17	,	,	PUNCT
dad-10732	327	18	it	it	PRON
dad-10732	327	19	is	be	AUX
dad-10732	327	20	interesting	interesting	ADJ
dad-10732	327	21	to	to	PART
dad-10732	327	22	investigate	investigate	VERB
dad-10732	327	23	rpns	rpns	NOUN
dad-10732	327	24	with	with	ADP
dad-10732	327	25	different	different	ADJ
dad-10732	327	26	feature	feature	NOUN
dad-10732	327	27	sets	set	NOUN
dad-10732	327	28	and	and	CCONJ
dad-10732	327	29	structures	structure	NOUN
dad-10732	327	30	,	,	PUNCT
dad-10732	327	31	as	as	SCONJ
dad-10732	327	32	shown	show	VERB
dad-10732	327	33	in	in	ADP
dad-10732	327	34	table	table	NOUN
dad-10732	327	35	3	3	NUM
dad-10732	327	36	.	.	PUNCT
dad-10732	328	1	it	it	PRON
dad-10732	328	2	can	can	AUX
dad-10732	328	3	be	be	AUX
dad-10732	328	4	seen	see	VERB
dad-10732	328	5	that	that	SCONJ
dad-10732	328	6	while	while	SCONJ
dad-10732	328	7	no	no	DET
dad-10732	328	8	obvious	obvious	ADJ
dad-10732	328	9	correlation	correlation	NOUN
dad-10732	328	10	between	between	ADP
dad-10732	328	11	the	the	DET
dad-10732	328	12	performance	performance	NOUN
dad-10732	328	13	and	and	CCONJ
dad-10732	328	14	different	different	ADJ
dad-10732	328	15	configurations	configuration	NOUN
dad-10732	328	16	of	of	ADP
dad-10732	328	17	feature	feature	NOUN
dad-10732	328	18	sets	set	NOUN
dad-10732	328	19	and	and	CCONJ
dad-10732	328	20	structures	structure	NOUN
dad-10732	328	21	can	can	AUX
dad-10732	328	22	be	be	AUX
dad-10732	328	23	observed	observe	VERB
dad-10732	328	24	on	on	ADP
dad-10732	328	25	dstc2eval	dstc2eval	NOUN
dad-10732	328	26	and	and	CCONJ
dad-10732	328	27	dstc3eval	dstc3eval	NOUN
dad-10732	328	28	,	,	PUNCT
dad-10732	328	29	rpns	rpns	NOUN
dad-10732	328	30	with	with	ADP
dad-10732	328	31	new	new	ADJ
dad-10732	328	32	features	feature	NOUN
dad-10732	328	33	and	and	CCONJ
dad-10732	328	34	new	new	ADJ
dad-10732	328	35	recurrent	recurrent	ADJ
dad-10732	328	36	connections	connection	NOUN
dad-10732	328	37	have	have	AUX
dad-10732	328	38	achieved	achieve	VERB
dad-10732	328	39	slightly	slightly	ADV
dad-10732	328	40	better	well	ADJ
dad-10732	328	41	performance	performance	NOUN
dad-10732	328	42	on	on	ADP
dad-10732	328	43	accuracy	accuracy	NOUN
dad-10732	328	44	,	,	PUNCT
dad-10732	328	45	though	though	SCONJ
dad-10732	328	46	the	the	DET
dad-10732	328	47	performance	performance	NOUN
dad-10732	328	48	difference	difference	NOUN
dad-10732	328	49	is	be	AUX
dad-10732	328	50	not	not	PART
dad-10732	328	51	significant	significant	ADJ
dad-10732	328	52	.	.	PUNCT
dad-10732	329	1	in	in	ADP
dad-10732	329	2	the	the	DET
dad-10732	329	3	rest	rest	NOUN
dad-10732	329	4	of	of	ADP
dad-10732	329	5	the	the	DET
dad-10732	329	6	paper	paper	NOUN
dad-10732	329	7	,	,	PUNCT
dad-10732	329	8	both	both	PRON
dad-10732	329	9	new	new	ADJ
dad-10732	329	10	features	feature	NOUN
dad-10732	329	11	and	and	CCONJ
dad-10732	329	12	new	new	ADJ
dad-10732	329	13	recurrent	recurrent	ADJ
dad-10732	329	14	connections	connection	NOUN
dad-10732	329	15	are	be	AUX
dad-10732	329	16	used	use	VERB
dad-10732	329	17	in	in	ADP
dad-10732	329	18	rpn	rpn	PROPN
dad-10732	329	19	,	,	PUNCT
dad-10732	329	20	unless	unless	SCONJ
dad-10732	329	21	otherwise	otherwise	ADV
dad-10732	329	22	stated	state	VERB
dad-10732	329	23	.	.	PUNCT
dad-10732	330	1	feature	feature	NOUN
dad-10732	330	2	set	set	VERB
dad-10732	330	3	new	new	ADJ
dad-10732	330	4	recurrent	recurrent	ADJ
dad-10732	330	5	dstc2eval	dstc2eval	NOUN
dad-10732	330	6	dstc3eval	dstc3eval	PROPN
dad-10732	330	7	connections	connection	VERB
dad-10732	330	8	acc	acc	PROPN
dad-10732	330	9	l2	l2	VERB
dad-10732	330	10	acc	acc	PROPN
dad-10732	330	11	l2	l2	NOUN
dad-10732	330	12	f0	f0	ADJ
dad-10732	330	13	∼	∼	NOUN
dad-10732	330	14	f5	f5	NOUN
dad-10732	330	15	no	no	DET
dad-10732	330	16	0.756	0.756	NUM
dad-10732	330	17	0.373	0.373	NUM
dad-10732	330	18	0.648	0.648	NUM
dad-10732	330	19	0.553	0.553	NUM
dad-10732	330	20	f0	f0	ADJ
dad-10732	330	21	∼	∼	NOUN
dad-10732	330	22	f9	f9	PROPN
dad-10732	330	23	0.757	0.757	NUM
dad-10732	330	24	0.374	0.374	NUM
dad-10732	330	25	0.650	0.650	NUM
dad-10732	330	26	0.557	0.557	NUM
dad-10732	330	27	f0	f0	ADJ
dad-10732	330	28	∼	∼	NOUN
dad-10732	330	29	f5	f5	NOUN
dad-10732	330	30	yes	yes	ADP
dad-10732	330	31	0.756	0.756	NUM
dad-10732	330	32	0.373	0.373	NUM
dad-10732	330	33	0.648	0.648	NUM
dad-10732	330	34	0.553	0.553	NUM
dad-10732	330	35	f0	f0	ADJ
dad-10732	330	36	∼	∼	NOUN
dad-10732	330	37	f9	f9	PROPN
dad-10732	330	38	0.757	0.757	NUM
dad-10732	330	39	0.374	0.374	NUM
dad-10732	330	40	0.650	0.650	NUM
dad-10732	330	41	0.549	0.549	NUM
dad-10732	330	42	table	table	NOUN
dad-10732	330	43	3	3	NUM
dad-10732	330	44	:	:	PUNCT
dad-10732	330	45	performance	performance	NOUN
dad-10732	330	46	comparison	comparison	NOUN
dad-10732	330	47	among	among	ADP
dad-10732	330	48	rpns	rpns	NOUN
dad-10732	330	49	with	with	ADP
dad-10732	330	50	different	different	ADJ
dad-10732	330	51	configurations	configuration	NOUN
dad-10732	330	52	on	on	ADP
dad-10732	330	53	dstc2eval	dstc2eval	NOUN
dad-10732	330	54	and	and	CCONJ
dad-10732	330	55	dstc3eval	dstc3eval	NOUN
dad-10732	330	56	.	.	PUNCT
dad-10732	331	1	5.2	5.2	NUM
dad-10732	331	2	comparison	comparison	NOUN
dad-10732	331	3	with	with	ADP
dad-10732	331	4	other	other	ADJ
dad-10732	331	5	dst	dst	PROPN
dad-10732	331	6	approaches	approach	VERB
dad-10732	331	7	the	the	DET
dad-10732	331	8	previous	previous	ADJ
dad-10732	331	9	subsection	subsection	NOUN
dad-10732	331	10	investigates	investigate	VERB
dad-10732	331	11	how	how	SCONJ
dad-10732	331	12	to	to	PART
dad-10732	331	13	get	get	VERB
dad-10732	331	14	the	the	DET
dad-10732	331	15	rpn	rpn	NOUN
dad-10732	331	16	with	with	ADP
dad-10732	331	17	the	the	DET
dad-10732	331	18	best	good	ADJ
dad-10732	331	19	configuration	configuration	NOUN
dad-10732	331	20	.	.	PUNCT
dad-10732	332	1	in	in	ADP
dad-10732	332	2	this	this	DET
dad-10732	332	3	subsection	subsection	NOUN
dad-10732	332	4	,	,	PUNCT
dad-10732	332	5	the	the	DET
dad-10732	332	6	performance	performance	NOUN
dad-10732	332	7	of	of	ADP
dad-10732	332	8	rpn	rpn	PROPN
dad-10732	332	9	is	be	AUX
dad-10732	332	10	compared	compare	VERB
dad-10732	332	11	to	to	ADP
dad-10732	332	12	both	both	PRON
dad-10732	332	13	rule	rule	NOUN
dad-10732	332	14	-	-	PUNCT
dad-10732	332	15	based	base	VERB
dad-10732	332	16	and	and	CCONJ
dad-10732	332	17	data	data	NOUN
dad-10732	332	18	-	-	PUNCT
dad-10732	332	19	driven	drive	VERB
dad-10732	332	20	statistical	statistical	ADJ
dad-10732	332	21	approaches	approach	NOUN
dad-10732	332	22	.	.	PUNCT
dad-10732	333	1	to	to	PART
dad-10732	333	2	make	make	VERB
dad-10732	333	3	fair	fair	ADJ
dad-10732	333	4	comparison	comparison	NOUN
dad-10732	333	5	,	,	PUNCT
dad-10732	333	6	all	all	DET
dad-10732	333	7	data	data	NOUN
dad-10732	333	8	-	-	PUNCT
dad-10732	333	9	driven	drive	VERB
dad-10732	333	10	models	model	NOUN
dad-10732	333	11	together	together	ADV
dad-10732	333	12	with	with	ADP
dad-10732	333	13	rpn	rpn	PROPN
dad-10732	333	14	in	in	ADP
dad-10732	333	15	this	this	DET
dad-10732	333	16	subsection	subsection	NOUN
dad-10732	333	17	use	use	VERB
dad-10732	333	18	similar	similar	ADJ
dad-10732	333	19	feature	feature	NOUN
dad-10732	333	20	set	set	NOUN
dad-10732	333	21	.	.	PUNCT
dad-10732	334	1	altogether	altogether	ADV
dad-10732	334	2	,	,	PUNCT
dad-10732	334	3	2	2	NUM
dad-10732	334	4	rule	rule	NOUN
dad-10732	334	5	-	-	PUNCT
dad-10732	334	6	based	base	VERB
dad-10732	334	7	trackers	tracker	NOUN
dad-10732	334	8	and	and	CCONJ
dad-10732	334	9	3	3	NUM
dad-10732	334	10	data	data	NOUN
dad-10732	334	11	-	-	PUNCT
dad-10732	334	12	driven	drive	VERB
dad-10732	334	13	trackers	tracker	NOUN
dad-10732	334	14	were	be	AUX
dad-10732	334	15	built	build	VERB
dad-10732	334	16	for	for	ADP
dad-10732	334	17	performance	performance	NOUN
dad-10732	334	18	comparison	comparison	NOUN
dad-10732	334	19	.	.	PUNCT
dad-10732	335	1	•	•	NUM
dad-10732	335	2	maxconf	maxconf	NOUN
dad-10732	335	3	is	be	AUX
dad-10732	335	4	a	a	DET
dad-10732	335	5	rule	rule	NOUN
dad-10732	335	6	-	-	PUNCT
dad-10732	335	7	based	base	VERB
dad-10732	335	8	model	model	NOUN
dad-10732	335	9	commonly	commonly	ADV
dad-10732	335	10	used	use	VERB
dad-10732	335	11	in	in	ADP
dad-10732	335	12	spoken	spoken	ADJ
dad-10732	335	13	dialogue	dialogue	NOUN
dad-10732	335	14	systems	system	NOUN
dad-10732	335	15	which	which	PRON
dad-10732	335	16	always	always	ADV
dad-10732	335	17	selects	select	VERB
dad-10732	335	18	the	the	DET
dad-10732	335	19	value	value	NOUN
dad-10732	335	20	with	with	ADP
dad-10732	335	21	the	the	DET
dad-10732	335	22	highest	high	ADJ
dad-10732	335	23	confidence	confidence	NOUN
dad-10732	335	24	score	score	NOUN
dad-10732	335	25	from	from	ADP
dad-10732	335	26	the	the	DET
dad-10732	335	27	1st	1st	ADJ
dad-10732	335	28	turn	turn	NOUN
dad-10732	335	29	to	to	ADP
dad-10732	335	30	the	the	DET
dad-10732	335	31	current	current	ADJ
dad-10732	335	32	turn	turn	NOUN
dad-10732	335	33	.	.	PUNCT
dad-10732	336	1	it	it	PRON
dad-10732	336	2	was	be	AUX
dad-10732	336	3	used	use	VERB
dad-10732	336	4	as	as	ADP
dad-10732	336	5	one	one	NUM
dad-10732	336	6	of	of	ADP
dad-10732	336	7	the	the	DET
dad-10732	336	8	primary	primary	ADJ
dad-10732	336	9	baselines	baseline	NOUN
dad-10732	336	10	in	in	ADP
dad-10732	336	11	dstc-2	dstc-2	NUM
dad-10732	336	12	and	and	CCONJ
dad-10732	336	13	dstc-3	dstc-3	PROPN
dad-10732	336	14	.	.	PUNCT
dad-10732	337	1	•	•	NUM
dad-10732	337	2	hwu	hwu	PRON
dad-10732	337	3	is	be	AUX
dad-10732	337	4	a	a	DET
dad-10732	337	5	rule	rule	NOUN
dad-10732	337	6	-	-	PUNCT
dad-10732	337	7	based	base	VERB
dad-10732	337	8	model	model	NOUN
dad-10732	337	9	proposed	propose	VERB
dad-10732	337	10	by	by	ADP
dad-10732	337	11	wang	wang	PROPN
dad-10732	337	12	and	and	CCONJ
dad-10732	337	13	lemon	lemon	PROPN
dad-10732	337	14	(	(	PUNCT
dad-10732	337	15	2013	2013	NUM
dad-10732	337	16	)	)	PUNCT
dad-10732	337	17	.	.	PUNCT
dad-10732	338	1	it	it	PRON
dad-10732	338	2	is	be	AUX
dad-10732	338	3	regarded	regard	VERB
dad-10732	338	4	as	as	ADP
dad-10732	338	5	a	a	DET
dad-10732	338	6	simple	simple	ADJ
dad-10732	338	7	,	,	PUNCT
dad-10732	338	8	yet	yet	CCONJ
dad-10732	338	9	competitive	competitive	ADJ
dad-10732	338	10	baseline	baseline	NOUN
dad-10732	338	11	of	of	ADP
dad-10732	338	12	dstc-2	dstc-2	NUM
dad-10732	338	13	and	and	CCONJ
dad-10732	338	14	dstc-3	dstc-3	PROPN
dad-10732	338	15	.	.	PUNCT
dad-10732	339	1	82	82	NUM
dad-10732	339	2	recurrent	recurrent	ADJ
dad-10732	339	3	polynomial	polynomial	ADJ
dad-10732	339	4	network	network	NOUN
dad-10732	339	5	for	for	ADP
dad-10732	339	6	dialogue	dialogue	NOUN
dad-10732	339	7	state	state	NOUN
dad-10732	339	8	tracking	tracking	NOUN
dad-10732	339	9	type	type	NOUN
dad-10732	339	10	system	system	NOUN
dad-10732	339	11	dstc2eval	dstc2eval	NOUN
dad-10732	339	12	dstc3eval	dstc3eval	NOUN
dad-10732	339	13	acc	acc	PROPN
dad-10732	339	14	l2	l2	VERB
dad-10732	339	15	acc	acc	PROPN
dad-10732	339	16	l2	l2	PROPN
dad-10732	339	17	rule	rule	NOUN
dad-10732	339	18	maxconf	maxconf	NOUN
dad-10732	339	19	0.668	0.668	NUM
dad-10732	339	20	0.647	0.647	NUM
dad-10732	339	21	0.548	0.548	NUM
dad-10732	339	22	0.861	0.861	NUM
dad-10732	339	23	hwu	hwu	VERB
dad-10732	339	24	0.720	0.720	NUM
dad-10732	339	25	0.445	0.445	NUM
dad-10732	339	26	0.594	0.594	NUM
dad-10732	339	27	0.570	0.570	NUM
dad-10732	339	28	data	data	NOUN
dad-10732	339	29	-	-	PUNCT
dad-10732	339	30	driven	drive	VERB
dad-10732	339	31	dnn	dnn	PROPN
dad-10732	339	32	0.719	0.719	NUM
dad-10732	339	33	0.469	0.469	NUM
dad-10732	339	34	0.628	0.628	NUM
dad-10732	339	35	0.556	0.556	NUM
dad-10732	339	36	maxent	maxent	NOUN
dad-10732	339	37	0.710	0.710	NUM
dad-10732	339	38	0.431	0.431	NUM
dad-10732	339	39	0.607	0.607	NUM
dad-10732	339	40	0.563	0.563	NUM
dad-10732	339	41	lstm	lstm	NOUN
dad-10732	339	42	0.736	0.736	NUM
dad-10732	339	43	0.418	0.418	NUM
dad-10732	339	44	0.632	0.632	NUM
dad-10732	339	45	0.549	0.549	NUM
dad-10732	339	46	hybrid	hybrid	ADJ
dad-10732	339	47	cmbp	cmbp	NOUN
dad-10732	339	48	0.755	0.755	NUM
dad-10732	339	49	0.372	0.372	NUM
dad-10732	339	50	0.627	0.627	NUM
dad-10732	339	51	0.546	0.546	NUM
dad-10732	339	52	rpn	rpn	VERB
dad-10732	339	53	0.756	0.756	NUM
dad-10732	339	54	0.373	0.373	NUM
dad-10732	339	55	0.648	0.648	NUM
dad-10732	339	56	0.553	0.553	NUM
dad-10732	339	57	table	table	NOUN
dad-10732	339	58	4	4	NUM
dad-10732	339	59	:	:	PUNCT
dad-10732	339	60	performance	performance	NOUN
dad-10732	339	61	comparison	comparison	NOUN
dad-10732	339	62	among	among	ADP
dad-10732	339	63	rpn	rpn	PROPN
dad-10732	339	64	,	,	PUNCT
dad-10732	339	65	rule	rule	NOUN
dad-10732	339	66	-	-	PUNCT
dad-10732	339	67	based	base	VERB
dad-10732	339	68	and	and	CCONJ
dad-10732	339	69	data	data	NOUN
dad-10732	339	70	-	-	PUNCT
dad-10732	339	71	driven	drive	VERB
dad-10732	339	72	approaches	approach	NOUN
dad-10732	339	73	with	with	ADP
dad-10732	339	74	similar	similar	ADJ
dad-10732	339	75	feature	feature	NOUN
dad-10732	339	76	set	set	VERB
dad-10732	339	77	on	on	ADP
dad-10732	339	78	dstc2eval	dstc2eval	NOUN
dad-10732	339	79	and	and	CCONJ
dad-10732	339	80	dstc3eval	dstc3eval	NOUN
dad-10732	339	81	.	.	PUNCT
dad-10732	340	1	the	the	DET
dad-10732	340	2	performance	performance	NOUN
dad-10732	340	3	of	of	ADP
dad-10732	340	4	cmbp	cmbp	NOUN
dad-10732	340	5	in	in	ADP
dad-10732	340	6	the	the	DET
dad-10732	340	7	table	table	NOUN
dad-10732	340	8	is	be	AUX
dad-10732	340	9	the	the	DET
dad-10732	340	10	performance	performance	NOUN
dad-10732	340	11	of	of	ADP
dad-10732	340	12	the	the	DET
dad-10732	340	13	rpn	rpn	NOUN
dad-10732	340	14	which	which	PRON
dad-10732	340	15	has	have	AUX
dad-10732	340	16	been	be	AUX
dad-10732	340	17	initialized	initialize	VERB
dad-10732	340	18	but	but	CCONJ
dad-10732	340	19	not	not	PART
dad-10732	340	20	been	be	AUX
dad-10732	340	21	trained	train	VERB
dad-10732	340	22	.	.	PUNCT
dad-10732	341	1	•	•	NUM
dad-10732	341	2	dnn	dnn	PROPN
dad-10732	341	3	is	be	AUX
dad-10732	341	4	a	a	DET
dad-10732	341	5	data	data	NOUN
dad-10732	341	6	-	-	PUNCT
dad-10732	341	7	driven	drive	VERB
dad-10732	341	8	statistical	statistical	ADJ
dad-10732	341	9	model	model	NOUN
dad-10732	341	10	using	use	VERB
dad-10732	341	11	deep	deep	ADJ
dad-10732	341	12	neural	neural	ADJ
dad-10732	341	13	network	network	NOUN
dad-10732	341	14	model	model	NOUN
dad-10732	341	15	(	(	PUNCT
dad-10732	341	16	sun	sun	PROPN
dad-10732	341	17	et	et	PROPN
dad-10732	341	18	al	al	PROPN
dad-10732	341	19	.	.	PROPN
dad-10732	341	20	,	,	PUNCT
dad-10732	341	21	2014a	2014a	NUM
dad-10732	341	22	)	)	PUNCT
dad-10732	341	23	with	with	ADP
dad-10732	341	24	probability	probability	NOUN
dad-10732	341	25	feature	feature	NOUN
dad-10732	341	26	as	as	ADP
dad-10732	341	27	rpn	rpn	PROPN
dad-10732	341	28	.	.	PUNCT
dad-10732	342	1	since	since	SCONJ
dad-10732	342	2	dnn	dnn	PROPN
dad-10732	342	3	does	do	AUX
dad-10732	342	4	not	not	PART
dad-10732	342	5	have	have	VERB
dad-10732	342	6	recurrent	recurrent	ADJ
dad-10732	342	7	structures	structure	NOUN
dad-10732	342	8	while	while	SCONJ
dad-10732	342	9	rpn	rpn	PROPN
dad-10732	342	10	does	do	AUX
dad-10732	342	11	,	,	PUNCT
dad-10732	342	12	to	to	PART
dad-10732	342	13	fairly	fairly	ADV
dad-10732	342	14	take	take	VERB
dad-10732	342	15	into	into	ADP
dad-10732	342	16	account	account	NOUN
dad-10732	342	17	this	this	PRON
dad-10732	342	18	,	,	PUNCT
dad-10732	342	19	the	the	DET
dad-10732	342	20	dnn	dnn	PROPN
dad-10732	342	21	feature	feature	NOUN
dad-10732	342	22	set	set	VERB
dad-10732	342	23	at	at	ADP
dad-10732	342	24	the	the	DET
dad-10732	342	25	tth	tth	PROPN
dad-10732	342	26	turn	turn	NOUN
dad-10732	342	27	is	be	AUX
dad-10732	342	28	defined	define	VERB
dad-10732	342	29	as⋃	as⋃	PROPN
dad-10732	342	30	i∈{t−9	i∈{t−9	NUM
dad-10732	342	31	,	,	PUNCT
dad-10732	342	32	·	·	PUNCT
dad-10732	342	33	·	·	PUNCT
dad-10732	342	34	·	·	PUNCT
dad-10732	342	35	,	,	PUNCT
dad-10732	342	36	t	t	PROPN
dad-10732	342	37	}	}	PUNCT
dad-10732	342	38	{	{	PUNCT
dad-10732	342	39	p+	p+	VERB
dad-10732	342	40	i	i	PRON
dad-10732	342	41	(	(	PUNCT
dad-10732	342	42	v	v	NOUN
dad-10732	342	43	)	)	PUNCT
dad-10732	342	44	,	,	PUNCT
dad-10732	342	45	p−i	p−i	PROPN
dad-10732	342	46	(	(	PUNCT
dad-10732	342	47	v	v	NOUN
dad-10732	342	48	)	)	PUNCT
dad-10732	342	49	,	,	PUNCT
dad-10732	342	50	p̃+	p̃+	PROPN
dad-10732	342	51	i	i	PRON
dad-10732	342	52	(	(	PUNCT
dad-10732	342	53	v	v	NOUN
dad-10732	342	54	)	)	PUNCT
dad-10732	342	55	,	,	PUNCT
dad-10732	342	56	p̃−i	p̃−i	PROPN
dad-10732	342	57	(	(	PUNCT
dad-10732	342	58	v	v	NOUN
dad-10732	342	59	)	)	PUNCT
dad-10732	342	60	}	}	PUNCT
dad-10732	342	61	∪	∪	X
dad-10732	342	62	{	{	PUNCT
dad-10732	342	63	p̂	p̂	X
dad-10732	342	64	(	(	PUNCT
dad-10732	342	65	t	t	NOUN
dad-10732	342	66	)	)	PUNCT
dad-10732	342	67	}	}	PUNCT
dad-10732	342	68	where	where	SCONJ
dad-10732	342	69	p̂	p̂	X
dad-10732	342	70	(	(	PUNCT
dad-10732	342	71	t	t	PROPN
dad-10732	342	72	)	)	PUNCT
dad-10732	342	73	is	be	AUX
dad-10732	342	74	the	the	DET
dad-10732	342	75	highest	high	ADJ
dad-10732	342	76	confidence	confidence	NOUN
dad-10732	342	77	score	score	NOUN
dad-10732	342	78	from	from	ADP
dad-10732	342	79	the	the	DET
dad-10732	342	80	1st	1st	ADJ
dad-10732	342	81	turn	turn	NOUN
dad-10732	342	82	to	to	ADP
dad-10732	342	83	the	the	DET
dad-10732	342	84	tth	tth	PROPN
dad-10732	342	85	turn	turn	NOUN
dad-10732	342	86	.	.	PUNCT
dad-10732	343	1	the	the	DET
dad-10732	343	2	dnn	dnn	PROPN
dad-10732	343	3	has	have	VERB
dad-10732	343	4	3	3	NUM
dad-10732	343	5	hidden	hidden	ADJ
dad-10732	343	6	layers	layer	NOUN
dad-10732	343	7	with	with	ADP
dad-10732	343	8	64	64	NUM
dad-10732	343	9	nodes	node	NOUN
dad-10732	343	10	per	per	ADP
dad-10732	343	11	layer	layer	NOUN
dad-10732	343	12	.	.	PUNCT
dad-10732	344	1	•	•	NUM
dad-10732	344	2	maxent	maxent	NOUN
dad-10732	344	3	is	be	AUX
dad-10732	344	4	also	also	ADV
dad-10732	344	5	a	a	DET
dad-10732	344	6	data	data	NOUN
dad-10732	344	7	-	-	PUNCT
dad-10732	344	8	driven	drive	VERB
dad-10732	344	9	statistical	statistical	ADJ
dad-10732	344	10	model	model	NOUN
dad-10732	344	11	using	use	VERB
dad-10732	344	12	maximum	maximum	ADJ
dad-10732	344	13	entropy	entropy	NOUN
dad-10732	344	14	model	model	NOUN
dad-10732	344	15	(	(	PUNCT
dad-10732	344	16	sun	sun	PROPN
dad-10732	344	17	et	et	PROPN
dad-10732	344	18	al	al	PROPN
dad-10732	344	19	.	.	PROPN
dad-10732	344	20	,	,	PUNCT
dad-10732	344	21	2014a	2014a	NUM
dad-10732	344	22	)	)	PUNCT
dad-10732	344	23	with	with	ADP
dad-10732	344	24	the	the	DET
dad-10732	344	25	same	same	ADJ
dad-10732	344	26	input	input	NOUN
dad-10732	344	27	features	feature	NOUN
dad-10732	344	28	as	as	ADP
dad-10732	344	29	dnn	dnn	PROPN
dad-10732	344	30	.	.	PROPN
dad-10732	344	31	•	•	NUM
dad-10732	344	32	lstm	lstm	NOUN
dad-10732	344	33	is	be	AUX
dad-10732	344	34	another	another	DET
dad-10732	344	35	data	data	NOUN
dad-10732	344	36	-	-	PUNCT
dad-10732	344	37	driven	drive	VERB
dad-10732	344	38	statistical	statistical	ADJ
dad-10732	344	39	model	model	NOUN
dad-10732	344	40	using	use	VERB
dad-10732	344	41	long	long	ADJ
dad-10732	344	42	short	short	ADJ
dad-10732	344	43	-	-	PUNCT
dad-10732	344	44	term	term	NOUN
dad-10732	344	45	memory	memory	NOUN
dad-10732	344	46	model	model	NOUN
dad-10732	344	47	(	(	PUNCT
dad-10732	344	48	hochreiter	hochreiter	PROPN
dad-10732	344	49	and	and	CCONJ
dad-10732	344	50	schmidhuber	schmidhuber	NOUN
dad-10732	344	51	,	,	PUNCT
dad-10732	344	52	1997	1997	NUM
dad-10732	344	53	)	)	PUNCT
dad-10732	344	54	with	with	ADP
dad-10732	344	55	the	the	DET
dad-10732	344	56	same	same	ADJ
dad-10732	344	57	input	input	NOUN
dad-10732	344	58	features	feature	NOUN
dad-10732	344	59	as	as	ADP
dad-10732	344	60	rpn	rpn	PROPN
dad-10732	344	61	.	.	PUNCT
dad-10732	345	1	it	it	PRON
dad-10732	345	2	has	have	VERB
dad-10732	345	3	similar	similar	ADJ
dad-10732	345	4	structure	structure	NOUN
dad-10732	345	5	as	as	ADP
dad-10732	345	6	the	the	DET
dad-10732	345	7	dnn	dnn	PROPN
dad-10732	345	8	model	model	NOUN
dad-10732	345	9	(	(	PUNCT
dad-10732	345	10	sun	sun	PROPN
dad-10732	345	11	et	et	PROPN
dad-10732	345	12	al	al	PROPN
dad-10732	345	13	.	.	PROPN
dad-10732	345	14	,	,	PUNCT
dad-10732	345	15	2014a	2014a	NUM
dad-10732	345	16	)	)	PUNCT
dad-10732	345	17	except	except	SCONJ
dad-10732	345	18	for	for	ADP
dad-10732	345	19	its	its	PRON
dad-10732	345	20	hidden	hidden	ADJ
dad-10732	345	21	layers	layer	NOUN
dad-10732	345	22	using	use	VERB
dad-10732	345	23	lstm	lstm	ADJ
dad-10732	345	24	blocks	block	NOUN
dad-10732	345	25	.	.	PUNCT
dad-10732	346	1	the	the	DET
dad-10732	346	2	lstm	lstm	NOUN
dad-10732	346	3	used	use	VERB
dad-10732	346	4	here	here	ADV
dad-10732	346	5	has	have	VERB
dad-10732	346	6	3	3	NUM
dad-10732	346	7	hidden	hidden	ADJ
dad-10732	346	8	layers	layer	NOUN
dad-10732	346	9	with	with	ADP
dad-10732	346	10	100	100	NUM
dad-10732	346	11	lstm	lstm	NOUN
dad-10732	346	12	blocks	block	NOUN
dad-10732	346	13	per	per	ADP
dad-10732	346	14	layer	layer	NOUN
dad-10732	346	15	.	.	PUNCT
dad-10732	347	1	it	it	PRON
dad-10732	347	2	can	can	AUX
dad-10732	347	3	be	be	AUX
dad-10732	347	4	observed	observe	VERB
dad-10732	347	5	that	that	SCONJ
dad-10732	347	6	,	,	PUNCT
dad-10732	347	7	with	with	ADP
dad-10732	347	8	similar	similar	ADJ
dad-10732	347	9	feature	feature	NOUN
dad-10732	347	10	set	set	NOUN
dad-10732	347	11	,	,	PUNCT
dad-10732	347	12	rpn	rpn	PROPN
dad-10732	347	13	can	can	AUX
dad-10732	347	14	outperform	outperform	VERB
dad-10732	347	15	both	both	DET
dad-10732	347	16	rule	rule	NOUN
dad-10732	347	17	-	-	PUNCT
dad-10732	347	18	based	base	VERB
dad-10732	347	19	and	and	CCONJ
dad-10732	347	20	datadriven	datadriven	ADJ
dad-10732	347	21	approaches	approach	NOUN
dad-10732	347	22	in	in	ADP
dad-10732	347	23	terms	term	NOUN
dad-10732	347	24	of	of	ADP
dad-10732	347	25	joint	joint	ADJ
dad-10732	347	26	goal	goal	NOUN
dad-10732	347	27	accuracy	accuracy	NOUN
dad-10732	347	28	.	.	PUNCT
dad-10732	348	1	statistical	statistical	ADJ
dad-10732	348	2	significance	significance	NOUN
dad-10732	348	3	tests	test	NOUN
dad-10732	348	4	were	be	AUX
dad-10732	348	5	also	also	ADV
dad-10732	348	6	performed	perform	VERB
dad-10732	348	7	assuming	assume	VERB
dad-10732	348	8	a	a	DET
dad-10732	348	9	binomial	binomial	ADJ
dad-10732	348	10	distribution	distribution	NOUN
dad-10732	348	11	for	for	ADP
dad-10732	348	12	each	each	DET
dad-10732	348	13	turn	turn	NOUN
dad-10732	348	14	.	.	PUNCT
dad-10732	349	1	rpn	rpn	PROPN
dad-10732	349	2	was	be	AUX
dad-10732	349	3	shown	show	VERB
dad-10732	349	4	to	to	PART
dad-10732	349	5	significantly	significantly	ADV
dad-10732	349	6	outperform	outperform	VERB
dad-10732	349	7	both	both	CCONJ
dad-10732	349	8	rule	rule	NOUN
dad-10732	349	9	-	-	PUNCT
dad-10732	349	10	based	base	VERB
dad-10732	349	11	and	and	CCONJ
dad-10732	349	12	data	data	NOUN
dad-10732	349	13	-	-	PUNCT
dad-10732	349	14	driven	drive	VERB
dad-10732	349	15	statistical	statistical	ADJ
dad-10732	349	16	approaches	approach	NOUN
dad-10732	349	17	at	at	ADP
dad-10732	349	18	95	95	NUM
dad-10732	349	19	%	%	NOUN
dad-10732	349	20	confidence	confidence	NOUN
dad-10732	349	21	level	level	NOUN
dad-10732	349	22	.	.	PUNCT
dad-10732	350	1	for	for	ADP
dad-10732	350	2	l2	l2	NOUN
dad-10732	350	3	,	,	PUNCT
dad-10732	350	4	rpn	rpn	PROPN
dad-10732	350	5	is	be	AUX
dad-10732	350	6	competitive	competitive	ADJ
dad-10732	350	7	to	to	ADP
dad-10732	350	8	both	both	PRON
dad-10732	350	9	rule	rule	NOUN
dad-10732	350	10	-	-	PUNCT
dad-10732	350	11	based	base	VERB
dad-10732	350	12	and	and	CCONJ
dad-10732	350	13	the	the	DET
dad-10732	350	14	data	data	NOUN
dad-10732	350	15	-	-	PUNCT
dad-10732	350	16	driven	drive	VERB
dad-10732	350	17	statistical	statistical	ADJ
dad-10732	350	18	approaches	approach	NOUN
dad-10732	350	19	.	.	PUNCT
dad-10732	351	1	5.3	5.3	NUM
dad-10732	351	2	comparison	comparison	NOUN
dad-10732	351	3	with	with	ADP
dad-10732	351	4	state	state	NOUN
dad-10732	351	5	-	-	PUNCT
dad-10732	351	6	of	of	ADP
dad-10732	351	7	-	-	PUNCT
dad-10732	351	8	the	the	DET
dad-10732	351	9	-	-	PUNCT
dad-10732	351	10	art	art	NOUN
dad-10732	351	11	dstc	dstc	NOUN
dad-10732	351	12	trackers	tracker	NOUN
dad-10732	351	13	in	in	ADP
dad-10732	351	14	the	the	DET
dad-10732	351	15	dstcs	dstcs	NOUN
dad-10732	351	16	,	,	PUNCT
dad-10732	351	17	the	the	DET
dad-10732	351	18	state	state	NOUN
dad-10732	351	19	-	-	PUNCT
dad-10732	351	20	of	of	ADP
dad-10732	351	21	-	-	PUNCT
dad-10732	351	22	the	the	DET
dad-10732	351	23	-	-	PUNCT
dad-10732	351	24	art	art	NOUN
dad-10732	351	25	trackers	tracker	NOUN
dad-10732	351	26	mostly	mostly	ADV
dad-10732	351	27	employed	employ	VERB
dad-10732	351	28	data	data	NOUN
dad-10732	351	29	-	-	PUNCT
dad-10732	351	30	driven	drive	VERB
dad-10732	351	31	statistical	statistical	ADJ
dad-10732	351	32	approaches	approach	NOUN
dad-10732	351	33	.	.	PUNCT
dad-10732	352	1	usually	usually	ADV
dad-10732	352	2	,	,	PUNCT
dad-10732	352	3	richer	rich	ADJ
dad-10732	352	4	feature	feature	NOUN
dad-10732	352	5	set	set	VERB
dad-10732	352	6	and	and	CCONJ
dad-10732	352	7	more	more	ADV
dad-10732	352	8	complicated	complicated	ADJ
dad-10732	352	9	model	model	NOUN
dad-10732	352	10	structures	structure	NOUN
dad-10732	352	11	than	than	SCONJ
dad-10732	352	12	the	the	DET
dad-10732	352	13	data	data	NOUN
dad-10732	352	14	-	-	PUNCT
dad-10732	352	15	driven	drive	VERB
dad-10732	352	16	statistical	statistical	ADJ
dad-10732	352	17	models	model	NOUN
dad-10732	352	18	in	in	ADP
dad-10732	352	19	section	section	NOUN
dad-10732	352	20	5.2	5.2	NUM
dad-10732	352	21	are	be	AUX
dad-10732	352	22	used	use	VERB
dad-10732	352	23	.	.	PUNCT
dad-10732	353	1	in	in	ADP
dad-10732	353	2	this	this	DET
dad-10732	353	3	section	section	NOUN
dad-10732	353	4	,	,	PUNCT
dad-10732	353	5	the	the	DET
dad-10732	353	6	proposed	propose	VERB
dad-10732	353	7	rpn	rpn	NOUN
dad-10732	353	8	approach	approach	NOUN
dad-10732	353	9	is	be	AUX
dad-10732	353	10	compared	compare	VERB
dad-10732	353	11	to	to	ADP
dad-10732	353	12	the	the	DET
dad-10732	353	13	best	good	ADJ
dad-10732	353	14	submitted	submit	VERB
dad-10732	353	15	trackers	tracker	NOUN
dad-10732	353	16	in	in	ADP
dad-10732	353	17	dstc-2/3	dstc-2/3	PROPN
dad-10732	353	18	and	and	CCONJ
dad-10732	353	19	the	the	DET
dad-10732	353	20	best	good	ADJ
dad-10732	353	21	cmbp	cmbp	NOUN
dad-10732	353	22	trackers	tracker	NOUN
dad-10732	353	23	,	,	PUNCT
dad-10732	353	24	regardless	regardless	ADV
dad-10732	353	25	of	of	ADP
dad-10732	353	26	fairness	fairness	NOUN
dad-10732	353	27	of	of	ADP
dad-10732	353	28	feature	feature	NOUN
dad-10732	353	29	selection	selection	NOUN
dad-10732	353	30	and	and	CCONJ
dad-10732	353	31	the	the	DET
dad-10732	353	32	slu	slu	NOUN
dad-10732	353	33	refinement	refinement	PROPN
dad-10732	353	34	approach	approach	NOUN
dad-10732	353	35	.	.	PUNCT
dad-10732	354	1	rpn	rpn	PROPN
dad-10732	354	2	is	be	AUX
dad-10732	354	3	compared	compare	VERB
dad-10732	354	4	and	and	CCONJ
dad-10732	354	5	the	the	DET
dad-10732	354	6	results	result	NOUN
dad-10732	354	7	are	be	AUX
dad-10732	354	8	shown	show	VERB
dad-10732	354	9	in	in	ADP
dad-10732	354	10	table	table	NOUN
dad-10732	354	11	5	5	NUM
dad-10732	354	12	and	and	CCONJ
dad-10732	354	13	table	table	NOUN
dad-10732	354	14	83	83	NUM
dad-10732	354	15	sun	sun	NOUN
dad-10732	354	16	,	,	PUNCT
dad-10732	354	17	xie	xie	PROPN
dad-10732	354	18	and	and	CCONJ
dad-10732	354	19	yu	yu	PROPN
dad-10732	354	20	system	system	NOUN
dad-10732	354	21	approach	approach	NOUN
dad-10732	354	22	rank	rank	VERB
dad-10732	354	23	acc	acc	PROPN
dad-10732	354	24	l2	l2	PROPN
dad-10732	354	25	baseline	baseline	PROPN
dad-10732	354	26	*	*	PUNCT
dad-10732	354	27	rule	rule	VERB
dad-10732	354	28	5	5	NUM
dad-10732	354	29	0.719	0.719	NUM
dad-10732	354	30	0.464	0.464	NUM
dad-10732	354	31	williams	williams	PROPN
dad-10732	354	32	(	(	PUNCT
dad-10732	354	33	2014	2014	NUM
dad-10732	354	34	)	)	PUNCT
dad-10732	354	35	lambdamart	lambdamart	NOUN
dad-10732	354	36	1	1	NUM
dad-10732	354	37	0.784	0.784	NUM
dad-10732	354	38	0.735	0.735	NUM
dad-10732	354	39	henderson	henderson	PROPN
dad-10732	354	40	et	et	PROPN
dad-10732	354	41	al	al	PROPN
dad-10732	354	42	.	.	PROPN
dad-10732	355	1	(	(	PUNCT
dad-10732	355	2	2014d	2014d	NUM
dad-10732	355	3	)	)	PUNCT
dad-10732	355	4	rnn	rnn	VERB
dad-10732	355	5	2	2	NUM
dad-10732	355	6	0.768	0.768	NUM
dad-10732	355	7	0.346	0.346	NUM
dad-10732	355	8	sun	sun	X
dad-10732	355	9	et	et	PROPN
dad-10732	355	10	al	al	PROPN
dad-10732	355	11	.	.	PROPN
dad-10732	356	1	(	(	PUNCT
dad-10732	356	2	2014a	2014a	NUM
dad-10732	356	3	)	)	PUNCT
dad-10732	356	4	dnn	dnn	NOUN
dad-10732	356	5	3	3	NUM
dad-10732	356	6	0.750	0.750	NUM
dad-10732	356	7	0.416	0.416	NUM
dad-10732	356	8	yu	yu	PROPN
dad-10732	356	9	et	et	PROPN
dad-10732	356	10	al	al	PROPN
dad-10732	356	11	.	.	PROPN
dad-10732	357	1	(	(	PUNCT
dad-10732	357	2	2015	2015	NUM
dad-10732	357	3	)	)	PUNCT
dad-10732	357	4	real	real	ADJ
dad-10732	357	5	cmbp	cmbp	NOUN
dad-10732	357	6	2.5	2.5	NUM
dad-10732	357	7	0.762	0.762	NUM
dad-10732	357	8	0.436	0.436	NUM
dad-10732	357	9	rpn	rpn	PROPN
dad-10732	357	10	rpn	rpn	VERB
dad-10732	357	11	2.5	2.5	NUM
dad-10732	357	12	0.757	0.757	NUM
dad-10732	357	13	0.374	0.374	NUM
dad-10732	357	14	table	table	NOUN
dad-10732	357	15	5	5	NUM
dad-10732	357	16	:	:	PUNCT
dad-10732	357	17	performance	performance	NOUN
dad-10732	357	18	comparison	comparison	NOUN
dad-10732	357	19	among	among	ADP
dad-10732	357	20	rpn	rpn	PROPN
dad-10732	357	21	,	,	PUNCT
dad-10732	357	22	real	real	ADJ
dad-10732	357	23	-	-	PUNCT
dad-10732	357	24	coefficient	coefficient	NOUN
dad-10732	357	25	cmbp	cmbp	NOUN
dad-10732	357	26	and	and	CCONJ
dad-10732	357	27	best	good	ADJ
dad-10732	357	28	trackers	tracker	NOUN
dad-10732	357	29	of	of	ADP
dad-10732	357	30	dstc2	dstc2	NOUN
dad-10732	357	31	on	on	ADP
dad-10732	357	32	dstc2eval	dstc2eval	PROPN
dad-10732	357	33	.	.	PUNCT
dad-10732	358	1	baseline	baseline	PROPN
dad-10732	358	2	*	*	PUNCT
dad-10732	358	3	is	be	AUX
dad-10732	358	4	the	the	DET
dad-10732	358	5	best	good	ADJ
dad-10732	358	6	results	result	NOUN
dad-10732	358	7	from	from	ADP
dad-10732	358	8	the	the	DET
dad-10732	358	9	4	4	NUM
dad-10732	358	10	baselines	baseline	NOUN
dad-10732	358	11	in	in	ADP
dad-10732	358	12	dstc2	dstc2	PROPN
dad-10732	358	13	.	.	PUNCT
dad-10732	359	1	6	6	X
dad-10732	359	2	.	.	X
dad-10732	359	3	note	note	VERB
dad-10732	359	4	that	that	SCONJ
dad-10732	359	5	structure	structure	NOUN
dad-10732	359	6	shown	show	VERB
dad-10732	359	7	in	in	ADP
dad-10732	359	8	figure	figure	NOUN
dad-10732	359	9	7	7	NUM
dad-10732	359	10	with	with	ADP
dad-10732	359	11	richer	rich	ADJ
dad-10732	359	12	feature	feature	NOUN
dad-10732	359	13	set	set	VERB
dad-10732	359	14	and	and	CCONJ
dad-10732	359	15	a	a	DET
dad-10732	359	16	new	new	ADJ
dad-10732	359	17	recurrent	recurrent	ADJ
dad-10732	359	18	connection	connection	NOUN
dad-10732	359	19	is	be	AUX
dad-10732	359	20	used	use	VERB
dad-10732	359	21	here	here	ADV
dad-10732	359	22	.	.	PUNCT
dad-10732	360	1	note	note	VERB
dad-10732	360	2	that	that	SCONJ
dad-10732	360	3	,	,	PUNCT
dad-10732	360	4	in	in	ADP
dad-10732	360	5	dstc-2	dstc-2	NUM
dad-10732	360	6	,	,	PUNCT
dad-10732	360	7	the	the	DET
dad-10732	360	8	williams	williams	PROPN
dad-10732	360	9	(	(	PUNCT
dad-10732	360	10	2014	2014	NUM
dad-10732	360	11	)	)	PUNCT
dad-10732	360	12	’s	’s	PART
dad-10732	360	13	system	system	NOUN
dad-10732	360	14	employed	employ	VERB
dad-10732	360	15	batch	batch	NOUN
dad-10732	360	16	asr	asr	NOUN
dad-10732	360	17	hypothesis	hypothesis	NOUN
dad-10732	360	18	information	information	NOUN
dad-10732	360	19	(	(	PUNCT
dad-10732	360	20	i.e.	i.e.	X
dad-10732	360	21	off	off	ADP
dad-10732	360	22	-	-	PUNCT
dad-10732	360	23	line	line	NOUN
dad-10732	360	24	asr	asr	NOUN
dad-10732	360	25	re	re	VERB
dad-10732	360	26	-	-	VERB
dad-10732	360	27	decoded	decode	VERB
dad-10732	360	28	results	result	NOUN
dad-10732	360	29	)	)	PUNCT
dad-10732	360	30	and	and	CCONJ
dad-10732	360	31	can	can	AUX
dad-10732	360	32	not	not	PART
dad-10732	360	33	be	be	AUX
dad-10732	360	34	used	use	VERB
dad-10732	360	35	in	in	ADP
dad-10732	360	36	the	the	DET
dad-10732	360	37	normal	normal	ADJ
dad-10732	360	38	on	on	ADP
dad-10732	360	39	-	-	PUNCT
dad-10732	360	40	line	line	NOUN
dad-10732	360	41	model	model	NOUN
dad-10732	360	42	in	in	ADP
dad-10732	360	43	practice	practice	NOUN
dad-10732	360	44	.	.	PUNCT
dad-10732	361	1	hence	hence	ADV
dad-10732	361	2	,	,	PUNCT
dad-10732	361	3	the	the	DET
dad-10732	361	4	practically	practically	ADV
dad-10732	361	5	best	good	ADJ
dad-10732	361	6	tracker	tracker	NOUN
dad-10732	361	7	is	be	AUX
dad-10732	361	8	henderson	henderson	PROPN
dad-10732	361	9	et	et	PROPN
dad-10732	361	10	al	al	PROPN
dad-10732	361	11	.	.	PROPN
dad-10732	362	1	(	(	PUNCT
dad-10732	362	2	2014d	2014d	NUM
dad-10732	362	3	)	)	PUNCT
dad-10732	362	4	.	.	PUNCT
dad-10732	363	1	it	it	PRON
dad-10732	363	2	can	can	AUX
dad-10732	363	3	be	be	AUX
dad-10732	363	4	observed	observe	VERB
dad-10732	363	5	from	from	ADP
dad-10732	363	6	table	table	NOUN
dad-10732	363	7	5	5	NUM
dad-10732	363	8	,	,	PUNCT
dad-10732	363	9	rpn	rpn	NOUN
dad-10732	363	10	ranks	rank	VERB
dad-10732	363	11	only	only	ADV
dad-10732	363	12	second	second	ADJ
dad-10732	363	13	to	to	ADP
dad-10732	363	14	the	the	DET
dad-10732	363	15	best	good	ADJ
dad-10732	363	16	practical	practical	ADJ
dad-10732	363	17	tracker	tracker	NOUN
dad-10732	363	18	among	among	ADP
dad-10732	363	19	the	the	DET
dad-10732	363	20	submitted	submit	VERB
dad-10732	363	21	trackers	tracker	NOUN
dad-10732	363	22	in	in	ADP
dad-10732	363	23	dstc-2	dstc-2	NUM
dad-10732	363	24	in	in	ADP
dad-10732	363	25	accuracy	accuracy	NOUN
dad-10732	363	26	and	and	CCONJ
dad-10732	363	27	l2	l2	NOUN
dad-10732	363	28	.	.	PUNCT
dad-10732	364	1	considering	consider	VERB
dad-10732	364	2	that	that	DET
dad-10732	364	3	rpn	rpn	PROPN
dad-10732	364	4	only	only	ADV
dad-10732	364	5	used	use	VERB
dad-10732	364	6	probabilistic	probabilistic	ADJ
dad-10732	364	7	features	feature	NOUN
dad-10732	364	8	and	and	CCONJ
dad-10732	364	9	very	very	ADV
dad-10732	364	10	limited	limited	ADJ
dad-10732	364	11	added	add	VERB
dad-10732	364	12	features	feature	NOUN
dad-10732	364	13	and	and	CCONJ
dad-10732	364	14	can	can	AUX
dad-10732	364	15	operate	operate	VERB
dad-10732	364	16	very	very	ADV
dad-10732	364	17	efficiently	efficiently	ADV
dad-10732	364	18	,	,	PUNCT
dad-10732	364	19	it	it	PRON
dad-10732	364	20	is	be	AUX
dad-10732	364	21	quite	quite	ADV
dad-10732	364	22	competitive	competitive	ADJ
dad-10732	364	23	.	.	PUNCT
dad-10732	365	1	system	system	NOUN
dad-10732	365	2	approach	approach	NOUN
dad-10732	365	3	rank	rank	VERB
dad-10732	365	4	acc	acc	PROPN
dad-10732	365	5	l2	l2	PROPN
dad-10732	365	6	baseline	baseline	PROPN
dad-10732	365	7	*	*	PUNCT
dad-10732	365	8	rule	rule	VERB
dad-10732	365	9	6	6	NUM
dad-10732	365	10	0.575	0.575	NUM
dad-10732	365	11	0.691	0.691	NUM
dad-10732	365	12	henderson	henderson	PROPN
dad-10732	365	13	et	et	PROPN
dad-10732	365	14	al	al	PROPN
dad-10732	365	15	.	.	PROPN
dad-10732	366	1	(	(	PUNCT
dad-10732	366	2	2014c	2014c	NUM
dad-10732	366	3	)	)	PUNCT
dad-10732	366	4	rnn	rnn	VERB
dad-10732	366	5	1	1	NUM
dad-10732	366	6	0.646	0.646	NUM
dad-10732	366	7	0.538	0.538	NUM
dad-10732	366	8	kadlec	kadlec	PROPN
dad-10732	366	9	et	et	PROPN
dad-10732	366	10	al	al	PROPN
dad-10732	366	11	.	.	PUNCT
dad-10732	367	1	(	(	PUNCT
dad-10732	367	2	2014	2014	NUM
dad-10732	367	3	)	)	PUNCT
dad-10732	367	4	rule	rule	VERB
dad-10732	367	5	2	2	NUM
dad-10732	367	6	0.630	0.630	NUM
dad-10732	367	7	0.627	0.627	NUM
dad-10732	367	8	sun	sun	PROPN
dad-10732	367	9	et	et	PROPN
dad-10732	367	10	al	al	PROPN
dad-10732	367	11	.	.	PROPN
dad-10732	368	1	(	(	PUNCT
dad-10732	368	2	2014b	2014b	NUM
dad-10732	368	3	)	)	PUNCT
dad-10732	368	4	int	int	NOUN
dad-10732	368	5	cmbp	cmbp	NOUN
dad-10732	368	6	3	3	NUM
dad-10732	368	7	0.610	0.610	NUM
dad-10732	368	8	0.556	0.556	NUM
dad-10732	368	9	yu	yu	PROPN
dad-10732	368	10	et	et	PROPN
dad-10732	368	11	al	al	PROPN
dad-10732	368	12	.	.	PROPN
dad-10732	369	1	(	(	PUNCT
dad-10732	369	2	2015	2015	NUM
dad-10732	369	3	)	)	PUNCT
dad-10732	369	4	real	real	ADJ
dad-10732	369	5	cmbp	cmbp	X
dad-10732	369	6	1.5	1.5	NUM
dad-10732	369	7	0.634	0.634	NUM
dad-10732	369	8	0.579	0.579	NUM
dad-10732	369	9	rpn	rpn	PROPN
dad-10732	369	10	rpn	rpn	PROPN
dad-10732	369	11	0.5	0.5	NUM
dad-10732	369	12	0.650	0.650	NUM
dad-10732	369	13	0.549	0.549	NUM
dad-10732	369	14	table	table	NOUN
dad-10732	369	15	6	6	NUM
dad-10732	369	16	:	:	PUNCT
dad-10732	369	17	performance	performance	NOUN
dad-10732	369	18	comparison	comparison	NOUN
dad-10732	369	19	among	among	ADP
dad-10732	369	20	rpn	rpn	PROPN
dad-10732	369	21	,	,	PUNCT
dad-10732	369	22	real	real	ADJ
dad-10732	369	23	-	-	PUNCT
dad-10732	369	24	coefficient	coefficient	NOUN
dad-10732	369	25	cmbp	cmbp	NOUN
dad-10732	369	26	and	and	CCONJ
dad-10732	369	27	best	good	ADJ
dad-10732	369	28	trackers	tracker	NOUN
dad-10732	369	29	of	of	ADP
dad-10732	369	30	dstc3	dstc3	NOUN
dad-10732	369	31	on	on	ADP
dad-10732	369	32	dstc3eval	dstc3eval	PROPN
dad-10732	369	33	.	.	PUNCT
dad-10732	370	1	baseline	baseline	PROPN
dad-10732	370	2	*	*	PUNCT
dad-10732	370	3	is	be	AUX
dad-10732	370	4	the	the	DET
dad-10732	370	5	best	good	ADJ
dad-10732	370	6	results	result	NOUN
dad-10732	370	7	from	from	ADP
dad-10732	370	8	the	the	DET
dad-10732	370	9	4	4	NUM
dad-10732	370	10	baselines	baseline	NOUN
dad-10732	370	11	in	in	ADP
dad-10732	370	12	dstc3	dstc3	NOUN
dad-10732	370	13	.	.	PUNCT
dad-10732	371	1	it	it	PRON
dad-10732	371	2	can	can	AUX
dad-10732	371	3	be	be	AUX
dad-10732	371	4	seen	see	VERB
dad-10732	371	5	from	from	ADP
dad-10732	371	6	table	table	NOUN
dad-10732	371	7	6	6	NUM
dad-10732	371	8	,	,	PUNCT
dad-10732	371	9	rpn	rpn	NOUN
dad-10732	371	10	trained	train	VERB
dad-10732	371	11	on	on	ADP
dad-10732	371	12	dstc-2	dstc-2	PROPN
dad-10732	371	13	can	can	AUX
dad-10732	371	14	achieve	achieve	VERB
dad-10732	371	15	state	state	NOUN
dad-10732	371	16	-	-	PUNCT
dad-10732	371	17	of	of	ADP
dad-10732	371	18	-	-	PUNCT
dad-10732	371	19	the	the	DET
dad-10732	371	20	-	-	PUNCT
dad-10732	371	21	art	art	NOUN
dad-10732	371	22	performance	performance	NOUN
dad-10732	371	23	on	on	ADP
dad-10732	371	24	dstc-3	dstc-3	PROPN
dad-10732	371	25	without	without	ADP
dad-10732	371	26	modifying	modify	VERB
dad-10732	371	27	tracking	tracking	NOUN
dad-10732	371	28	method5	method5	NOUN
dad-10732	371	29	,	,	PUNCT
dad-10732	371	30	outperforming	outperform	VERB
dad-10732	371	31	all	all	DET
dad-10732	371	32	the	the	DET
dad-10732	371	33	submitted	submit	VERB
dad-10732	371	34	trackers	tracker	NOUN
dad-10732	371	35	in	in	ADP
dad-10732	371	36	dstc3	dstc3	NOUN
dad-10732	371	37	including	include	VERB
dad-10732	371	38	the	the	DET
dad-10732	371	39	rnn	rnn	NOUN
dad-10732	371	40	system	system	NOUN
dad-10732	371	41	.	.	PUNCT
dad-10732	372	1	this	this	PRON
dad-10732	372	2	demonstrates	demonstrate	VERB
dad-10732	372	3	that	that	PRON
dad-10732	372	4	rpn	rpn	PROPN
dad-10732	372	5	successfully	successfully	ADV
dad-10732	372	6	inherits	inherit	VERB
dad-10732	372	7	the	the	DET
dad-10732	372	8	advantage	advantage	NOUN
dad-10732	372	9	of	of	ADP
dad-10732	372	10	good	good	ADJ
dad-10732	372	11	generalization	generalization	NOUN
dad-10732	372	12	ability	ability	NOUN
dad-10732	372	13	of	of	ADP
dad-10732	372	14	rule	rule	NOUN
dad-10732	372	15	-	-	PUNCT
dad-10732	372	16	based	base	VERB
dad-10732	372	17	model	model	NOUN
dad-10732	372	18	.	.	PUNCT
dad-10732	373	1	considering	consider	VERB
dad-10732	373	2	the	the	DET
dad-10732	373	3	feature	feature	NOUN
dad-10732	373	4	set	set	NOUN
dad-10732	373	5	and	and	CCONJ
dad-10732	373	6	structure	structure	NOUN
dad-10732	373	7	of	of	ADP
dad-10732	373	8	rpn	rpn	PROPN
dad-10732	373	9	are	be	AUX
dad-10732	373	10	relatively	relatively	ADV
dad-10732	373	11	simple	simple	ADJ
dad-10732	373	12	in	in	ADP
dad-10732	373	13	this	this	DET
dad-10732	373	14	paper	paper	NOUN
dad-10732	373	15	,	,	PUNCT
dad-10732	373	16	future	future	ADJ
dad-10732	373	17	work	work	NOUN
dad-10732	373	18	will	will	AUX
dad-10732	373	19	investigate	investigate	VERB
dad-10732	373	20	richer	rich	ADJ
dad-10732	373	21	features	feature	NOUN
dad-10732	373	22	and	and	CCONJ
dad-10732	373	23	more	more	ADJ
dad-10732	373	24	complex	complex	ADJ
dad-10732	373	25	structures	structure	NOUN
dad-10732	373	26	.	.	PUNCT
dad-10732	374	1	6	6	X
dad-10732	374	2	.	.	X
dad-10732	374	3	conclusion	conclusion	NOUN
dad-10732	374	4	this	this	DET
dad-10732	374	5	paper	paper	NOUN
dad-10732	374	6	proposes	propose	VERB
dad-10732	374	7	a	a	DET
dad-10732	374	8	novel	novel	ADJ
dad-10732	374	9	hybrid	hybrid	ADJ
dad-10732	374	10	framework	framework	NOUN
dad-10732	374	11	,	,	PUNCT
dad-10732	374	12	referred	refer	VERB
dad-10732	374	13	to	to	ADP
dad-10732	374	14	as	as	ADP
dad-10732	374	15	recurrent	recurrent	ADJ
dad-10732	374	16	polynomial	polynomial	ADJ
dad-10732	374	17	network	network	NOUN
dad-10732	374	18	,	,	PUNCT
dad-10732	374	19	to	to	PART
dad-10732	374	20	improve	improve	VERB
dad-10732	374	21	the	the	DET
dad-10732	374	22	combination	combination	NOUN
dad-10732	374	23	of	of	ADP
dad-10732	374	24	the	the	DET
dad-10732	374	25	rule	rule	NOUN
dad-10732	374	26	-	-	PUNCT
dad-10732	374	27	based	base	VERB
dad-10732	374	28	approaches	approach	NOUN
dad-10732	374	29	and	and	CCONJ
dad-10732	374	30	data	datum	NOUN
dad-10732	374	31	-	-	PUNCT
dad-10732	374	32	driven	drive	VERB
dad-10732	374	33	approaches	approach	NOUN
dad-10732	374	34	.	.	PUNCT
dad-10732	375	1	with	with	ADP
dad-10732	375	2	the	the	DET
dad-10732	375	3	ability	ability	NOUN
dad-10732	375	4	5	5	NUM
dad-10732	375	5	.	.	PUNCT
dad-10732	376	1	the	the	DET
dad-10732	376	2	parser	parser	NOUN
dad-10732	376	3	is	be	AUX
dad-10732	376	4	refined	refine	VERB
dad-10732	376	5	for	for	ADP
dad-10732	376	6	dstc-3	dstc-3	PROPN
dad-10732	376	7	(	(	PUNCT
dad-10732	376	8	zhu	zhu	X
dad-10732	376	9	et	et	PROPN
dad-10732	376	10	al	al	PROPN
dad-10732	376	11	.	.	PROPN
dad-10732	376	12	,	,	PUNCT
dad-10732	376	13	2014	2014	NUM
dad-10732	376	14	)	)	PUNCT
dad-10732	376	15	.	.	PUNCT
dad-10732	377	1	84	84	NUM
dad-10732	377	2	recurrent	recurrent	ADJ
dad-10732	377	3	polynomial	polynomial	ADJ
dad-10732	377	4	network	network	NOUN
dad-10732	377	5	for	for	ADP
dad-10732	377	6	dialogue	dialogue	NOUN
dad-10732	377	7	state	state	NOUN
dad-10732	377	8	tracking	tracking	NOUN
dad-10732	377	9	of	of	ADP
dad-10732	377	10	incorporating	incorporate	VERB
dad-10732	377	11	prior	prior	ADJ
dad-10732	377	12	knowledge	knowledge	NOUN
dad-10732	377	13	into	into	ADP
dad-10732	377	14	a	a	DET
dad-10732	377	15	data	data	NOUN
dad-10732	377	16	-	-	PUNCT
dad-10732	377	17	driven	drive	VERB
dad-10732	377	18	framework	framework	NOUN
dad-10732	377	19	,	,	PUNCT
dad-10732	377	20	rpn	rpn	PROPN
dad-10732	377	21	has	have	VERB
dad-10732	377	22	the	the	DET
dad-10732	377	23	advantages	advantage	NOUN
dad-10732	377	24	of	of	ADP
dad-10732	377	25	both	both	DET
dad-10732	377	26	rule	rule	NOUN
dad-10732	377	27	-	-	PUNCT
dad-10732	377	28	based	base	VERB
dad-10732	377	29	and	and	CCONJ
dad-10732	377	30	data	data	NOUN
dad-10732	377	31	-	-	PUNCT
dad-10732	377	32	driven	drive	VERB
dad-10732	377	33	approaches	approach	NOUN
dad-10732	377	34	.	.	PUNCT
dad-10732	378	1	experiments	experiment	NOUN
dad-10732	378	2	on	on	ADP
dad-10732	378	3	two	two	NUM
dad-10732	378	4	dstc	dstc	NOUN
dad-10732	378	5	tasks	task	NOUN
dad-10732	378	6	showed	show	VERB
dad-10732	378	7	that	that	SCONJ
dad-10732	378	8	the	the	DET
dad-10732	378	9	proposed	propose	VERB
dad-10732	378	10	approach	approach	NOUN
dad-10732	378	11	not	not	PART
dad-10732	378	12	only	only	ADV
dad-10732	378	13	is	be	AUX
dad-10732	378	14	more	more	ADV
dad-10732	378	15	stable	stable	ADJ
dad-10732	378	16	than	than	ADP
dad-10732	378	17	many	many	ADJ
dad-10732	378	18	major	major	ADJ
dad-10732	378	19	data	data	NOUN
dad-10732	378	20	-	-	PUNCT
dad-10732	378	21	driven	drive	VERB
dad-10732	378	22	statistical	statistical	ADJ
dad-10732	378	23	approaches	approach	NOUN
dad-10732	378	24	,	,	PUNCT
dad-10732	378	25	but	but	CCONJ
dad-10732	378	26	also	also	ADV
dad-10732	378	27	has	have	VERB
dad-10732	378	28	competitive	competitive	ADJ
dad-10732	378	29	performance	performance	NOUN
dad-10732	378	30	,	,	PUNCT
dad-10732	378	31	outperforming	outperform	VERB
dad-10732	378	32	many	many	ADJ
dad-10732	378	33	state	state	NOUN
dad-10732	378	34	-	-	PUNCT
dad-10732	378	35	of	of	ADP
dad-10732	378	36	-	-	PUNCT
dad-10732	378	37	the	the	DET
dad-10732	378	38	-	-	PUNCT
dad-10732	378	39	art	art	NOUN
dad-10732	378	40	trackers	tracker	NOUN
dad-10732	378	41	.	.	PUNCT
dad-10732	379	1	since	since	SCONJ
dad-10732	379	2	the	the	DET
dad-10732	379	3	rpn	rpn	PROPN
dad-10732	379	4	in	in	ADP
dad-10732	379	5	this	this	DET
dad-10732	379	6	paper	paper	NOUN
dad-10732	379	7	only	only	ADV
dad-10732	379	8	used	use	VERB
dad-10732	379	9	probabilistic	probabilistic	ADJ
dad-10732	379	10	features	feature	NOUN
dad-10732	379	11	and	and	CCONJ
dad-10732	379	12	very	very	ADV
dad-10732	379	13	limited	limited	ADJ
dad-10732	379	14	added	add	VERB
dad-10732	379	15	features	feature	NOUN
dad-10732	379	16	,	,	PUNCT
dad-10732	379	17	the	the	DET
dad-10732	379	18	performance	performance	NOUN
dad-10732	379	19	of	of	ADP
dad-10732	379	20	rpn	rpn	PROPN
dad-10732	379	21	can	can	AUX
dad-10732	379	22	be	be	AUX
dad-10732	379	23	influenced	influence	VERB
dad-10732	379	24	by	by	ADP
dad-10732	379	25	how	how	SCONJ
dad-10732	379	26	reliable	reliable	ADJ
dad-10732	379	27	the	the	DET
dad-10732	379	28	slu	slu	NOUN
dad-10732	379	29	’s	’s	PART
dad-10732	379	30	confidence	confidence	NOUN
dad-10732	379	31	scores	score	NOUN
dad-10732	379	32	are	be	AUX
dad-10732	379	33	.	.	PUNCT
dad-10732	380	1	therefore	therefore	ADV
dad-10732	380	2	,	,	PUNCT
dad-10732	380	3	future	future	ADJ
dad-10732	380	4	work	work	NOUN
dad-10732	380	5	will	will	AUX
dad-10732	380	6	investigate	investigate	VERB
dad-10732	380	7	the	the	DET
dad-10732	380	8	influence	influence	NOUN
dad-10732	380	9	of	of	ADP
dad-10732	380	10	slus	slus	NOUN
dad-10732	380	11	on	on	ADP
dad-10732	380	12	the	the	DET
dad-10732	380	13	performance	performance	NOUN
dad-10732	380	14	of	of	ADP
dad-10732	380	15	rpn	rpn	PROPN
dad-10732	380	16	,	,	PUNCT
dad-10732	380	17	and	and	CCONJ
dad-10732	380	18	rich	rich	ADJ
dad-10732	380	19	features	feature	NOUN
dad-10732	380	20	for	for	ADP
dad-10732	380	21	rpn	rpn	PROPN
dad-10732	380	22	.	.	PUNCT
dad-10732	381	1	moreover	moreover	ADV
dad-10732	381	2	,	,	PUNCT
dad-10732	381	3	future	future	ADJ
dad-10732	381	4	work	work	NOUN
dad-10732	381	5	will	will	AUX
dad-10732	381	6	also	also	ADV
dad-10732	381	7	address	address	VERB
dad-10732	381	8	applying	apply	VERB
dad-10732	381	9	rpn	rpn	PROPN
dad-10732	381	10	to	to	ADP
dad-10732	381	11	other	other	ADJ
dad-10732	381	12	domains	domain	NOUN
dad-10732	381	13	,	,	PUNCT
dad-10732	381	14	such	such	ADJ
dad-10732	381	15	as	as	ADP
dad-10732	381	16	the	the	DET
dad-10732	381	17	bus	bus	NOUN
dad-10732	381	18	timetables	timetable	NOUN
dad-10732	381	19	domain	domain	NOUN
dad-10732	381	20	in	in	ADP
dad-10732	381	21	dstc-1	dstc-1	PROPN
dad-10732	381	22	,	,	PUNCT
dad-10732	381	23	and	and	CCONJ
dad-10732	381	24	theoretic	theoretic	ADJ
dad-10732	381	25	analysis	analysis	NOUN
dad-10732	381	26	of	of	ADP
dad-10732	381	27	rpn	rpn	PROPN
dad-10732	381	28	.	.	PUNCT
dad-10732	382	1	references	reference	NOUN
dad-10732	382	2	ian	ian	PROPN
dad-10732	382	3	cloete	cloete	NOUN
dad-10732	382	4	and	and	CCONJ
dad-10732	382	5	jacek	jacek	PROPN
dad-10732	382	6	m	m	PROPN
dad-10732	382	7	zurada	zurada	PROPN
dad-10732	382	8	.	.	PUNCT
dad-10732	383	1	knowledge	knowledge	NOUN
dad-10732	383	2	-	-	PUNCT
dad-10732	383	3	based	base	VERB
dad-10732	383	4	neurocomputing	neurocomputing	NOUN
dad-10732	383	5	.	.	PUNCT
dad-10732	384	1	mit	mit	PROPN
dad-10732	384	2	press	press	NOUN
dad-10732	384	3	,	,	PUNCT
dad-10732	384	4	2000	2000	NUM
dad-10732	384	5	.	.	PUNCT
dad-10732	385	1	li	li	PROPN
dad-10732	385	2	deng	deng	PROPN
dad-10732	385	3	,	,	PUNCT
dad-10732	385	4	jinyu	jinyu	PROPN
dad-10732	385	5	li	li	PROPN
dad-10732	385	6	,	,	PUNCT
dad-10732	385	7	jui	jui	PROPN
dad-10732	385	8	-	-	PUNCT
dad-10732	385	9	ting	ting	PROPN
dad-10732	385	10	huang	huang	PROPN
dad-10732	385	11	,	,	PUNCT
dad-10732	385	12	kaisheng	kaisheng	PROPN
dad-10732	385	13	yao	yao	PROPN
dad-10732	385	14	,	,	PUNCT
dad-10732	385	15	dong	dong	PROPN
dad-10732	385	16	yu	yu	PROPN
dad-10732	385	17	,	,	PUNCT
dad-10732	385	18	frank	frank	PROPN
dad-10732	385	19	seide	seide	PROPN
dad-10732	385	20	,	,	PUNCT
dad-10732	385	21	michael	michael	PROPN
dad-10732	385	22	seltzer	seltzer	PROPN
dad-10732	385	23	,	,	PUNCT
dad-10732	385	24	geoff	geoff	PROPN
dad-10732	385	25	zweig	zweig	PROPN
dad-10732	385	26	,	,	PUNCT
dad-10732	385	27	xiaodong	xiaodong	PROPN
dad-10732	386	1	he	he	PRON
dad-10732	386	2	,	,	PUNCT
dad-10732	386	3	jason	jason	PROPN
dad-10732	386	4	williams	williams	PROPN
dad-10732	386	5	,	,	PUNCT
dad-10732	386	6	et	et	PROPN
dad-10732	386	7	al	al	PROPN
dad-10732	386	8	.	.	PUNCT
dad-10732	387	1	recent	recent	ADJ
dad-10732	387	2	advances	advance	NOUN
dad-10732	387	3	in	in	ADP
dad-10732	387	4	deep	deep	ADJ
dad-10732	387	5	learning	learning	NOUN
dad-10732	387	6	for	for	ADP
dad-10732	387	7	speech	speech	NOUN
dad-10732	387	8	research	research	NOUN
dad-10732	387	9	at	at	ADP
dad-10732	387	10	microsoft	microsoft	PROPN
dad-10732	387	11	.	.	PUNCT
dad-10732	388	1	in	in	ADP
dad-10732	388	2	acoustics	acoustic	NOUN
dad-10732	388	3	,	,	PUNCT
dad-10732	388	4	speech	speech	NOUN
dad-10732	388	5	and	and	CCONJ
dad-10732	388	6	signal	signal	NOUN
dad-10732	388	7	processing	processing	NOUN
dad-10732	388	8	(	(	PUNCT
dad-10732	388	9	icassp	icassp	PROPN
dad-10732	388	10	)	)	PUNCT
dad-10732	388	11	,	,	PUNCT
dad-10732	388	12	2013	2013	NUM
dad-10732	388	13	ieee	ieee	PROPN
dad-10732	388	14	international	international	ADJ
dad-10732	388	15	conference	conference	NOUN
dad-10732	388	16	on	on	ADP
dad-10732	388	17	,	,	PUNCT
dad-10732	388	18	pages	page	NOUN
dad-10732	388	19	8604–8608	8604–8608	NUM
dad-10732	388	20	.	.	PUNCT
dad-10732	388	21	ieee	ieee	PROPN
dad-10732	388	22	,	,	PUNCT
dad-10732	388	23	2013	2013	NUM
dad-10732	388	24	.	.	PUNCT
dad-10732	389	1	milica	milica	PROPN
dad-10732	389	2	gašić	gašić	PROPN
dad-10732	389	3	and	and	CCONJ
dad-10732	389	4	steve	steve	PROPN
dad-10732	389	5	young	young	PROPN
dad-10732	389	6	.	.	PUNCT
dad-10732	390	1	effective	effective	ADJ
dad-10732	390	2	handling	handling	NOUN
dad-10732	390	3	of	of	ADP
dad-10732	390	4	dialogue	dialogue	NOUN
dad-10732	390	5	state	state	NOUN
dad-10732	390	6	in	in	ADP
dad-10732	390	7	the	the	DET
dad-10732	390	8	hidden	hide	VERB
dad-10732	390	9	information	information	NOUN
dad-10732	390	10	state	state	NOUN
dad-10732	390	11	pomdp	pomdp	NOUN
dad-10732	390	12	-	-	PUNCT
dad-10732	390	13	based	base	VERB
dad-10732	390	14	dialogue	dialogue	NOUN
dad-10732	390	15	manager	manager	NOUN
dad-10732	390	16	.	.	PUNCT
dad-10732	391	1	acm	acm	PROPN
dad-10732	391	2	transactions	transaction	NOUN
dad-10732	391	3	on	on	ADP
dad-10732	391	4	speech	speech	NOUN
dad-10732	391	5	and	and	CCONJ
dad-10732	391	6	language	language	NOUN
dad-10732	391	7	processing	processing	NOUN
dad-10732	391	8	(	(	PUNCT
dad-10732	391	9	tslp	tslp	PROPN
dad-10732	391	10	)	)	PUNCT
dad-10732	391	11	,	,	PUNCT
dad-10732	391	12	7(3):4	7(3):4	PROPN
dad-10732	391	13	,	,	PUNCT
dad-10732	391	14	2011	2011	NUM
dad-10732	391	15	.	.	PUNCT
dad-10732	392	1	matthew	matthew	PROPN
dad-10732	392	2	henderson	henderson	PROPN
dad-10732	392	3	,	,	PUNCT
dad-10732	392	4	blaise	blaise	PROPN
dad-10732	392	5	thomson	thomson	PROPN
dad-10732	392	6	,	,	PUNCT
dad-10732	392	7	and	and	CCONJ
dad-10732	392	8	jason	jason	PROPN
dad-10732	392	9	williams	williams	PROPN
dad-10732	392	10	.	.	PUNCT
dad-10732	393	1	dialog	dialog	PROPN
dad-10732	393	2	state	state	NOUN
dad-10732	393	3	tracking	tracking	NOUN
dad-10732	393	4	challenge	challenge	NOUN
dad-10732	393	5	2	2	NUM
dad-10732	393	6	&	&	CCONJ
dad-10732	393	7	3	3	NUM
dad-10732	393	8	.	.	PROPN
dad-10732	393	9	2013	2013	NUM
dad-10732	393	10	.	.	PUNCT
dad-10732	394	1	matthew	matthew	PROPN
dad-10732	394	2	henderson	henderson	PROPN
dad-10732	394	3	,	,	PUNCT
dad-10732	394	4	blaise	blaise	PROPN
dad-10732	394	5	thomson	thomson	PROPN
dad-10732	394	6	,	,	PUNCT
dad-10732	394	7	and	and	CCONJ
dad-10732	394	8	jason	jason	PROPN
dad-10732	394	9	d.	d.	PROPN
dad-10732	394	10	williams	williams	PROPN
dad-10732	394	11	.	.	PUNCT
dad-10732	395	1	the	the	DET
dad-10732	395	2	third	third	ADJ
dad-10732	395	3	dialog	dialog	NOUN
dad-10732	395	4	state	state	NOUN
dad-10732	395	5	tracking	tracking	NOUN
dad-10732	395	6	challenge	challenge	NOUN
dad-10732	395	7	.	.	PUNCT
dad-10732	396	1	in	in	ADP
dad-10732	396	2	proceedings	proceeding	NOUN
dad-10732	396	3	of	of	ADP
dad-10732	396	4	ieee	ieee	NOUN
dad-10732	396	5	spoken	speak	VERB
dad-10732	396	6	language	language	NOUN
dad-10732	396	7	technology	technology	NOUN
dad-10732	396	8	workshop	workshop	NOUN
dad-10732	396	9	(	(	PUNCT
dad-10732	396	10	slt	slt	PROPN
dad-10732	396	11	)	)	PUNCT
dad-10732	396	12	,	,	PUNCT
dad-10732	396	13	december	december	PROPN
dad-10732	396	14	2014a	2014a	NUM
dad-10732	396	15	.	.	PUNCT
dad-10732	397	1	matthew	matthew	PROPN
dad-10732	397	2	henderson	henderson	PROPN
dad-10732	397	3	,	,	PUNCT
dad-10732	397	4	blaise	blaise	PROPN
dad-10732	397	5	thomson	thomson	PROPN
dad-10732	397	6	,	,	PUNCT
dad-10732	397	7	and	and	CCONJ
dad-10732	397	8	jason	jason	PROPN
dad-10732	397	9	d	d	PROPN
dad-10732	397	10	williams	williams	PROPN
dad-10732	397	11	.	.	PUNCT
dad-10732	398	1	the	the	DET
dad-10732	398	2	second	second	ADJ
dad-10732	398	3	dialog	dialog	NOUN
dad-10732	398	4	state	state	NOUN
dad-10732	398	5	tracking	tracking	NOUN
dad-10732	398	6	challenge	challenge	NOUN
dad-10732	398	7	.	.	PUNCT
dad-10732	399	1	in	in	ADP
dad-10732	399	2	proceedings	proceeding	NOUN
dad-10732	399	3	of	of	ADP
dad-10732	399	4	the	the	DET
dad-10732	399	5	15th	15th	ADJ
dad-10732	399	6	annual	annual	ADJ
dad-10732	399	7	meeting	meeting	NOUN
dad-10732	399	8	of	of	ADP
dad-10732	399	9	the	the	DET
dad-10732	399	10	special	special	ADJ
dad-10732	399	11	interest	interest	NOUN
dad-10732	399	12	group	group	NOUN
dad-10732	399	13	on	on	ADP
dad-10732	399	14	discourse	discourse	NOUN
dad-10732	399	15	and	and	CCONJ
dad-10732	399	16	dialogue	dialogue	NOUN
dad-10732	399	17	(	(	PUNCT
dad-10732	399	18	sigdial	sigdial	ADJ
dad-10732	399	19	)	)	PUNCT
dad-10732	399	20	,	,	PUNCT
dad-10732	399	21	pages	page	NOUN
dad-10732	399	22	263–272	263–272	NUM
dad-10732	399	23	,	,	PUNCT
dad-10732	399	24	philadelphia	philadelphia	PROPN
dad-10732	399	25	,	,	PUNCT
dad-10732	399	26	pa	pa	PROPN
dad-10732	399	27	,	,	PUNCT
dad-10732	399	28	u.s.a	u.s.a	PROPN
dad-10732	399	29	.	.	PROPN
dad-10732	399	30	,	,	PUNCT
dad-10732	399	31	june	june	PROPN
dad-10732	399	32	2014b	2014b	NUM
dad-10732	399	33	.	.	PUNCT
dad-10732	400	1	association	association	NOUN
dad-10732	400	2	for	for	ADP
dad-10732	400	3	computational	computational	ADJ
dad-10732	400	4	linguistics	linguistic	NOUN
dad-10732	400	5	.	.	PUNCT
dad-10732	401	1	url	url	PROPN
dad-10732	401	2	http://www.aclweb.org/anthology/w14-4337	http://www.aclweb.org/anthology/w14-4337	PROPN
dad-10732	401	3	.	.	PUNCT
dad-10732	402	1	matthew	matthew	PROPN
dad-10732	402	2	henderson	henderson	PROPN
dad-10732	402	3	,	,	PUNCT
dad-10732	402	4	blaise	blaise	PROPN
dad-10732	402	5	thomson	thomson	PROPN
dad-10732	402	6	,	,	PUNCT
dad-10732	402	7	and	and	CCONJ
dad-10732	402	8	steve	steve	PROPN
dad-10732	402	9	young	young	PROPN
dad-10732	402	10	.	.	PUNCT
dad-10732	403	1	robust	robust	ADJ
dad-10732	403	2	dialog	dialog	NOUN
dad-10732	403	3	state	state	NOUN
dad-10732	403	4	tracking	tracking	NOUN
dad-10732	403	5	using	use	VERB
dad-10732	403	6	delexicalised	delexicalised	ADJ
dad-10732	403	7	recurrent	recurrent	ADJ
dad-10732	403	8	neural	neural	ADJ
dad-10732	403	9	networks	network	NOUN
dad-10732	403	10	and	and	CCONJ
dad-10732	403	11	unsupervised	unsupervised	ADJ
dad-10732	403	12	adaptation	adaptation	NOUN
dad-10732	403	13	.	.	PUNCT
dad-10732	404	1	in	in	ADP
dad-10732	404	2	proceedings	proceeding	NOUN
dad-10732	404	3	of	of	ADP
dad-10732	404	4	ieee	ieee	NOUN
dad-10732	404	5	spoken	speak	VERB
dad-10732	404	6	language	language	NOUN
dad-10732	404	7	technology	technology	NOUN
dad-10732	404	8	workshop	workshop	NOUN
dad-10732	404	9	(	(	PUNCT
dad-10732	404	10	slt	slt	PROPN
dad-10732	404	11	)	)	PUNCT
dad-10732	404	12	,	,	PUNCT
dad-10732	404	13	december	december	PROPN
dad-10732	404	14	2014c	2014c	NUM
dad-10732	404	15	.	.	PUNCT
dad-10732	405	1	matthew	matthew	PROPN
dad-10732	405	2	henderson	henderson	PROPN
dad-10732	405	3	,	,	PUNCT
dad-10732	405	4	blaise	blaise	PROPN
dad-10732	405	5	thomson	thomson	PROPN
dad-10732	405	6	,	,	PUNCT
dad-10732	405	7	and	and	CCONJ
dad-10732	405	8	steve	steve	PROPN
dad-10732	405	9	young	young	PROPN
dad-10732	405	10	.	.	PUNCT
dad-10732	406	1	word	word	NOUN
dad-10732	406	2	-	-	PUNCT
dad-10732	406	3	based	base	VERB
dad-10732	406	4	dialog	dialog	NOUN
dad-10732	406	5	state	state	NOUN
dad-10732	406	6	tracking	tracking	NOUN
dad-10732	406	7	with	with	ADP
dad-10732	406	8	recurrent	recurrent	ADJ
dad-10732	406	9	neural	neural	ADJ
dad-10732	406	10	networks	network	NOUN
dad-10732	406	11	.	.	PUNCT
dad-10732	407	1	in	in	ADP
dad-10732	407	2	proceedings	proceeding	NOUN
dad-10732	407	3	of	of	ADP
dad-10732	407	4	the	the	DET
dad-10732	407	5	15th	15th	ADJ
dad-10732	407	6	annual	annual	ADJ
dad-10732	407	7	meeting	meeting	NOUN
dad-10732	407	8	of	of	ADP
dad-10732	407	9	the	the	DET
dad-10732	407	10	special	special	ADJ
dad-10732	407	11	interest	interest	NOUN
dad-10732	407	12	group	group	NOUN
dad-10732	407	13	on	on	ADP
dad-10732	407	14	discourse	discourse	NOUN
dad-10732	407	15	and	and	CCONJ
dad-10732	407	16	dialogue	dialogue	NOUN
dad-10732	407	17	(	(	PUNCT
dad-10732	407	18	sigdial	sigdial	ADJ
dad-10732	407	19	)	)	PUNCT
dad-10732	407	20	,	,	PUNCT
dad-10732	407	21	pages	page	NOUN
dad-10732	407	22	292–299	292–299	NUM
dad-10732	407	23	,	,	PUNCT
dad-10732	407	24	philadelphia	philadelphia	PROPN
dad-10732	407	25	,	,	PUNCT
dad-10732	407	26	pa	pa	PROPN
dad-10732	407	27	,	,	PUNCT
dad-10732	407	28	u.s.a	u.s.a	PROPN
dad-10732	407	29	.	.	PROPN
dad-10732	407	30	,	,	PUNCT
dad-10732	407	31	june	june	PROPN
dad-10732	407	32	2014d	2014d	NUM
dad-10732	407	33	.	.	PUNCT
dad-10732	408	1	association	association	NOUN
dad-10732	408	2	for	for	ADP
dad-10732	408	3	computational	computational	ADJ
dad-10732	408	4	linguistics	linguistic	NOUN
dad-10732	408	5	.	.	PUNCT
dad-10732	409	1	url	url	PROPN
dad-10732	409	2	http://www.aclweb.org/	http://www.aclweb.org/	X
dad-10732	409	3	anthology	anthology	PROPN
dad-10732	409	4	/	/	SYM
dad-10732	409	5	w14	w14	PROPN
dad-10732	409	6	-	-	PUNCT
dad-10732	409	7	4340	4340	NUM
dad-10732	409	8	.	.	PUNCT
dad-10732	410	1	sepp	sepp	PROPN
dad-10732	410	2	hochreiter	hochreiter	PROPN
dad-10732	410	3	and	and	CCONJ
dad-10732	410	4	jürgen	jürgen	PROPN
dad-10732	410	5	schmidhuber	schmidhuber	NOUN
dad-10732	410	6	.	.	PUNCT
dad-10732	411	1	long	long	ADJ
dad-10732	411	2	short	short	ADJ
dad-10732	411	3	-	-	PUNCT
dad-10732	411	4	term	term	NOUN
dad-10732	411	5	memory	memory	NOUN
dad-10732	411	6	.	.	PUNCT
dad-10732	412	1	neural	neural	ADJ
dad-10732	412	2	computation	computation	NOUN
dad-10732	412	3	,	,	PUNCT
dad-10732	412	4	9(8	9(8	NUM
dad-10732	412	5	):	):	PUNCT
dad-10732	412	6	1735–1780	1735–1780	NUM
dad-10732	412	7	,	,	PUNCT
dad-10732	412	8	1997	1997	NUM
dad-10732	412	9	.	.	PUNCT
dad-10732	413	1	85	85	NUM
dad-10732	413	2	sun	sun	NOUN
dad-10732	413	3	,	,	PUNCT
dad-10732	413	4	xie	xie	PROPN
dad-10732	413	5	and	and	CCONJ
dad-10732	413	6	yu	yu	PROPN
dad-10732	413	7	rudolf	rudolf	PROPN
dad-10732	413	8	kadlec	kadlec	PROPN
dad-10732	413	9	,	,	PUNCT
dad-10732	413	10	miroslav	miroslav	ADJ
dad-10732	413	11	vodoln	vodoln	NOUN
dad-10732	413	12	,	,	PUNCT
dad-10732	413	13	jindrich	jindrich	PROPN
dad-10732	413	14	libovick	libovick	PROPN
dad-10732	413	15	,	,	PUNCT
dad-10732	413	16	jan	jan	PROPN
dad-10732	413	17	macek	macek	PROPN
dad-10732	413	18	,	,	PUNCT
dad-10732	413	19	and	and	CCONJ
dad-10732	413	20	jan	jan	PROPN
dad-10732	413	21	kleindienst	kleindienst	PROPN
dad-10732	413	22	.	.	PUNCT
dad-10732	414	1	knowledgebased	knowledgebased	PROPN
dad-10732	414	2	dialog	dialog	PROPN
dad-10732	414	3	state	state	PROPN
dad-10732	414	4	tracking	tracking	NOUN
dad-10732	414	5	.	.	PUNCT
dad-10732	415	1	in	in	ADP
dad-10732	415	2	proceedings	proceeding	NOUN
dad-10732	415	3	2014	2014	NUM
dad-10732	415	4	ieee	ieee	NOUN
dad-10732	415	5	spoken	speak	VERB
dad-10732	415	6	language	language	NOUN
dad-10732	415	7	technology	technology	NOUN
dad-10732	415	8	workshop	workshop	NOUN
dad-10732	415	9	,	,	PUNCT
dad-10732	415	10	south	south	PROPN
dad-10732	415	11	lake	lake	PROPN
dad-10732	415	12	tahoe	tahoe	PROPN
dad-10732	415	13	,	,	PUNCT
dad-10732	415	14	usa	usa	PROPN
dad-10732	415	15	,	,	PUNCT
dad-10732	415	16	december	december	PROPN
dad-10732	415	17	2014	2014	NUM
dad-10732	415	18	.	.	PUNCT
dad-10732	416	1	sungjin	sungjin	PROPN
dad-10732	416	2	lee	lee	PROPN
dad-10732	416	3	.	.	PROPN
dad-10732	417	1	structured	structure	VERB
dad-10732	417	2	discriminative	discriminative	NOUN
dad-10732	417	3	model	model	NOUN
dad-10732	417	4	for	for	ADP
dad-10732	417	5	dialog	dialog	NOUN
dad-10732	417	6	state	state	NOUN
dad-10732	417	7	tracking	tracking	NOUN
dad-10732	417	8	.	.	PUNCT
dad-10732	418	1	in	in	ADP
dad-10732	418	2	proceedings	proceeding	NOUN
dad-10732	418	3	of	of	ADP
dad-10732	418	4	the	the	DET
dad-10732	418	5	sigdial	sigdial	ADJ
dad-10732	418	6	2013	2013	NUM
dad-10732	418	7	conference	conference	NOUN
dad-10732	418	8	,	,	PUNCT
dad-10732	418	9	pages	page	NOUN
dad-10732	418	10	442–451	442–451	NUM
dad-10732	418	11	,	,	PUNCT
dad-10732	418	12	metz	metz	PROPN
dad-10732	418	13	,	,	PUNCT
dad-10732	418	14	france	france	PROPN
dad-10732	418	15	,	,	PUNCT
dad-10732	418	16	august	august	PROPN
dad-10732	418	17	2013	2013	NUM
dad-10732	418	18	.	.	PUNCT
dad-10732	419	1	association	association	NOUN
dad-10732	419	2	for	for	ADP
dad-10732	419	3	computational	computational	ADJ
dad-10732	419	4	linguistics	linguistic	NOUN
dad-10732	419	5	.	.	PUNCT
dad-10732	419	6	url	url	PROPN
dad-10732	419	7	http://www.aclweb.org/anthology/w/w13/w13-4069	http://www.aclweb.org/anthology/w/w13/w13-4069	PROPN
dad-10732	419	8	.	.	PUNCT
dad-10732	420	1	sungjin	sungjin	PROPN
dad-10732	420	2	lee	lee	PROPN
dad-10732	420	3	and	and	CCONJ
dad-10732	420	4	maxine	maxine	PROPN
dad-10732	420	5	eskenazi	eskenazi	PROPN
dad-10732	420	6	.	.	PUNCT
dad-10732	421	1	recipe	recipe	NOUN
dad-10732	421	2	for	for	ADP
dad-10732	421	3	building	build	VERB
dad-10732	421	4	robust	robust	ADJ
dad-10732	421	5	spoken	spoken	ADJ
dad-10732	421	6	dialog	dialog	NOUN
dad-10732	421	7	state	state	NOUN
dad-10732	421	8	trackers	tracker	NOUN
dad-10732	421	9	:	:	PUNCT
dad-10732	421	10	dialog	dialog	NOUN
dad-10732	421	11	state	state	NOUN
dad-10732	421	12	tracking	tracking	NOUN
dad-10732	421	13	challenge	challenge	NOUN
dad-10732	421	14	system	system	NOUN
dad-10732	421	15	description	description	NOUN
dad-10732	421	16	.	.	PUNCT
dad-10732	422	1	in	in	ADP
dad-10732	422	2	proceedings	proceeding	NOUN
dad-10732	422	3	of	of	ADP
dad-10732	422	4	the	the	DET
dad-10732	422	5	sigdial	sigdial	ADJ
dad-10732	422	6	2013	2013	NUM
dad-10732	422	7	conference	conference	NOUN
dad-10732	422	8	,	,	PUNCT
dad-10732	422	9	pages	page	NOUN
dad-10732	422	10	414–422	414–422	NUM
dad-10732	422	11	,	,	PUNCT
dad-10732	422	12	metz	metz	PROPN
dad-10732	422	13	,	,	PUNCT
dad-10732	422	14	france	france	PROPN
dad-10732	422	15	,	,	PUNCT
dad-10732	422	16	august	august	PROPN
dad-10732	422	17	2013	2013	NUM
dad-10732	422	18	.	.	PUNCT
dad-10732	423	1	association	association	NOUN
dad-10732	423	2	for	for	ADP
dad-10732	423	3	computational	computational	ADJ
dad-10732	423	4	linguistics	linguistic	NOUN
dad-10732	423	5	.	.	PUNCT
dad-10732	424	1	url	url	PROPN
dad-10732	424	2	http://www.aclweb.org/anthology/w/w13/w13-4066	http://www.aclweb.org/anthology/w/w13/w13-4066	PROPN
dad-10732	424	3	.	.	PUNCT
dad-10732	425	1	frank	frank	PROPN
dad-10732	425	2	rosenblatt	rosenblatt	PROPN
dad-10732	425	3	.	.	PUNCT
dad-10732	426	1	the	the	DET
dad-10732	426	2	perceptron	perceptron	PROPN
dad-10732	426	3	:	:	PUNCT
dad-10732	426	4	a	a	DET
dad-10732	426	5	probabilistic	probabilistic	ADJ
dad-10732	426	6	model	model	NOUN
dad-10732	426	7	for	for	ADP
dad-10732	426	8	information	information	NOUN
dad-10732	426	9	storage	storage	NOUN
dad-10732	426	10	and	and	CCONJ
dad-10732	426	11	organization	organization	NOUN
dad-10732	426	12	in	in	ADP
dad-10732	426	13	the	the	DET
dad-10732	426	14	brain	brain	NOUN
dad-10732	426	15	.	.	PUNCT
dad-10732	427	1	psychological	psychological	ADJ
dad-10732	427	2	review	review	NOUN
dad-10732	427	3	,	,	PUNCT
dad-10732	427	4	65(6):386	65(6):386	NUM
dad-10732	427	5	,	,	PUNCT
dad-10732	427	6	1958	1958	NUM
dad-10732	427	7	.	.	PUNCT
dad-10732	428	1	nicholas	nicholas	PROPN
dad-10732	428	2	roy	roy	PROPN
dad-10732	428	3	,	,	PUNCT
dad-10732	428	4	joelle	joelle	PROPN
dad-10732	428	5	pineau	pineau	PROPN
dad-10732	428	6	,	,	PUNCT
dad-10732	428	7	and	and	CCONJ
dad-10732	428	8	sebastian	sebastian	ADJ
dad-10732	428	9	thrun	thrun	NOUN
dad-10732	428	10	.	.	PUNCT
dad-10732	429	1	spoken	spoken	ADJ
dad-10732	429	2	dialogue	dialogue	NOUN
dad-10732	429	3	management	management	NOUN
dad-10732	429	4	using	use	VERB
dad-10732	429	5	probabilistic	probabilistic	ADJ
dad-10732	429	6	reasoning	reasoning	NOUN
dad-10732	429	7	.	.	PUNCT
dad-10732	430	1	in	in	ADP
dad-10732	430	2	proceedings	proceeding	NOUN
dad-10732	430	3	of	of	ADP
dad-10732	430	4	the	the	DET
dad-10732	430	5	38th	38th	ADJ
dad-10732	430	6	annual	annual	ADJ
dad-10732	430	7	meeting	meeting	NOUN
dad-10732	430	8	on	on	ADP
dad-10732	430	9	association	association	NOUN
dad-10732	430	10	for	for	ADP
dad-10732	430	11	computational	computational	ADJ
dad-10732	430	12	linguistics	linguistic	NOUN
dad-10732	430	13	,	,	PUNCT
dad-10732	430	14	pages	page	NOUN
dad-10732	430	15	93–100	93–100	PROPN
dad-10732	430	16	.	.	PUNCT
dad-10732	430	17	association	association	NOUN
dad-10732	430	18	for	for	ADP
dad-10732	430	19	computational	computational	ADJ
dad-10732	430	20	linguistics	linguistic	NOUN
dad-10732	430	21	,	,	PUNCT
dad-10732	430	22	2000	2000	NUM
dad-10732	430	23	.	.	PUNCT
dad-10732	431	1	kai	kai	PROPN
dad-10732	431	2	sun	sun	PROPN
dad-10732	431	3	,	,	PUNCT
dad-10732	431	4	lu	lu	PROPN
dad-10732	431	5	chen	chen	PROPN
dad-10732	431	6	,	,	PUNCT
dad-10732	431	7	su	su	PROPN
dad-10732	431	8	zhu	zhu	PROPN
dad-10732	431	9	,	,	PUNCT
dad-10732	431	10	and	and	CCONJ
dad-10732	431	11	kai	kai	PROPN
dad-10732	431	12	yu	yu	PROPN
dad-10732	431	13	.	.	PUNCT
dad-10732	432	1	the	the	DET
dad-10732	432	2	sjtu	sjtu	NOUN
dad-10732	432	3	system	system	NOUN
dad-10732	432	4	for	for	ADP
dad-10732	432	5	dialog	dialog	NOUN
dad-10732	432	6	state	state	NOUN
dad-10732	432	7	tracking	tracking	NOUN
dad-10732	432	8	challenge	challenge	NOUN
dad-10732	432	9	2	2	NUM
dad-10732	432	10	.	.	PUNCT
dad-10732	433	1	in	in	ADP
dad-10732	433	2	proceedings	proceeding	NOUN
dad-10732	433	3	of	of	ADP
dad-10732	433	4	the	the	DET
dad-10732	433	5	15th	15th	ADJ
dad-10732	433	6	annual	annual	ADJ
dad-10732	433	7	meeting	meeting	NOUN
dad-10732	433	8	of	of	ADP
dad-10732	433	9	the	the	DET
dad-10732	433	10	special	special	ADJ
dad-10732	433	11	interest	interest	NOUN
dad-10732	433	12	group	group	NOUN
dad-10732	433	13	on	on	ADP
dad-10732	433	14	discourse	discourse	NOUN
dad-10732	433	15	and	and	CCONJ
dad-10732	433	16	dialogue	dialogue	NOUN
dad-10732	433	17	(	(	PUNCT
dad-10732	433	18	sigdial	sigdial	ADJ
dad-10732	433	19	)	)	PUNCT
dad-10732	433	20	,	,	PUNCT
dad-10732	433	21	pages	page	NOUN
dad-10732	433	22	318–326	318–326	NUM
dad-10732	433	23	,	,	PUNCT
dad-10732	433	24	philadelphia	philadelphia	PROPN
dad-10732	433	25	,	,	PUNCT
dad-10732	433	26	pa	pa	PROPN
dad-10732	433	27	,	,	PUNCT
dad-10732	433	28	u.s.a	u.s.a	PROPN
dad-10732	433	29	.	.	PROPN
dad-10732	433	30	,	,	PUNCT
dad-10732	433	31	june	june	PROPN
dad-10732	433	32	2014a	2014a	NUM
dad-10732	433	33	.	.	PUNCT
dad-10732	434	1	association	association	NOUN
dad-10732	434	2	for	for	ADP
dad-10732	434	3	computational	computational	ADJ
dad-10732	434	4	linguistics	linguistic	NOUN
dad-10732	434	5	.	.	PUNCT
dad-10732	435	1	url	url	PROPN
dad-10732	435	2	http://www.aclweb.org/anthology/w14-4343	http://www.aclweb.org/anthology/w14-4343	PROPN
dad-10732	435	3	.	.	PUNCT
dad-10732	436	1	kai	kai	PROPN
dad-10732	436	2	sun	sun	PROPN
dad-10732	436	3	,	,	PUNCT
dad-10732	436	4	lu	lu	PROPN
dad-10732	436	5	chen	chen	PROPN
dad-10732	436	6	,	,	PUNCT
dad-10732	436	7	su	su	PROPN
dad-10732	436	8	zhu	zhu	PROPN
dad-10732	436	9	,	,	PUNCT
dad-10732	436	10	and	and	CCONJ
dad-10732	436	11	kai	kai	PROPN
dad-10732	436	12	yu	yu	PROPN
dad-10732	436	13	.	.	PUNCT
dad-10732	437	1	a	a	DET
dad-10732	437	2	generalized	generalize	VERB
dad-10732	437	3	rule	rule	NOUN
dad-10732	437	4	based	base	VERB
dad-10732	437	5	tracker	tracker	NOUN
dad-10732	437	6	for	for	ADP
dad-10732	437	7	dialogue	dialogue	NOUN
dad-10732	437	8	state	state	NOUN
dad-10732	437	9	tracking	tracking	NOUN
dad-10732	437	10	.	.	PUNCT
dad-10732	438	1	in	in	ADP
dad-10732	438	2	proceedings	proceeding	NOUN
dad-10732	438	3	of	of	ADP
dad-10732	438	4	ieee	ieee	NOUN
dad-10732	438	5	spoken	speak	VERB
dad-10732	438	6	language	language	NOUN
dad-10732	438	7	technology	technology	NOUN
dad-10732	438	8	workshop	workshop	NOUN
dad-10732	438	9	(	(	PUNCT
dad-10732	438	10	slt	slt	PROPN
dad-10732	438	11	)	)	PUNCT
dad-10732	438	12	,	,	PUNCT
dad-10732	438	13	december	december	PROPN
dad-10732	438	14	2014b	2014b	NUM
dad-10732	438	15	.	.	PUNCT
dad-10732	439	1	blaise	blaise	PROPN
dad-10732	439	2	thomson	thomson	PROPN
dad-10732	439	3	and	and	CCONJ
dad-10732	439	4	steve	steve	PROPN
dad-10732	439	5	young	young	PROPN
dad-10732	439	6	.	.	PUNCT
dad-10732	440	1	bayesian	bayesian	NOUN
dad-10732	440	2	update	update	NOUN
dad-10732	440	3	of	of	ADP
dad-10732	440	4	dialogue	dialogue	NOUN
dad-10732	440	5	state	state	NOUN
dad-10732	440	6	:	:	PUNCT
dad-10732	440	7	a	a	DET
dad-10732	440	8	pomdp	pomdp	NOUN
dad-10732	440	9	framework	framework	NOUN
dad-10732	440	10	for	for	ADP
dad-10732	440	11	spoken	spoken	ADJ
dad-10732	440	12	dialogue	dialogue	NOUN
dad-10732	440	13	systems	system	NOUN
dad-10732	440	14	.	.	PUNCT
dad-10732	441	1	computer	computer	NOUN
dad-10732	441	2	speech	speech	NOUN
dad-10732	441	3	&	&	CCONJ
dad-10732	441	4	language	language	NOUN
dad-10732	441	5	,	,	PUNCT
dad-10732	441	6	24(4):562–588	24(4):562–588	PROPN
dad-10732	441	7	,	,	PUNCT
dad-10732	441	8	2010	2010	NUM
dad-10732	441	9	.	.	PUNCT
dad-10732	442	1	zhuoran	zhuoran	PROPN
dad-10732	442	2	wang	wang	PROPN
dad-10732	442	3	and	and	CCONJ
dad-10732	442	4	oliver	oliver	PROPN
dad-10732	442	5	lemon	lemon	PROPN
dad-10732	442	6	.	.	PUNCT
dad-10732	443	1	a	a	DET
dad-10732	443	2	simple	simple	ADJ
dad-10732	443	3	and	and	CCONJ
dad-10732	443	4	generic	generic	ADJ
dad-10732	443	5	belief	belief	NOUN
dad-10732	443	6	tracking	tracking	NOUN
dad-10732	443	7	mechanism	mechanism	NOUN
dad-10732	443	8	for	for	ADP
dad-10732	443	9	the	the	DET
dad-10732	443	10	dialog	dialog	NOUN
dad-10732	443	11	state	state	NOUN
dad-10732	443	12	tracking	tracking	NOUN
dad-10732	443	13	challenge	challenge	NOUN
dad-10732	443	14	:	:	PUNCT
dad-10732	443	15	on	on	ADP
dad-10732	443	16	the	the	DET
dad-10732	443	17	believability	believability	NOUN
dad-10732	443	18	of	of	ADP
dad-10732	443	19	observed	observed	ADJ
dad-10732	443	20	information	information	NOUN
dad-10732	443	21	.	.	PUNCT
dad-10732	444	1	in	in	ADP
dad-10732	444	2	proceedings	proceeding	NOUN
dad-10732	444	3	of	of	ADP
dad-10732	444	4	the	the	DET
dad-10732	444	5	sigdial	sigdial	ADJ
dad-10732	444	6	2013	2013	NUM
dad-10732	444	7	conference	conference	NOUN
dad-10732	444	8	,	,	PUNCT
dad-10732	444	9	pages	page	NOUN
dad-10732	444	10	423–432	423–432	NUM
dad-10732	444	11	,	,	PUNCT
dad-10732	444	12	metz	metz	PROPN
dad-10732	444	13	,	,	PUNCT
dad-10732	444	14	france	france	PROPN
dad-10732	444	15	,	,	PUNCT
dad-10732	444	16	august	august	PROPN
dad-10732	444	17	2013	2013	NUM
dad-10732	444	18	.	.	PUNCT
dad-10732	445	1	association	association	NOUN
dad-10732	445	2	for	for	ADP
dad-10732	445	3	computational	computational	ADJ
dad-10732	445	4	linguistics	linguistic	NOUN
dad-10732	445	5	.	.	PUNCT
dad-10732	446	1	url	url	PROPN
dad-10732	446	2	http://www.aclweb.org/anthology/w/w13/w13-4067	http://www.aclweb.org/anthology/w/w13/w13-4067	NOUN
dad-10732	446	3	.	.	PUNCT
dad-10732	447	1	jason	jason	PROPN
dad-10732	447	2	williams	williams	PROPN
dad-10732	447	3	,	,	PUNCT
dad-10732	447	4	antoine	antoine	PROPN
dad-10732	447	5	raux	raux	PROPN
dad-10732	447	6	,	,	PUNCT
dad-10732	447	7	deepak	deepak	PROPN
dad-10732	447	8	ramachandran	ramachandran	PROPN
dad-10732	447	9	,	,	PUNCT
dad-10732	447	10	and	and	CCONJ
dad-10732	447	11	alan	alan	PROPN
dad-10732	447	12	black	black	PROPN
dad-10732	447	13	.	.	PUNCT
dad-10732	448	1	the	the	DET
dad-10732	448	2	dialog	dialog	NOUN
dad-10732	448	3	state	state	NOUN
dad-10732	448	4	tracking	tracking	NOUN
dad-10732	448	5	challenge	challenge	NOUN
dad-10732	448	6	.	.	PUNCT
dad-10732	449	1	in	in	ADP
dad-10732	449	2	proceedings	proceeding	NOUN
dad-10732	449	3	of	of	ADP
dad-10732	449	4	the	the	DET
dad-10732	449	5	sigdial	sigdial	ADJ
dad-10732	449	6	2013	2013	NUM
dad-10732	449	7	conference	conference	NOUN
dad-10732	449	8	,	,	PUNCT
dad-10732	449	9	pages	page	NOUN
dad-10732	449	10	404–413	404–413	NUM
dad-10732	449	11	,	,	PUNCT
dad-10732	449	12	metz	metz	PROPN
dad-10732	449	13	,	,	PUNCT
dad-10732	449	14	france	france	PROPN
dad-10732	449	15	,	,	PUNCT
dad-10732	449	16	august	august	PROPN
dad-10732	449	17	2013	2013	NUM
dad-10732	449	18	.	.	PUNCT
dad-10732	450	1	association	association	NOUN
dad-10732	450	2	for	for	ADP
dad-10732	450	3	computational	computational	ADJ
dad-10732	450	4	linguistics	linguistic	NOUN
dad-10732	450	5	.	.	PUNCT
dad-10732	451	1	url	url	PROPN
dad-10732	451	2	http://www.aclweb.org/	http://www.aclweb.org/	X
dad-10732	451	3	anthology	anthology	PROPN
dad-10732	451	4	/	/	SYM
dad-10732	451	5	w	w	PROPN
dad-10732	451	6	/	/	SYM
dad-10732	451	7	w13	w13	PROPN
dad-10732	451	8	/	/	SYM
dad-10732	451	9	w13	w13	PROPN
dad-10732	451	10	-	-	PUNCT
dad-10732	451	11	4065	4065	NUM
dad-10732	451	12	.	.	PUNCT
dad-10732	452	1	jason	jason	PROPN
dad-10732	452	2	d	d	PROPN
dad-10732	452	3	williams	williams	PROPN
dad-10732	452	4	.	.	PUNCT
dad-10732	453	1	challenges	challenge	NOUN
dad-10732	453	2	and	and	CCONJ
dad-10732	453	3	opportunities	opportunity	NOUN
dad-10732	453	4	for	for	ADP
dad-10732	453	5	state	state	NOUN
dad-10732	453	6	tracking	tracking	NOUN
dad-10732	453	7	in	in	ADP
dad-10732	453	8	statistical	statistical	ADJ
dad-10732	453	9	spoken	spoken	ADJ
dad-10732	453	10	dialog	dialog	NOUN
dad-10732	453	11	systems	system	NOUN
dad-10732	453	12	:	:	PUNCT
dad-10732	453	13	results	result	VERB
dad-10732	453	14	from	from	ADP
dad-10732	453	15	two	two	NUM
dad-10732	453	16	public	public	ADJ
dad-10732	453	17	deployments	deployment	NOUN
dad-10732	453	18	.	.	PUNCT
dad-10732	454	1	selected	select	VERB
dad-10732	454	2	topics	topic	NOUN
dad-10732	454	3	in	in	ADP
dad-10732	454	4	signal	signal	ADJ
dad-10732	454	5	processing	processing	NOUN
dad-10732	454	6	,	,	PUNCT
dad-10732	454	7	ieee	ieee	NOUN
dad-10732	454	8	journal	journal	NOUN
dad-10732	454	9	of	of	ADP
dad-10732	454	10	,	,	PUNCT
dad-10732	454	11	6(8):959–970	6(8):959–970	NUM
dad-10732	454	12	,	,	PUNCT
dad-10732	454	13	2012	2012	NUM
dad-10732	454	14	.	.	PUNCT
dad-10732	455	1	jason	jason	PROPN
dad-10732	455	2	d	d	PROPN
dad-10732	455	3	williams	williams	PROPN
dad-10732	455	4	.	.	PUNCT
dad-10732	456	1	web	web	NOUN
dad-10732	456	2	-	-	NOUN
dad-10732	456	3	style	style	NOUN
dad-10732	456	4	ranking	ranking	NOUN
dad-10732	456	5	and	and	CCONJ
dad-10732	456	6	slu	slu	NOUN
dad-10732	456	7	combination	combination	NOUN
dad-10732	456	8	for	for	ADP
dad-10732	456	9	dialog	dialog	NOUN
dad-10732	456	10	state	state	NOUN
dad-10732	456	11	tracking	tracking	NOUN
dad-10732	456	12	.	.	PUNCT
dad-10732	457	1	in	in	ADP
dad-10732	457	2	proceedings	proceeding	NOUN
dad-10732	457	3	of	of	ADP
dad-10732	457	4	the	the	DET
dad-10732	457	5	15th	15th	ADJ
dad-10732	457	6	annual	annual	ADJ
dad-10732	457	7	meeting	meeting	NOUN
dad-10732	457	8	of	of	ADP
dad-10732	457	9	the	the	DET
dad-10732	457	10	special	special	ADJ
dad-10732	457	11	interest	interest	NOUN
dad-10732	457	12	group	group	NOUN
dad-10732	457	13	on	on	ADP
dad-10732	457	14	discourse	discourse	NOUN
dad-10732	457	15	and	and	CCONJ
dad-10732	457	16	dialogue	dialogue	NOUN
dad-10732	457	17	(	(	PUNCT
dad-10732	457	18	sigdial	sigdial	ADJ
dad-10732	457	19	)	)	PUNCT
dad-10732	457	20	,	,	PUNCT
dad-10732	457	21	pages	page	NOUN
dad-10732	457	22	282–291	282–291	NUM
dad-10732	457	23	,	,	PUNCT
dad-10732	457	24	philadelphia	philadelphia	PROPN
dad-10732	457	25	,	,	PUNCT
dad-10732	457	26	pa	pa	PROPN
dad-10732	457	27	,	,	PUNCT
dad-10732	457	28	u.s.a	u.s.a	PROPN
dad-10732	457	29	.	.	PROPN
dad-10732	457	30	,	,	PUNCT
dad-10732	457	31	june	june	PROPN
dad-10732	457	32	2014	2014	NUM
dad-10732	457	33	.	.	PUNCT
dad-10732	458	1	association	association	NOUN
dad-10732	458	2	for	for	ADP
dad-10732	458	3	computational	computational	ADJ
dad-10732	458	4	linguistics	linguistic	NOUN
dad-10732	458	5	.	.	PUNCT
dad-10732	459	1	url	url	X
dad-10732	459	2	http://www.aclweb.org/anthology/w14-4339	http://www.aclweb.org/anthology/w14-4339	X
dad-10732	459	3	.	.	PUNCT
dad-10732	460	1	86	86	NUM
dad-10732	460	2	recurrent	recurrent	ADJ
dad-10732	460	3	polynomial	polynomial	ADJ
dad-10732	460	4	network	network	NOUN
dad-10732	460	5	for	for	ADP
dad-10732	460	6	dialogue	dialogue	NOUN
dad-10732	460	7	state	state	NOUN
dad-10732	460	8	tracking	tracking	NOUN
dad-10732	460	9	jason	jason	PROPN
dad-10732	460	10	d	d	PROPN
dad-10732	460	11	williams	williams	PROPN
dad-10732	460	12	and	and	CCONJ
dad-10732	460	13	steve	steve	PROPN
dad-10732	460	14	young	young	PROPN
dad-10732	460	15	.	.	PUNCT
dad-10732	461	1	scaling	scale	VERB
dad-10732	461	2	up	up	ADP
dad-10732	461	3	pomdps	pomdps	NOUN
dad-10732	461	4	for	for	ADP
dad-10732	461	5	dialog	dialog	NOUN
dad-10732	461	6	management	management	NOUN
dad-10732	461	7	:	:	PUNCT
dad-10732	461	8	the“summary	the“summary	PROPN
dad-10732	461	9	pomdp”method	pomdp”method	PROPN
dad-10732	461	10	.	.	PUNCT
dad-10732	462	1	in	in	ADP
dad-10732	462	2	automatic	automatic	ADJ
dad-10732	462	3	speech	speech	NOUN
dad-10732	462	4	recognition	recognition	NOUN
dad-10732	462	5	and	and	CCONJ
dad-10732	462	6	understanding	understanding	NOUN
dad-10732	462	7	,	,	PUNCT
dad-10732	462	8	2005	2005	NUM
dad-10732	462	9	ieee	ieee	NOUN
dad-10732	462	10	workshop	workshop	NOUN
dad-10732	462	11	on	on	ADP
dad-10732	462	12	,	,	PUNCT
dad-10732	462	13	pages	page	NOUN
dad-10732	462	14	177–182	177–182	NUM
dad-10732	462	15	.	.	PUNCT
dad-10732	462	16	ieee	ieee	PROPN
dad-10732	462	17	,	,	PUNCT
dad-10732	462	18	2005	2005	NUM
dad-10732	462	19	.	.	PUNCT
dad-10732	463	1	jason	jason	PROPN
dad-10732	463	2	d	d	PROPN
dad-10732	463	3	williams	williams	PROPN
dad-10732	463	4	and	and	CCONJ
dad-10732	463	5	steve	steve	PROPN
dad-10732	463	6	young	young	PROPN
dad-10732	463	7	.	.	PUNCT
dad-10732	464	1	partially	partially	ADV
dad-10732	464	2	observable	observable	ADJ
dad-10732	464	3	markov	markov	NOUN
dad-10732	464	4	decision	decision	NOUN
dad-10732	464	5	processes	process	NOUN
dad-10732	464	6	for	for	ADP
dad-10732	464	7	spoken	spoken	ADJ
dad-10732	464	8	dialog	dialog	NOUN
dad-10732	464	9	systems	system	NOUN
dad-10732	464	10	.	.	PUNCT
dad-10732	465	1	computer	computer	NOUN
dad-10732	465	2	speech	speech	NOUN
dad-10732	465	3	&	&	CCONJ
dad-10732	465	4	language	language	NOUN
dad-10732	465	5	,	,	PUNCT
dad-10732	465	6	21(2):393–422	21(2):393–422	NUM
dad-10732	465	7	,	,	PUNCT
dad-10732	465	8	2007	2007	NUM
dad-10732	465	9	.	.	PUNCT
dad-10732	466	1	steve	steve	PROPN
dad-10732	466	2	young	young	PROPN
dad-10732	466	3	,	,	PUNCT
dad-10732	466	4	milica	milica	PROPN
dad-10732	466	5	gašić	gašić	PROPN
dad-10732	466	6	,	,	PUNCT
dad-10732	466	7	simon	simon	PROPN
dad-10732	466	8	keizer	keizer	PROPN
dad-10732	466	9	,	,	PUNCT
dad-10732	466	10	françois	françois	NOUN
dad-10732	466	11	mairesse	mairesse	NOUN
dad-10732	466	12	,	,	PUNCT
dad-10732	466	13	jost	jost	NOUN
dad-10732	466	14	schatzmann	schatzmann	PROPN
dad-10732	466	15	,	,	PUNCT
dad-10732	466	16	blaise	blaise	PROPN
dad-10732	466	17	thomson	thomson	PROPN
dad-10732	466	18	,	,	PUNCT
dad-10732	466	19	and	and	CCONJ
dad-10732	466	20	kai	kai	PROPN
dad-10732	466	21	yu	yu	PROPN
dad-10732	466	22	.	.	PUNCT
dad-10732	467	1	the	the	DET
dad-10732	467	2	hidden	hide	VERB
dad-10732	467	3	information	information	NOUN
dad-10732	467	4	state	state	NOUN
dad-10732	467	5	model	model	NOUN
dad-10732	467	6	:	:	PUNCT
dad-10732	467	7	a	a	DET
dad-10732	467	8	practical	practical	ADJ
dad-10732	467	9	framework	framework	NOUN
dad-10732	467	10	for	for	ADP
dad-10732	467	11	pomdp	pomdp	NOUN
dad-10732	467	12	-	-	PUNCT
dad-10732	467	13	based	base	VERB
dad-10732	467	14	spoken	spoken	ADJ
dad-10732	467	15	dialogue	dialogue	NOUN
dad-10732	467	16	management	management	NOUN
dad-10732	467	17	.	.	PUNCT
dad-10732	468	1	computer	computer	NOUN
dad-10732	468	2	speech	speech	NOUN
dad-10732	468	3	&	&	CCONJ
dad-10732	468	4	language	language	NOUN
dad-10732	468	5	,	,	PUNCT
dad-10732	468	6	24(2):150–174	24(2):150–174	NUM
dad-10732	468	7	,	,	PUNCT
dad-10732	468	8	2010	2010	NUM
dad-10732	468	9	.	.	PUNCT
dad-10732	469	1	kai	kai	PROPN
dad-10732	469	2	yu	yu	PROPN
dad-10732	469	3	,	,	PUNCT
dad-10732	469	4	kai	kai	PROPN
dad-10732	469	5	sun	sun	PROPN
dad-10732	469	6	,	,	PUNCT
dad-10732	469	7	lu	lu	PROPN
dad-10732	469	8	chen	chen	PROPN
dad-10732	469	9	,	,	PUNCT
dad-10732	469	10	and	and	CCONJ
dad-10732	469	11	su	su	PROPN
dad-10732	469	12	zhu	zhu	PROPN
dad-10732	469	13	.	.	PUNCT
dad-10732	470	1	constrained	constrain	VERB
dad-10732	470	2	markov	markov	NOUN
dad-10732	470	3	bayesian	bayesian	NOUN
dad-10732	470	4	polynomial	polynomial	NOUN
dad-10732	470	5	for	for	ADP
dad-10732	470	6	efficient	efficient	ADJ
dad-10732	470	7	dialogue	dialogue	NOUN
dad-10732	470	8	state	state	NOUN
dad-10732	470	9	tracking	tracking	NOUN
dad-10732	470	10	.	.	PUNCT
dad-10732	471	1	ieee	ieee	PROPN
dad-10732	471	2	/	/	SYM
dad-10732	471	3	acm	acm	PROPN
dad-10732	471	4	transactions	transaction	NOUN
dad-10732	471	5	on	on	ADP
dad-10732	471	6	audio	audio	NOUN
dad-10732	471	7	,	,	PUNCT
dad-10732	471	8	speech	speech	NOUN
dad-10732	471	9	,	,	PUNCT
dad-10732	471	10	and	and	CCONJ
dad-10732	471	11	language	language	NOUN
dad-10732	471	12	processing	processing	NOUN
dad-10732	471	13	,	,	PUNCT
dad-10732	471	14	23(12):2177–2188	23(12):2177–2188	NUM
dad-10732	471	15	,	,	PUNCT
dad-10732	471	16	december	december	PROPN
dad-10732	471	17	2015	2015	NUM
dad-10732	471	18	.	.	PUNCT
dad-10732	472	1	bo	bo	PROPN
dad-10732	472	2	zhang	zhang	PROPN
dad-10732	472	3	,	,	PUNCT
dad-10732	472	4	qingsheng	qingsheng	PROPN
dad-10732	472	5	cai	cai	PROPN
dad-10732	472	6	,	,	PUNCT
dad-10732	472	7	jianfeng	jianfeng	PROPN
dad-10732	472	8	mao	mao	PROPN
dad-10732	472	9	,	,	PUNCT
dad-10732	472	10	eric	eric	PROPN
dad-10732	472	11	chang	chang	PROPN
dad-10732	472	12	,	,	PUNCT
dad-10732	472	13	and	and	CCONJ
dad-10732	472	14	baining	baine	VERB
dad-10732	472	15	guo	guo	PROPN
dad-10732	472	16	.	.	PUNCT
dad-10732	473	1	spoken	spoken	ADJ
dad-10732	473	2	dialogue	dialogue	NOUN
dad-10732	473	3	management	management	NOUN
dad-10732	473	4	as	as	ADP
dad-10732	473	5	planning	planning	NOUN
dad-10732	473	6	and	and	CCONJ
dad-10732	473	7	acting	act	VERB
dad-10732	473	8	under	under	ADP
dad-10732	473	9	uncertainty	uncertainty	NOUN
dad-10732	473	10	.	.	PUNCT
dad-10732	474	1	in	in	ADP
dad-10732	474	2	interspeech	interspeech	NOUN
dad-10732	474	3	,	,	PUNCT
dad-10732	474	4	pages	page	NOUN
dad-10732	474	5	2169–2172	2169–2172	NUM
dad-10732	474	6	,	,	PUNCT
dad-10732	474	7	2001	2001	NUM
dad-10732	474	8	.	.	PUNCT
dad-10732	475	1	su	su	PROPN
dad-10732	475	2	zhu	zhu	PROPN
dad-10732	475	3	,	,	PUNCT
dad-10732	475	4	lu	lu	PROPN
dad-10732	475	5	chen	chen	PROPN
dad-10732	475	6	,	,	PUNCT
dad-10732	475	7	kai	kai	PROPN
dad-10732	475	8	sun	sun	PROPN
dad-10732	475	9	,	,	PUNCT
dad-10732	475	10	da	da	PROPN
dad-10732	475	11	zheng	zheng	PROPN
dad-10732	475	12	,	,	PUNCT
dad-10732	475	13	and	and	CCONJ
dad-10732	475	14	kai	kai	PROPN
dad-10732	475	15	yu	yu	PROPN
dad-10732	475	16	.	.	PROPN
dad-10732	475	17	semantic	semantic	ADJ
dad-10732	475	18	parser	parser	NOUN
dad-10732	475	19	enhancement	enhancement	NOUN
dad-10732	475	20	for	for	ADP
dad-10732	475	21	dialogue	dialogue	NOUN
dad-10732	475	22	domain	domain	NOUN
dad-10732	475	23	extension	extension	NOUN
dad-10732	475	24	with	with	ADP
dad-10732	475	25	little	little	ADJ
dad-10732	475	26	data	datum	NOUN
dad-10732	475	27	.	.	PUNCT
dad-10732	476	1	in	in	ADP
dad-10732	476	2	proceedings	proceeding	NOUN
dad-10732	476	3	of	of	ADP
dad-10732	476	4	ieee	ieee	NOUN
dad-10732	476	5	spoken	speak	VERB
dad-10732	476	6	language	language	NOUN
dad-10732	476	7	technology	technology	NOUN
dad-10732	476	8	workshop	workshop	NOUN
dad-10732	476	9	(	(	PUNCT
dad-10732	476	10	slt	slt	PROPN
dad-10732	476	11	)	)	PUNCT
dad-10732	476	12	,	,	PUNCT
dad-10732	476	13	december	december	PROPN
dad-10732	476	14	2014	2014	NUM
dad-10732	476	15	.	.	PUNCT
dad-10732	477	1	lukas	lukas	PROPN
dad-10732	477	2	zilka	zilka	PROPN
dad-10732	477	3	,	,	PUNCT
dad-10732	477	4	david	david	PROPN
dad-10732	477	5	marek	marek	PROPN
dad-10732	477	6	,	,	PUNCT
dad-10732	477	7	matej	matej	PROPN
dad-10732	477	8	korvas	korvas	PROPN
dad-10732	477	9	,	,	PUNCT
dad-10732	477	10	and	and	CCONJ
dad-10732	477	11	filip	filip	PROPN
dad-10732	477	12	jurcicek	jurcicek	PROPN
dad-10732	477	13	.	.	PUNCT
dad-10732	478	1	comparison	comparison	NOUN
dad-10732	478	2	of	of	ADP
dad-10732	478	3	bayesian	bayesian	NOUN
dad-10732	478	4	discriminative	discriminative	NOUN
dad-10732	478	5	and	and	CCONJ
dad-10732	478	6	generative	generative	ADJ
dad-10732	478	7	models	model	NOUN
dad-10732	478	8	for	for	ADP
dad-10732	478	9	dialogue	dialogue	NOUN
dad-10732	478	10	state	state	NOUN
dad-10732	478	11	tracking	tracking	NOUN
dad-10732	478	12	.	.	PUNCT
dad-10732	479	1	in	in	ADP
dad-10732	479	2	proceedings	proceeding	NOUN
dad-10732	479	3	of	of	ADP
dad-10732	479	4	the	the	DET
dad-10732	479	5	sigdial	sigdial	ADJ
dad-10732	479	6	2013	2013	NUM
dad-10732	479	7	conference	conference	NOUN
dad-10732	479	8	,	,	PUNCT
dad-10732	479	9	pages	page	NOUN
dad-10732	479	10	452–456	452–456	NUM
dad-10732	479	11	,	,	PUNCT
dad-10732	479	12	metz	metz	PROPN
dad-10732	479	13	,	,	PUNCT
dad-10732	479	14	france	france	PROPN
dad-10732	479	15	,	,	PUNCT
dad-10732	479	16	august	august	PROPN
dad-10732	479	17	2013	2013	NUM
dad-10732	479	18	.	.	PUNCT
dad-10732	480	1	association	association	NOUN
dad-10732	480	2	for	for	ADP
dad-10732	480	3	computational	computational	ADJ
dad-10732	480	4	linguistics	linguistic	NOUN
dad-10732	480	5	.	.	PUNCT
dad-10732	481	1	url	url	PROPN
dad-10732	481	2	http://www.aclweb.org/anthology/w/w13/w13-4070	http://www.aclweb.org/anthology/w/w13/w13-4070	NOUN
dad-10732	481	3	.	.	PUNCT
dad-10732	482	1	appendix	appendix	VERB
dad-10732	482	2	derivative	derivative	ADJ
dad-10732	482	3	calculation	calculation	NOUN
dad-10732	482	4	using	use	VERB
dad-10732	482	5	mse	mse	NOUN
dad-10732	482	6	as	as	ADP
dad-10732	482	7	the	the	DET
dad-10732	482	8	criterion	criterion	NOUN
dad-10732	482	9	,	,	PUNCT
dad-10732	482	10	δ(t)x	δ(t)x	PROPN
dad-10732	482	11	=	=	SYM
dad-10732	482	12	∂l	∂l	PROPN
dad-10732	482	13	∂u	∂u	PROPN
dad-10732	482	14	(	(	PUNCT
dad-10732	482	15	t	t	PROPN
dad-10732	482	16	)	)	PUNCT
dad-10732	482	17	x	x	PUNCT
dad-10732	482	18	is	be	AUX
dad-10732	482	19	initialized	initialize	VERB
dad-10732	482	20	as	as	ADP
dad-10732	482	21	following6	following6	NOUN
dad-10732	482	22	:	:	PUNCT
dad-10732	482	23	δ(t)x	δ(t)x	NOUN
dad-10732	482	24	=	=	SYM
dad-10732	482	25	{	{	PUNCT
dad-10732	482	26	2(u	2(u	NUM
dad-10732	482	27	(	(	PUNCT
dad-10732	482	28	t	t	NOUN
dad-10732	482	29	)	)	PUNCT
dad-10732	482	30	x	x	NOUN
dad-10732	482	31	−	−	PROPN
dad-10732	482	32	ld	ld	PROPN
dad-10732	482	33	,	,	PUNCT
dad-10732	482	34	s	s	X
dad-10732	482	35	,	,	PUNCT
dad-10732	482	36	t(v	t(v	NOUN
dad-10732	482	37	)	)	PUNCT
dad-10732	482	38	)	)	PUNCT
dad-10732	483	1	if	if	SCONJ
dad-10732	483	2	x	x	PRON
dad-10732	483	3	is	be	AUX
dad-10732	483	4	a	a	DET
dad-10732	483	5	output	output	NOUN
dad-10732	483	6	node	node	NOUN
dad-10732	483	7	calculating	calculate	VERB
dad-10732	483	8	bd	bd	PROPN
dad-10732	483	9	,	,	PUNCT
dad-10732	483	10	s	s	PROPN
dad-10732	483	11	,	,	PUNCT
dad-10732	483	12	t(v	t(v	PROPN
dad-10732	483	13	)	)	PUNCT
dad-10732	483	14	0	0	PUNCT
dad-10732	484	1	otherwise	otherwise	ADV
dad-10732	484	2	(	(	PUNCT
dad-10732	484	3	27	27	NUM
dad-10732	484	4	)	)	PUNCT
dad-10732	484	5	suppose	suppose	VERB
dad-10732	484	6	node	node	NOUN
dad-10732	484	7	x	x	SYM
dad-10732	484	8	is	be	AUX
dad-10732	484	9	an	an	DET
dad-10732	484	10	activation	activation	NOUN
dad-10732	484	11	node	node	NOUN
dad-10732	484	12	and	and	CCONJ
dad-10732	484	13	f	f	X
dad-10732	484	14	(	(	PUNCT
dad-10732	484	15	·	·	PUNCT
dad-10732	484	16	)	)	PUNCT
dad-10732	484	17	=	=	PRON
dad-10732	484	18	softclip	softclip	NOUN
dad-10732	484	19	(	(	PUNCT
dad-10732	484	20	·	·	PUNCT
dad-10732	484	21	)	)	PUNCT
dad-10732	484	22	,	,	PUNCT
dad-10732	484	23	let	let	VERB
dad-10732	484	24	y	y	PROPN
dad-10732	484	25	=	=	SYM
dad-10732	484	26	x	x	PROPN
dad-10732	484	27	,	,	PUNCT
dad-10732	484	28	δ(t)y	δ(t)y	NOUN
dad-10732	484	29	=	=	PUNCT
dad-10732	485	1	∂l	∂l	PROPN
dad-10732	485	2	∂u	∂u	PROPN
dad-10732	485	3	(	(	PUNCT
dad-10732	485	4	t	t	PROPN
dad-10732	485	5	)	)	PUNCT
dad-10732	485	6	y	y	PROPN
dad-10732	486	1	=	=	PUNCT
dad-10732	486	2	∂l	∂l	PROPN
dad-10732	486	3	∂u	∂u	PROPN
dad-10732	486	4	(	(	PUNCT
dad-10732	486	5	t	t	NOUN
dad-10732	486	6	)	)	PUNCT
dad-10732	487	1	x	x	X
dad-10732	487	2	∂u	∂u	PROPN
dad-10732	487	3	(	(	PUNCT
dad-10732	487	4	t	t	NOUN
dad-10732	487	5	)	)	PUNCT
dad-10732	487	6	x	x	X
dad-10732	487	7	∂u	∂u	PROPN
dad-10732	487	8	(	(	PUNCT
dad-10732	487	9	t	t	NOUN
dad-10732	487	10	)	)	PUNCT
dad-10732	487	11	y	y	PROPN
dad-10732	487	12	=	=	PUNCT
dad-10732	487	13	δ(t)x	δ(t)x	PROPN
dad-10732	487	14	∂f(u	∂f(u	PROPN
dad-10732	487	15	(	(	PUNCT
dad-10732	487	16	t	t	PROPN
dad-10732	487	17	)	)	PUNCT
dad-10732	487	18	y	y	PROPN
dad-10732	487	19	)	)	PUNCT
dad-10732	488	1	∂u	∂u	PROPN
dad-10732	488	2	(	(	PUNCT
dad-10732	488	3	t	t	PROPN
dad-10732	488	4	)	)	PUNCT
dad-10732	488	5	y	y	PROPN
dad-10732	488	6	(	(	PUNCT
dad-10732	488	7	28	28	NUM
dad-10732	488	8	)	)	PUNCT
dad-10732	488	9	6	6	NUM
dad-10732	488	10	.	.	PUNCT
dad-10732	489	1	the	the	DET
dad-10732	489	2	symbols	symbol	NOUN
dad-10732	489	3	used	use	VERB
dad-10732	489	4	in	in	ADP
dad-10732	489	5	this	this	DET
dad-10732	489	6	section	section	NOUN
dad-10732	489	7	such	such	ADJ
dad-10732	489	8	as	as	ADP
dad-10732	489	9	î	î	NOUN
dad-10732	489	10	,	,	PUNCT
dad-10732	489	11	i	i	PRON
dad-10732	489	12	,	,	PUNCT
dad-10732	489	13	m̂	m̂	PROPN
dad-10732	489	14	,	,	PUNCT
dad-10732	489	15	m	m	AUX
dad-10732	489	16	follow	follow	VERB
dad-10732	489	17	the	the	DET
dad-10732	489	18	definitions	definition	NOUN
dad-10732	489	19	in	in	ADP
dad-10732	489	20	section	section	NOUN
dad-10732	489	21	3	3	NUM
dad-10732	489	22	.	.	X
dad-10732	489	23	87	87	NUM
dad-10732	489	24	sun	sun	PROPN
dad-10732	489	25	,	,	PUNCT
dad-10732	489	26	xie	xie	PROPN
dad-10732	489	27	and	and	CCONJ
dad-10732	489	28	yu	yu	PROPN
dad-10732	489	29	suppose	suppose	VERB
dad-10732	489	30	node	node	ADJ
dad-10732	489	31	x	x	PUNCT
dad-10732	489	32	=	=	PRON
dad-10732	489	33	(	(	PUNCT
dad-10732	489	34	d	d	X
dad-10732	489	35	,	,	PUNCT
dad-10732	489	36	i	i	NOUN
dad-10732	489	37	)	)	PUNCT
dad-10732	489	38	is	be	AUX
dad-10732	489	39	a	a	DET
dad-10732	489	40	sum	sum	NOUN
dad-10732	489	41	node	node	NOUN
dad-10732	489	42	,	,	PUNCT
dad-10732	489	43	then	then	ADV
dad-10732	489	44	when	when	SCONJ
dad-10732	489	45	node	node	NOUN
dad-10732	489	46	x	x	VERB
dad-10732	489	47	passes	pass	VERB
dad-10732	489	48	its	its	PRON
dad-10732	489	49	error	error	NOUN
dad-10732	489	50	,	,	PUNCT
dad-10732	489	51	the	the	DET
dad-10732	489	52	error	error	NOUN
dad-10732	489	53	of	of	ADP
dad-10732	489	54	node	node	PROPN
dad-10732	489	55	y	y	PROPN
dad-10732	489	56	∈	∈	PROPN
dad-10732	489	57	îx	îx	NOUN
dad-10732	489	58	is	be	AUX
dad-10732	489	59	updated	update	VERB
dad-10732	489	60	as	as	ADP
dad-10732	489	61	δ(t)y	δ(t)y	NOUN
dad-10732	489	62	=	=	PUNCT
dad-10732	490	1	δ(t)y	δ(t)y	PROPN
dad-10732	491	1	+	+	CCONJ
dad-10732	491	2	∂l	∂l	PROPN
dad-10732	491	3	∂u	∂u	PROPN
dad-10732	491	4	(	(	PUNCT
dad-10732	491	5	t	t	PROPN
dad-10732	491	6	)	)	PUNCT
dad-10732	491	7	x	x	X
dad-10732	491	8	∂u	∂u	PROPN
dad-10732	491	9	(	(	PUNCT
dad-10732	491	10	t	t	NOUN
dad-10732	491	11	)	)	PUNCT
dad-10732	491	12	x	x	X
dad-10732	491	13	∂u	∂u	PROPN
dad-10732	491	14	(	(	PUNCT
dad-10732	491	15	t	t	NOUN
dad-10732	491	16	)	)	PUNCT
dad-10732	491	17	y	y	PROPN
dad-10732	491	18	=	=	PUNCT
dad-10732	491	19	δ(t)y	δ(t)y	PROPN
dad-10732	491	20	+	+	CCONJ
dad-10732	491	21	δ(t)x	δ(t)x	NOUN
dad-10732	491	22	ŵx	ŵx	NOUN
dad-10732	491	23	,	,	PUNCT
dad-10732	491	24	y	y	PROPN
dad-10732	491	25	(	(	PUNCT
dad-10732	491	26	29	29	NUM
dad-10732	491	27	)	)	PUNCT
dad-10732	491	28	similarly	similarly	ADV
dad-10732	491	29	,	,	PUNCT
dad-10732	491	30	error	error	NOUN
dad-10732	491	31	of	of	ADP
dad-10732	491	32	node	node	PROPN
dad-10732	491	33	y	y	PROPN
dad-10732	491	34	∈	∈	PROPN
dad-10732	491	35	ix	ix	ADV
dad-10732	491	36	is	be	AUX
dad-10732	491	37	updated	update	VERB
dad-10732	491	38	as	as	ADP
dad-10732	491	39	δ(t)y	δ(t)y	NOUN
dad-10732	491	40	=	=	PUNCT
dad-10732	492	1	δ(t)y	δ(t)y	PROPN
dad-10732	493	1	+	+	CCONJ
dad-10732	493	2	∂l	∂l	PROPN
dad-10732	493	3	∂u	∂u	PROPN
dad-10732	493	4	(	(	PUNCT
dad-10732	493	5	t	t	PROPN
dad-10732	493	6	)	)	PUNCT
dad-10732	493	7	x	x	X
dad-10732	493	8	∂u	∂u	PROPN
dad-10732	493	9	(	(	PUNCT
dad-10732	493	10	t	t	NOUN
dad-10732	493	11	)	)	PUNCT
dad-10732	493	12	x	x	X
dad-10732	493	13	∂u	∂u	PROPN
dad-10732	493	14	(	(	PUNCT
dad-10732	493	15	t−1	t−1	NOUN
dad-10732	493	16	)	)	PUNCT
dad-10732	493	17	y	y	PROPN
dad-10732	493	18	=	=	PUNCT
dad-10732	493	19	δ(t)y	δ(t)y	PROPN
dad-10732	493	20	+	+	CCONJ
dad-10732	493	21	δ(t)x	δ(t)x	PROPN
dad-10732	493	22	wx	wx	PROPN
dad-10732	493	23	,	,	PUNCT
dad-10732	493	24	y	y	PROPN
dad-10732	493	25	(	(	PUNCT
dad-10732	493	26	30	30	NUM
dad-10732	493	27	)	)	PUNCT
dad-10732	493	28	suppose	suppose	VERB
dad-10732	493	29	node	node	ADJ
dad-10732	493	30	x	x	PUNCT
dad-10732	493	31	=	=	PRON
dad-10732	493	32	(	(	PUNCT
dad-10732	493	33	d	d	X
dad-10732	493	34	,	,	PUNCT
dad-10732	493	35	i	i	NOUN
dad-10732	493	36	)	)	PUNCT
dad-10732	493	37	is	be	AUX
dad-10732	493	38	a	a	DET
dad-10732	493	39	product	product	NOUN
dad-10732	493	40	node	node	NOUN
dad-10732	493	41	,	,	PUNCT
dad-10732	493	42	then	then	ADV
dad-10732	494	1	when	when	SCONJ
dad-10732	494	2	node	node	NOUN
dad-10732	494	3	x	x	VERB
dad-10732	494	4	passes	pass	VERB
dad-10732	494	5	its	its	PRON
dad-10732	494	6	error	error	NOUN
dad-10732	494	7	,	,	PUNCT
dad-10732	494	8	error	error	NOUN
dad-10732	494	9	of	of	ADP
dad-10732	494	10	node	node	PROPN
dad-10732	494	11	y	y	PROPN
dad-10732	494	12	∈	∈	PROPN
dad-10732	494	13	îx	îx	NOUN
dad-10732	494	14	is	be	AUX
dad-10732	494	15	updated	update	VERB
dad-10732	494	16	as	as	ADP
dad-10732	494	17	δ(t)y	δ(t)y	NOUN
dad-10732	494	18	=	=	PUNCT
dad-10732	495	1	δ(t)y	δ(t)y	PROPN
dad-10732	496	1	+	+	CCONJ
dad-10732	496	2	∂l	∂l	PROPN
dad-10732	496	3	∂u	∂u	PROPN
dad-10732	496	4	(	(	PUNCT
dad-10732	496	5	t	t	PROPN
dad-10732	496	6	)	)	PUNCT
dad-10732	496	7	x	x	X
dad-10732	496	8	∂u	∂u	PROPN
dad-10732	496	9	(	(	PUNCT
dad-10732	496	10	t	t	NOUN
dad-10732	496	11	)	)	PUNCT
dad-10732	496	12	x	x	X
dad-10732	496	13	∂u	∂u	PROPN
dad-10732	496	14	(	(	PUNCT
dad-10732	496	15	t	t	NOUN
dad-10732	496	16	)	)	PUNCT
dad-10732	496	17	y	y	PROPN
dad-10732	496	18	=	=	PUNCT
dad-10732	496	19	δ(t)y	δ(t)y	PROPN
dad-10732	496	20	+	+	CCONJ
dad-10732	496	21	δ(t)x	δ(t)x	PROPN
dad-10732	496	22	m̂x	m̂x	PROPN
dad-10732	496	23	,	,	PUNCT
dad-10732	496	24	yu	yu	PROPN
dad-10732	496	25	(	(	PUNCT
dad-10732	496	26	t	t	PROPN
dad-10732	496	27	)	)	PUNCT
dad-10732	496	28	y	y	PROPN
dad-10732	496	29	m̂x	m̂x	PROPN
dad-10732	496	30	,	,	PUNCT
dad-10732	496	31	y−1	y−1	PROPN
dad-10732	496	32	∏	∏	PROPN
dad-10732	496	33	z∈îx−{y	z∈îx−{y	NOUN
dad-10732	496	34	}	}	PUNCT
dad-10732	496	35	u(t)z	u(t)z	PROPN
dad-10732	496	36	m̂x	m̂x	PROPN
dad-10732	496	37	,	,	PUNCT
dad-10732	496	38	z	z	PROPN
dad-10732	496	39	∏	∏	PROPN
dad-10732	496	40	z∈ix	z∈ix	PROPN
dad-10732	496	41	u(t−1)z	u(t−1)z	PROPN
dad-10732	496	42	mx	mx	PROPN
dad-10732	496	43	,	,	PUNCT
dad-10732	496	44	z	z	PROPN
dad-10732	496	45	(	(	PUNCT
dad-10732	496	46	31	31	NUM
dad-10732	496	47	)	)	PUNCT
dad-10732	496	48	similarly	similarly	ADV
dad-10732	496	49	,	,	PUNCT
dad-10732	496	50	error	error	NOUN
dad-10732	496	51	of	of	ADP
dad-10732	496	52	node	node	PROPN
dad-10732	496	53	y	y	PROPN
dad-10732	496	54	∈	∈	PROPN
dad-10732	496	55	ix	ix	ADV
dad-10732	496	56	is	be	AUX
dad-10732	496	57	updated	update	VERB
dad-10732	496	58	as	as	ADP
dad-10732	496	59	δ(t)y	δ(t)y	NOUN
dad-10732	496	60	=	=	PUNCT
dad-10732	497	1	δ(t)y	δ(t)y	PROPN
dad-10732	498	1	+	+	CCONJ
dad-10732	498	2	∂l	∂l	PROPN
dad-10732	498	3	∂u	∂u	PROPN
dad-10732	498	4	(	(	PUNCT
dad-10732	498	5	t	t	PROPN
dad-10732	498	6	)	)	PUNCT
dad-10732	498	7	x	x	X
dad-10732	498	8	∂u	∂u	PROPN
dad-10732	498	9	(	(	PUNCT
dad-10732	498	10	t	t	NOUN
dad-10732	498	11	)	)	PUNCT
dad-10732	498	12	x	x	X
dad-10732	498	13	∂u	∂u	PROPN
dad-10732	498	14	(	(	PUNCT
dad-10732	498	15	t−1	t−1	NOUN
dad-10732	498	16	)	)	PUNCT
dad-10732	498	17	y	y	PROPN
dad-10732	498	18	=	=	PUNCT
dad-10732	499	1	δ(t)y	δ(t)y	PROPN
dad-10732	499	2	+	+	CCONJ
dad-10732	499	3	δ(t)x	δ(t)x	PROPN
dad-10732	499	4	mx	mx	PROPN
dad-10732	499	5	,	,	PUNCT
dad-10732	499	6	yu	yu	PROPN
dad-10732	499	7	(	(	PUNCT
dad-10732	499	8	t−1	t−1	PROPN
dad-10732	499	9	)	)	PUNCT
dad-10732	499	10	y	y	PROPN
dad-10732	499	11	mx	mx	PROPN
dad-10732	499	12	,	,	PUNCT
dad-10732	499	13	y−1	y−1	PROPN
dad-10732	499	14	∏	∏	PROPN
dad-10732	499	15	z∈îx	z∈îx	PROPN
dad-10732	499	16	u(t)z	u(t)z	X
dad-10732	499	17	m̂x	m̂x	PROPN
dad-10732	499	18	,	,	PUNCT
dad-10732	499	19	z	z	PROPN
dad-10732	499	20	∏	∏	PROPN
dad-10732	499	21	z∈ix−{y	z∈ix−{y	NOUN
dad-10732	499	22	}	}	PUNCT
dad-10732	499	23	u(t−1)z	u(t−1)z	PROPN
dad-10732	499	24	mx	mx	PROPN
dad-10732	499	25	,	,	PUNCT
dad-10732	499	26	z	z	PROPN
dad-10732	499	27	(	(	PUNCT
dad-10732	499	28	32	32	NUM
dad-10732	499	29	)	)	PUNCT
dad-10732	499	30	88	88	NUM