id	sid	tid	token	lemma	pos
bracis-28351	1	1	a	a	DET
bracis-28351	1	2	monte	monte	PROPN
bracis-28351	1	3	carlo	carlo	PROPN
bracis-28351	1	4	algorithm	algorithm	NOUN
bracis-28351	1	5	for	for	ADP
bracis-28351	1	6	 	 	SPACE
bracis-28351	1	7	time	time	NOUN
bracis-28351	1	8	-	-	PUNCT
bracis-28351	1	9	constrained	constrain	VERB
bracis-28351	1	10	general	general	ADJ
bracis-28351	1	11	game	game	NOUN
bracis-28351	1	12	playing	play	VERB
bracis-28351	1	13	|	|	CCONJ
bracis-28351	1	14	springer	springer	NOUN
bracis-28351	1	15	nature	nature	NOUN
bracis-28351	1	16	link	link	PROPN
bracis-28351	1	17	(	(	PUNCT
bracis-28351	1	18	formerly	formerly	ADV
bracis-28351	1	19	springerlink	springerlink	NOUN
bracis-28351	1	20	)	)	PUNCT
bracis-28351	1	21	skip	skip	VERB
bracis-28351	1	22	to	to	ADP
bracis-28351	1	23	main	main	ADJ
bracis-28351	1	24	content	content	NOUN
bracis-28351	1	25	advertisement	advertisement	NOUN
bracis-28351	1	26	log	log	NOUN
bracis-28351	1	27	in	in	ADP
bracis-28351	1	28	menu	menu	NOUN
bracis-28351	1	29	find	find	VERB
bracis-28351	1	30	a	a	DET
bracis-28351	1	31	journal	journal	NOUN
bracis-28351	1	32	publish	publish	VERB
bracis-28351	1	33	with	with	ADP
bracis-28351	1	34	us	we	PRON
bracis-28351	1	35	track	track	VERB
bracis-28351	1	36	your	your	PRON
bracis-28351	1	37	research	research	NOUN
bracis-28351	1	38	search	search	NOUN
bracis-28351	1	39	cart	cart	NOUN
bracis-28351	1	40	home	home	NOUN
bracis-28351	1	41	intelligent	intelligent	ADJ
bracis-28351	1	42	systems	system	NOUN
bracis-28351	1	43	conference	conference	NOUN
bracis-28351	1	44	paper	paper	NOUN
bracis-28351	1	45	a	a	DET
bracis-28351	1	46	monte	monte	PROPN
bracis-28351	1	47	carlo	carlo	PROPN
bracis-28351	1	48	algorithm	algorithm	NOUN
bracis-28351	1	49	for	for	ADP
bracis-28351	1	50	 	 	SPACE
bracis-28351	1	51	time	time	NOUN
bracis-28351	1	52	-	-	PUNCT
bracis-28351	1	53	constrained	constrain	VERB
bracis-28351	1	54	general	general	ADJ
bracis-28351	1	55	game	game	NOUN
bracis-28351	1	56	playing	playing	NOUN
bracis-28351	1	57	conference	conference	NOUN
bracis-28351	1	58	paper	paper	NOUN
bracis-28351	1	59	first	first	ADV
bracis-28351	1	60	online	online	ADV
bracis-28351	1	61	:	:	PUNCT
bracis-28351	1	62	12	12	NUM
bracis-28351	1	63	october	october	NOUN
bracis-28351	1	64	2023	2023	NUM
bracis-28351	1	65	pp	pp	PROPN
bracis-28351	1	66	97–111	97–111	PROPN
bracis-28351	1	67	cite	cite	VERB
bracis-28351	1	68	this	this	DET
bracis-28351	1	69	conference	conference	NOUN
bracis-28351	1	70	paper	paper	NOUN
bracis-28351	1	71	access	access	NOUN
bracis-28351	1	72	provided	provide	VERB
bracis-28351	1	73	by	by	ADP
bracis-28351	1	74	university	university	PROPN
bracis-28351	1	75	of	of	ADP
bracis-28351	1	76	notre	notre	PROPN
bracis-28351	1	77	dame	dame	PROPN
bracis-28351	1	78	hesburgh	hesburgh	PROPN
bracis-28351	1	79	library	library	PROPN
bracis-28351	1	80	download	download	PROPN
bracis-28351	1	81	book	book	NOUN
bracis-28351	1	82	pdf	pdf	PROPN
bracis-28351	1	83	download	download	NOUN
bracis-28351	1	84	book	book	NOUN
bracis-28351	1	85	epub	epub	PROPN
bracis-28351	1	86	intelligent	intelligent	ADJ
bracis-28351	1	87	systems	system	NOUN
bracis-28351	1	88	(	(	PUNCT
bracis-28351	1	89	bracis	bracis	NOUN
bracis-28351	1	90	2023	2023	NUM
bracis-28351	1	91	)	)	PUNCT
bracis-28351	1	92	a	a	DET
bracis-28351	1	93	monte	monte	PROPN
bracis-28351	1	94	carlo	carlo	PROPN
bracis-28351	1	95	algorithm	algorithm	PROPN
bracis-28351	1	96	for	for	ADP
bracis-28351	1	97	 	 	SPACE
bracis-28351	1	98	time	time	NOUN
bracis-28351	1	99	-	-	PUNCT
bracis-28351	1	100	constrained	constrain	VERB
bracis-28351	1	101	general	general	ADJ
bracis-28351	1	102	game	game	NOUN
bracis-28351	1	103	playing	playing	NOUN
bracis-28351	1	104	download	download	NOUN
bracis-28351	1	105	book	book	NOUN
bracis-28351	1	106	pdf	pdf	PROPN
bracis-28351	1	107	download	download	NOUN
bracis-28351	1	108	book	book	PROPN
bracis-28351	1	109	epub	epub	PROPN
bracis-28351	1	110	victor	victor	PROPN
bracis-28351	1	111	scherer	scherer	PROPN
bracis-28351	1	112	putrich9	putrich9	PROPN
bracis-28351	1	113	,	,	PUNCT
bracis-28351	1	114	anderson	anderson	PROPN
bracis-28351	1	115	rocha	rocha	PROPN
bracis-28351	1	116	tavares10	tavares10	PROPN
bracis-28351	1	117	&	&	CCONJ
bracis-28351	1	118	felipe	felipe	PROPN
bracis-28351	1	119	meneguzzi9,11	meneguzzi9,11	PROPN
bracis-28351	1	120	  	  	SPACE
bracis-28351	1	121	part	part	NOUN
bracis-28351	1	122	of	of	ADP
bracis-28351	1	123	the	the	DET
bracis-28351	1	124	book	book	NOUN
bracis-28351	1	125	series	series	NOUN
bracis-28351	1	126	:	:	PUNCT
bracis-28351	1	127	lecture	lecture	NOUN
bracis-28351	1	128	notes	note	NOUN
bracis-28351	1	129	in	in	ADP
bracis-28351	1	130	computer	computer	NOUN
bracis-28351	1	131	science	science	NOUN
bracis-28351	1	132	(	(	PUNCT
bracis-28351	1	133	(	(	PUNCT
bracis-28351	1	134	lnai	lnai	ADJ
bracis-28351	1	135	,	,	PUNCT
bracis-28351	1	136	volume	volume	NOUN
bracis-28351	1	137	14195	14195	NUM
bracis-28351	1	138	)	)	PUNCT
bracis-28351	1	139	)	)	PUNCT
bracis-28351	1	140	included	include	VERB
bracis-28351	1	141	in	in	ADP
bracis-28351	1	142	the	the	DET
bracis-28351	1	143	following	follow	VERB
bracis-28351	1	144	conference	conference	NOUN
bracis-28351	1	145	series	series	NOUN
bracis-28351	1	146	:	:	PUNCT
bracis-28351	1	147	brazilian	brazilian	ADJ
bracis-28351	1	148	conference	conference	NOUN
bracis-28351	1	149	on	on	ADP
bracis-28351	1	150	intelligent	intelligent	ADJ
bracis-28351	1	151	systems	system	NOUN
bracis-28351	1	152	527	527	NUM
bracis-28351	1	153	accesses	access	NOUN
bracis-28351	1	154	abstract	abstract	ADJ
bracis-28351	1	155	general	general	ADJ
bracis-28351	1	156	game	game	NOUN
bracis-28351	1	157	playing	playing	NOUN
bracis-28351	1	158	(	(	PUNCT
bracis-28351	1	159	ggp	ggp	NOUN
bracis-28351	1	160	)	)	PUNCT
bracis-28351	1	161	is	be	AUX
bracis-28351	1	162	a	a	DET
bracis-28351	1	163	challenging	challenging	ADJ
bracis-28351	1	164	domain	domain	NOUN
bracis-28351	1	165	for	for	ADP
bracis-28351	1	166	ai	ai	PROPN
bracis-28351	1	167	agents	agent	NOUN
bracis-28351	1	168	,	,	PUNCT
bracis-28351	1	169	as	as	SCONJ
bracis-28351	1	170	it	it	PRON
bracis-28351	1	171	requires	require	VERB
bracis-28351	1	172	them	they	PRON
bracis-28351	1	173	to	to	PART
bracis-28351	1	174	play	play	VERB
bracis-28351	1	175	diverse	diverse	ADJ
bracis-28351	1	176	games	game	NOUN
bracis-28351	1	177	without	without	ADP
bracis-28351	1	178	prior	prior	ADJ
bracis-28351	1	179	knowledge	knowledge	NOUN
bracis-28351	1	180	.	.	PUNCT
bracis-28351	2	1	in	in	ADP
bracis-28351	2	2	this	this	DET
bracis-28351	2	3	paper	paper	NOUN
bracis-28351	2	4	,	,	PUNCT
bracis-28351	2	5	we	we	PRON
bracis-28351	2	6	develop	develop	VERB
bracis-28351	2	7	a	a	DET
bracis-28351	2	8	strategy	strategy	NOUN
bracis-28351	2	9	to	to	PART
bracis-28351	2	10	improve	improve	VERB
bracis-28351	2	11	move	move	VERB
bracis-28351	2	12	suggestions	suggestion	NOUN
bracis-28351	2	13	in	in	ADP
bracis-28351	2	14	time	time	NOUN
bracis-28351	2	15	-	-	PUNCT
bracis-28351	2	16	constrained	constrain	VERB
bracis-28351	2	17	ggp	ggp	NOUN
bracis-28351	2	18	settings	setting	NOUN
bracis-28351	2	19	.	.	PUNCT
bracis-28351	3	1	this	this	DET
bracis-28351	3	2	strategy	strategy	NOUN
bracis-28351	3	3	consists	consist	VERB
bracis-28351	3	4	of	of	ADP
bracis-28351	3	5	a	a	DET
bracis-28351	3	6	hybrid	hybrid	ADJ
bracis-28351	3	7	version	version	NOUN
bracis-28351	3	8	of	of	ADP
bracis-28351	3	9	uct	uct	PROPN
bracis-28351	3	10	that	that	PRON
bracis-28351	3	11	combines	combine	VERB
bracis-28351	3	12	sequential	sequential	ADJ
bracis-28351	3	13	halving	halving	NOUN
bracis-28351	3	14	and	and	CCONJ
bracis-28351	3	15	,	,	PUNCT
bracis-28351	3	16	favoring	favor	VERB
bracis-28351	3	17	information	information	NOUN
bracis-28351	3	18	acquisition	acquisition	NOUN
bracis-28351	3	19	in	in	ADP
bracis-28351	3	20	the	the	DET
bracis-28351	3	21	root	root	NOUN
bracis-28351	3	22	node	node	NOUN
bracis-28351	3	23	,	,	PUNCT
bracis-28351	3	24	rather	rather	ADV
bracis-28351	3	25	than	than	ADP
bracis-28351	3	26	overspend	overspend	VERB
bracis-28351	3	27	time	time	NOUN
bracis-28351	3	28	on	on	ADP
bracis-28351	3	29	the	the	DET
bracis-28351	3	30	most	most	ADV
bracis-28351	3	31	rewarding	rewarding	ADJ
bracis-28351	3	32	actions	action	NOUN
bracis-28351	3	33	.	.	PUNCT
bracis-28351	4	1	empirical	empirical	ADJ
bracis-28351	4	2	evaluation	evaluation	NOUN
bracis-28351	4	3	using	use	VERB
bracis-28351	4	4	a	a	DET
bracis-28351	4	5	ggp	ggp	NOUN
bracis-28351	4	6	competition	competition	NOUN
bracis-28351	4	7	scheme	scheme	NOUN
bracis-28351	4	8	from	from	ADP
bracis-28351	4	9	the	the	DET
bracis-28351	4	10	ludii	ludii	PROPN
bracis-28351	4	11	framework	framework	NOUN
bracis-28351	4	12	shows	show	VERB
bracis-28351	4	13	that	that	SCONJ
bracis-28351	4	14	our	our	PRON
bracis-28351	4	15	strategy	strategy	NOUN
bracis-28351	4	16	improves	improve	VERB
bracis-28351	4	17	the	the	DET
bracis-28351	4	18	average	average	ADJ
bracis-28351	4	19	payoff	payoff	NOUN
bracis-28351	4	20	over	over	ADP
bracis-28351	4	21	the	the	DET
bracis-28351	4	22	entire	entire	ADJ
bracis-28351	4	23	competition	competition	NOUN
bracis-28351	4	24	set	set	NOUN
bracis-28351	4	25	of	of	ADP
bracis-28351	4	26	games	game	NOUN
bracis-28351	4	27	.	.	PUNCT
bracis-28351	5	1	moreover	moreover	ADV
bracis-28351	5	2	,	,	PUNCT
bracis-28351	5	3	our	our	PRON
bracis-28351	5	4	agent	agent	NOUN
bracis-28351	5	5	makes	make	VERB
bracis-28351	5	6	better	well	ADJ
bracis-28351	5	7	use	use	NOUN
bracis-28351	5	8	of	of	ADP
bracis-28351	5	9	extended	extended	ADJ
bracis-28351	5	10	time	time	NOUN
bracis-28351	5	11	budgets	budget	NOUN
bracis-28351	5	12	,	,	PUNCT
bracis-28351	5	13	when	when	SCONJ
bracis-28351	5	14	available	available	ADJ
bracis-28351	5	15	.	.	PUNCT
bracis-28351	6	1	access	access	NOUN
bracis-28351	6	2	provided	provide	VERB
bracis-28351	6	3	by	by	ADP
bracis-28351	6	4	university	university	PROPN
bracis-28351	6	5	of	of	ADP
bracis-28351	6	6	notre	notre	PROPN
bracis-28351	6	7	dame	dame	PROPN
bracis-28351	6	8	hesburgh	hesburgh	PROPN
bracis-28351	6	9	library	library	PROPN
bracis-28351	6	10	.	.	PUNCT
bracis-28351	7	1	download	download	PROPN
bracis-28351	7	2	conference	conference	NOUN
bracis-28351	7	3	paper	paper	NOUN
bracis-28351	7	4	pdf	pdf	NOUN
bracis-28351	7	5	similar	similar	ADJ
bracis-28351	7	6	content	content	NOUN
bracis-28351	7	7	being	be	AUX
bracis-28351	7	8	viewed	view	VERB
bracis-28351	7	9	by	by	ADP
bracis-28351	7	10	others	other	NOUN
bracis-28351	7	11	testing	test	VERB
bracis-28351	7	12	hybrid	hybrid	ADJ
bracis-28351	7	13	computational	computational	ADJ
bracis-28351	7	14	intelligence	intelligence	NOUN
bracis-28351	7	15	algorithms	algorithm	NOUN
bracis-28351	7	16	for	for	ADP
bracis-28351	7	17	general	general	ADJ
bracis-28351	7	18	game	game	NOUN
bracis-28351	7	19	 	 	SPACE
bracis-28351	7	20	playing	playing	NOUN
bracis-28351	7	21	chapter	chapter	NOUN
bracis-28351	7	22	©	©	NOUN
bracis-28351	7	23	2020	2020	NUM
bracis-28351	7	24	self	self	NOUN
bracis-28351	7	25	-	-	PUNCT
bracis-28351	7	26	adaptive	adaptive	ADJ
bracis-28351	7	27	mcts	mct	NOUN
bracis-28351	7	28	for	for	ADP
bracis-28351	7	29	general	general	ADJ
bracis-28351	7	30	video	video	NOUN
bracis-28351	7	31	game	game	NOUN
bracis-28351	7	32	playing	play	VERB
bracis-28351	7	33	chapter	chapter	NOUN
bracis-28351	7	34	©	©	PROPN
bracis-28351	7	35	2018	2018	NUM
bracis-28351	7	36	towards	towards	ADP
bracis-28351	7	37	human	human	ADJ
bracis-28351	7	38	-	-	PUNCT
bracis-28351	7	39	competitive	competitive	ADJ
bracis-28351	7	40	game	game	NOUN
bracis-28351	7	41	playing	play	VERB
bracis-28351	7	42	for	for	ADP
bracis-28351	7	43	 	 	SPACE
bracis-28351	7	44	complex	complex	PROPN
bracis-28351	7	45	board	board	NOUN
bracis-28351	7	46	games	game	NOUN
bracis-28351	7	47	with	with	ADP
bracis-28351	7	48	genetic	genetic	ADJ
bracis-28351	7	49	programming	programming	NOUN
bracis-28351	7	50	chapter	chapter	NOUN
bracis-28351	7	51	©	©	PROPN
bracis-28351	7	52	2016	2016	NUM
bracis-28351	7	53	explore	explore	VERB
bracis-28351	7	54	related	relate	VERB
bracis-28351	7	55	subjects	subject	NOUN
bracis-28351	7	56	discover	discover	VERB
bracis-28351	7	57	the	the	DET
bracis-28351	7	58	latest	late	ADJ
bracis-28351	7	59	articles	article	NOUN
bracis-28351	7	60	,	,	PUNCT
bracis-28351	7	61	books	book	NOUN
bracis-28351	7	62	and	and	CCONJ
bracis-28351	7	63	news	news	NOUN
bracis-28351	7	64	in	in	ADP
bracis-28351	7	65	related	related	ADJ
bracis-28351	7	66	subjects	subject	NOUN
bracis-28351	7	67	,	,	PUNCT
bracis-28351	7	68	suggested	suggest	VERB
bracis-28351	7	69	using	use	VERB
bracis-28351	7	70	machine	machine	NOUN
bracis-28351	7	71	learning	learning	NOUN
bracis-28351	7	72	.	.	PUNCT
bracis-28351	8	1	computational	computational	ADJ
bracis-28351	8	2	intelligence	intelligence	NOUN
bracis-28351	8	3	continuous	continuous	ADJ
bracis-28351	8	4	optimization	optimization	NOUN
bracis-28351	8	5	general	general	ADJ
bracis-28351	8	6	economical	economical	ADJ
bracis-28351	8	7	equilibrium	equilibrium	NOUN
bracis-28351	8	8	game	game	NOUN
bracis-28351	8	9	theory	theory	NOUN
bracis-28351	8	10	games	game	NOUN
bracis-28351	8	11	studies	study	NOUN
bracis-28351	8	12	optimization	optimization	NOUN
bracis-28351	8	13	1	1	NUM
bracis-28351	8	14	introduction	introduction	NOUN
bracis-28351	8	15	general	general	ADJ
bracis-28351	8	16	game	game	NOUN
bracis-28351	8	17	playing	playing	NOUN
bracis-28351	8	18	(	(	PUNCT
bracis-28351	8	19	ggp	ggp	NOUN
bracis-28351	8	20	)	)	PUNCT
bracis-28351	8	21	is	be	AUX
bracis-28351	8	22	a	a	DET
bracis-28351	8	23	research	research	NOUN
bracis-28351	8	24	area	area	NOUN
bracis-28351	8	25	focused	focus	VERB
bracis-28351	8	26	on	on	ADP
bracis-28351	8	27	developing	develop	VERB
bracis-28351	8	28	intelligent	intelligent	ADJ
bracis-28351	8	29	agents	agent	NOUN
bracis-28351	8	30	capable	capable	ADJ
bracis-28351	8	31	of	of	ADP
bracis-28351	8	32	playing	play	VERB
bracis-28351	8	33	a	a	DET
bracis-28351	8	34	wide	wide	ADJ
bracis-28351	8	35	variety	variety	NOUN
bracis-28351	8	36	of	of	ADP
bracis-28351	8	37	games	game	NOUN
bracis-28351	8	38	without	without	ADP
bracis-28351	8	39	prior	prior	ADJ
bracis-28351	8	40	knowledge	knowledge	NOUN
bracis-28351	8	41	of	of	ADP
bracis-28351	8	42	any	any	DET
bracis-28351	8	43	specific	specific	ADJ
bracis-28351	8	44	game	game	NOUN
bracis-28351	8	45	being	be	AUX
bracis-28351	8	46	played	play	VERB
bracis-28351	8	47	 	 	SPACE
bracis-28351	8	48	[	[	X
bracis-28351	8	49	5	5	NUM
bracis-28351	8	50	]	]	PUNCT
bracis-28351	8	51	.	.	PUNCT
bracis-28351	9	1	ggp	ggp	PROPN
bracis-28351	9	2	agents	agent	NOUN
bracis-28351	9	3	receive	receive	VERB
bracis-28351	9	4	the	the	DET
bracis-28351	9	5	rules	rule	NOUN
bracis-28351	9	6	of	of	ADP
bracis-28351	9	7	potentially	potentially	ADV
bracis-28351	9	8	unknown	unknown	ADJ
bracis-28351	9	9	games	game	NOUN
bracis-28351	9	10	and	and	CCONJ
bracis-28351	9	11	must	must	AUX
bracis-28351	9	12	play	play	VERB
bracis-28351	9	13	them	they	PRON
bracis-28351	9	14	effectively	effectively	ADV
bracis-28351	9	15	.	.	PUNCT
bracis-28351	10	1	this	this	PRON
bracis-28351	10	2	prevents	prevent	VERB
bracis-28351	10	3	the	the	DET
bracis-28351	10	4	creation	creation	NOUN
bracis-28351	10	5	of	of	ADP
bracis-28351	10	6	game	game	NOUN
bracis-28351	10	7	-	-	PUNCT
bracis-28351	10	8	specific	specific	ADJ
bracis-28351	10	9	heuristics	heuristic	NOUN
bracis-28351	10	10	.	.	PUNCT
bracis-28351	11	1	the	the	DET
bracis-28351	11	2	upper	upper	ADJ
bracis-28351	11	3	confidence	confidence	NOUN
bracis-28351	11	4	for	for	ADP
bracis-28351	11	5	trees	tree	NOUN
bracis-28351	11	6	(	(	PUNCT
bracis-28351	11	7	uct	uct	PROPN
bracis-28351	11	8	)	)	PUNCT
bracis-28351	11	9	 	 	SPACE
bracis-28351	12	1	[	[	X
bracis-28351	12	2	7	7	NUM
bracis-28351	12	3	]	]	X
bracis-28351	12	4	algorithm	algorithm	NOUN
bracis-28351	12	5	has	have	AUX
bracis-28351	12	6	been	be	AUX
bracis-28351	12	7	effectively	effectively	ADV
bracis-28351	12	8	utilized	utilize	VERB
bracis-28351	12	9	in	in	ADP
bracis-28351	12	10	ggp	ggp	PROPN
bracis-28351	12	11	environments	environment	NOUN
bracis-28351	12	12	.	.	PUNCT
bracis-28351	13	1	uct	uct	PROPN
bracis-28351	13	2	is	be	AUX
bracis-28351	13	3	based	base	VERB
bracis-28351	13	4	on	on	ADP
bracis-28351	13	5	building	build	VERB
bracis-28351	13	6	a	a	DET
bracis-28351	13	7	search	search	NOUN
bracis-28351	13	8	tree	tree	NOUN
bracis-28351	13	9	using	use	VERB
bracis-28351	13	10	monte	monte	PROPN
bracis-28351	13	11	carlo	carlo	PROPN
bracis-28351	13	12	tree	tree	NOUN
bracis-28351	13	13	search	search	NOUN
bracis-28351	13	14	(	(	PUNCT
bracis-28351	13	15	mcts	mct	NOUN
bracis-28351	13	16	)	)	PUNCT
bracis-28351	13	17	.	.	PUNCT
bracis-28351	14	1	mcts	mct	NOUN
bracis-28351	14	2	employs	employ	VERB
bracis-28351	14	3	monte	monte	PROPN
bracis-28351	14	4	carlo	carlo	PROPN
bracis-28351	14	5	simulations	simulation	NOUN
bracis-28351	14	6	to	to	PART
bracis-28351	14	7	iteratively	iteratively	ADV
bracis-28351	14	8	build	build	VERB
bracis-28351	14	9	a	a	DET
bracis-28351	14	10	game	game	NOUN
bracis-28351	14	11	tree	tree	NOUN
bracis-28351	14	12	.	.	PUNCT
bracis-28351	15	1	uct	uct	PROPN
bracis-28351	15	2	guarantees	guarantee	VERB
bracis-28351	15	3	asymptotic	asymptotic	ADJ
bracis-28351	15	4	optimal	optimal	ADJ
bracis-28351	15	5	convergence	convergence	NOUN
bracis-28351	15	6	.	.	PUNCT
bracis-28351	16	1	however	however	ADV
bracis-28351	16	2	,	,	PUNCT
bracis-28351	16	3	it	it	PRON
bracis-28351	16	4	may	may	AUX
bracis-28351	16	5	spend	spend	VERB
bracis-28351	16	6	too	too	ADV
bracis-28351	16	7	much	much	ADJ
bracis-28351	16	8	time	time	NOUN
bracis-28351	16	9	on	on	ADP
bracis-28351	16	10	the	the	DET
bracis-28351	16	11	most	most	ADV
bracis-28351	16	12	promising	promising	ADJ
bracis-28351	16	13	choice	choice	NOUN
bracis-28351	16	14	so	so	ADV
bracis-28351	16	15	far	far	ADV
bracis-28351	16	16	,	,	PUNCT
bracis-28351	16	17	instead	instead	ADV
bracis-28351	16	18	of	of	ADP
bracis-28351	16	19	attempting	attempt	VERB
bracis-28351	16	20	other	other	ADJ
bracis-28351	16	21	less	less	ADV
bracis-28351	16	22	explored	explore	VERB
bracis-28351	16	23	options	option	NOUN
bracis-28351	16	24	to	to	PART
bracis-28351	16	25	potentially	potentially	ADV
bracis-28351	16	26	find	find	VERB
bracis-28351	16	27	a	a	DET
bracis-28351	16	28	better	well	ADJ
bracis-28351	16	29	one	one	NOUN
bracis-28351	16	30	.	.	PUNCT
bracis-28351	17	1	this	this	DET
bracis-28351	17	2	results	result	NOUN
bracis-28351	17	3	in	in	ADP
bracis-28351	17	4	uct	uct	NOUN
bracis-28351	17	5	taking	take	VERB
bracis-28351	17	6	too	too	ADV
bracis-28351	17	7	long	long	ADJ
bracis-28351	17	8	to	to	PART
bracis-28351	17	9	produce	produce	VERB
bracis-28351	17	10	high	high	ADJ
bracis-28351	17	11	-	-	PUNCT
bracis-28351	17	12	quality	quality	NOUN
bracis-28351	17	13	recommendations	recommendation	NOUN
bracis-28351	17	14	in	in	ADP
bracis-28351	17	15	certain	certain	ADJ
bracis-28351	17	16	scenarios	scenario	NOUN
bracis-28351	17	17	.	.	PUNCT
bracis-28351	18	1	a	a	DET
bracis-28351	18	2	significant	significant	ADJ
bracis-28351	18	3	challenge	challenge	NOUN
bracis-28351	18	4	in	in	ADP
bracis-28351	18	5	ggp	ggp	PROPN
bracis-28351	18	6	is	be	AUX
bracis-28351	18	7	designing	design	VERB
bracis-28351	18	8	algorithms	algorithm	NOUN
bracis-28351	18	9	that	that	PRON
bracis-28351	18	10	can	can	AUX
bracis-28351	18	11	efficiently	efficiently	ADV
bracis-28351	18	12	find	find	VERB
bracis-28351	18	13	solutions	solution	NOUN
bracis-28351	18	14	in	in	ADP
bracis-28351	18	15	a	a	DET
bracis-28351	18	16	timely	timely	ADJ
bracis-28351	18	17	manner	manner	NOUN
bracis-28351	18	18	,	,	PUNCT
bracis-28351	18	19	particularly	particularly	ADV
bracis-28351	18	20	in	in	ADP
bracis-28351	18	21	competitive	competitive	ADJ
bracis-28351	18	22	contexts	contexts	NOUN
bracis-28351	18	23	,	,	PUNCT
bracis-28351	18	24	where	where	SCONJ
bracis-28351	18	25	the	the	DET
bracis-28351	18	26	time	time	NOUN
bracis-28351	18	27	required	require	VERB
bracis-28351	18	28	to	to	PART
bracis-28351	18	29	find	find	VERB
bracis-28351	18	30	a	a	DET
bracis-28351	18	31	solution	solution	NOUN
bracis-28351	18	32	is	be	AUX
bracis-28351	18	33	critical	critical	ADJ
bracis-28351	18	34	to	to	ADP
bracis-28351	18	35	the	the	DET
bracis-28351	18	36	agent	agent	NOUN
bracis-28351	18	37	’s	’s	PART
bracis-28351	18	38	performance	performance	NOUN
bracis-28351	18	39	.	.	PUNCT
bracis-28351	19	1	in	in	ADP
bracis-28351	19	2	this	this	DET
bracis-28351	19	3	paper	paper	NOUN
bracis-28351	19	4	,	,	PUNCT
bracis-28351	19	5	we	we	PRON
bracis-28351	19	6	tackle	tackle	VERB
bracis-28351	19	7	the	the	DET
bracis-28351	19	8	problem	problem	NOUN
bracis-28351	19	9	of	of	ADP
bracis-28351	19	10	ggp	ggp	NOUN
bracis-28351	19	11	with	with	ADP
bracis-28351	19	12	scarce	scarce	ADJ
bracis-28351	19	13	time	time	NOUN
bracis-28351	19	14	resources	resource	NOUN
bracis-28351	19	15	.	.	PUNCT
bracis-28351	20	1	specifically	specifically	ADV
bracis-28351	20	2	,	,	PUNCT
bracis-28351	20	3	we	we	PRON
bracis-28351	20	4	focus	focus	VERB
bracis-28351	20	5	on	on	ADP
bracis-28351	20	6	the	the	DET
bracis-28351	20	7	following	follow	VERB
bracis-28351	20	8	question	question	NOUN
bracis-28351	20	9	:	:	PUNCT
bracis-28351	20	10	is	be	AUX
bracis-28351	20	11	it	it	PRON
bracis-28351	20	12	uct	uct	VERB
bracis-28351	20	13	the	the	DET
bracis-28351	20	14	best	good	ADJ
bracis-28351	20	15	option	option	NOUN
bracis-28351	20	16	for	for	ADP
bracis-28351	20	17	ggp	ggp	PROPN
bracis-28351	20	18	environments	environment	NOUN
bracis-28351	20	19	with	with	ADP
bracis-28351	20	20	strict	strict	ADJ
bracis-28351	20	21	time	time	NOUN
bracis-28351	20	22	constraints	constraint	NOUN
bracis-28351	20	23	?	?	PUNCT
bracis-28351	21	1	in	in	ADP
bracis-28351	21	2	response	response	NOUN
bracis-28351	21	3	,	,	PUNCT
bracis-28351	21	4	we	we	PRON
bracis-28351	21	5	develop	develop	VERB
bracis-28351	21	6	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	21	7	{	{	PUNCT
bracis-28351	21	8	sh}}}}\)footnote	sh}}}}\)footnote	X
bracis-28351	21	9	1	1	NUM
bracis-28351	21	10	(	(	PUNCT
bracis-28351	21	11	presented	present	VERB
bracis-28351	21	12	at	at	ADP
bracis-28351	21	13	sect	sect	NOUN
bracis-28351	21	14	.	.	PUNCT
bracis-28351	21	15	 	 	SPACE
bracis-28351	21	16	4	4	NUM
bracis-28351	21	17	)	)	PUNCT
bracis-28351	21	18	.	.	PUNCT
bracis-28351	22	1	our	our	PRON
bracis-28351	22	2	algorithm	algorithm	NOUN
bracis-28351	22	3	is	be	AUX
bracis-28351	22	4	based	base	VERB
bracis-28351	22	5	on	on	ADP
bracis-28351	22	6	a	a	DET
bracis-28351	22	7	hybrid	hybrid	ADJ
bracis-28351	22	8	scheme	scheme	NOUN
bracis-28351	22	9	for	for	ADP
bracis-28351	22	10	building	building	NOUN
bracis-28351	22	11	game	game	NOUN
bracis-28351	22	12	-	-	PUNCT
bracis-28351	22	13	trees	tree	NOUN
bracis-28351	22	14	though	though	SCONJ
bracis-28351	22	15	mcts	mct	NOUN
bracis-28351	22	16	 	 	SPACE
bracis-28351	22	17	[	[	X
bracis-28351	22	18	15	15	NUM
bracis-28351	22	19	]	]	X
bracis-28351	22	20	,	,	PUNCT
bracis-28351	22	21	which	which	PRON
bracis-28351	22	22	is	be	AUX
bracis-28351	22	23	presented	present	VERB
bracis-28351	22	24	at	at	ADP
bracis-28351	22	25	sect	sect	NOUN
bracis-28351	22	26	.	.	PUNCT
bracis-28351	22	27	 	 	SPACE
bracis-28351	23	1	3	3	X
bracis-28351	23	2	.	.	X
bracis-28351	24	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	24	2	{	{	PUNCT
bracis-28351	24	3	sh}}}}\	sh}}}}\	NOUN
bracis-28351	24	4	)	)	PUNCT
bracis-28351	24	5	 	 	SPACE
bracis-28351	24	6	aims	aim	VERB
bracis-28351	24	7	to	to	PART
bracis-28351	24	8	be	be	AUX
bracis-28351	24	9	more	more	ADJ
bracis-28351	24	10	exploratory	exploratory	ADJ
bracis-28351	24	11	in	in	ADP
bracis-28351	24	12	the	the	DET
bracis-28351	24	13	root	root	NOUN
bracis-28351	24	14	node	node	NOUN
bracis-28351	24	15	than	than	ADP
bracis-28351	24	16	uct	uct	PROPN
bracis-28351	24	17	,	,	PUNCT
bracis-28351	24	18	avoiding	avoid	VERB
bracis-28351	24	19	repeatedly	repeatedly	ADV
bracis-28351	24	20	probing	probe	VERB
bracis-28351	24	21	the	the	DET
bracis-28351	24	22	currently	currently	ADV
bracis-28351	24	23	most	most	ADV
bracis-28351	24	24	promising	promising	ADJ
bracis-28351	24	25	action	action	NOUN
bracis-28351	24	26	,	,	PUNCT
bracis-28351	24	27	and	and	CCONJ
bracis-28351	24	28	using	use	VERB
bracis-28351	24	29	the	the	DET
bracis-28351	24	30	budget	budget	NOUN
bracis-28351	24	31	to	to	PART
bracis-28351	24	32	find	find	VERB
bracis-28351	24	33	potentially	potentially	ADV
bracis-28351	24	34	better	well	ADJ
bracis-28351	24	35	alternatives	alternative	NOUN
bracis-28351	24	36	.	.	PUNCT
bracis-28351	25	1	we	we	PRON
bracis-28351	25	2	conduct	conduct	VERB
bracis-28351	25	3	two	two	NUM
bracis-28351	25	4	distinct	distinct	ADJ
bracis-28351	25	5	experiments	experiment	NOUN
bracis-28351	25	6	(	(	PUNCT
bracis-28351	25	7	sect	sect	NOUN
bracis-28351	25	8	.	.	PUNCT
bracis-28351	25	9	 	 	SPACE
bracis-28351	25	10	5	5	NUM
bracis-28351	25	11	)	)	PUNCT
bracis-28351	25	12	.	.	PUNCT
bracis-28351	26	1	first	first	ADV
bracis-28351	26	2	we	we	PRON
bracis-28351	26	3	present	present	VERB
bracis-28351	26	4	the	the	DET
bracis-28351	26	5	prize	prize	PROPN
bracis-28351	26	6	box	box	PROPN
bracis-28351	26	7	selection	selection	NOUN
bracis-28351	26	8	experiment	experiment	NOUN
bracis-28351	26	9	,	,	PUNCT
bracis-28351	26	10	which	which	PRON
bracis-28351	26	11	is	be	AUX
bracis-28351	26	12	a	a	DET
bracis-28351	26	13	simplified	simplified	ADJ
bracis-28351	26	14	multi	multi	ADJ
bracis-28351	26	15	armed	armed	ADJ
bracis-28351	26	16	bandit	bandit	NOUN
bracis-28351	26	17	 	 	SPACE
bracis-28351	26	18	(	(	PUNCT
bracis-28351	26	19	mab	mab	PROPN
bracis-28351	26	20	)	)	PUNCT
bracis-28351	26	21	problem	problem	NOUN
bracis-28351	26	22	to	to	PART
bracis-28351	26	23	compare	compare	VERB
bracis-28351	26	24	how	how	SCONJ
bracis-28351	26	25	selection	selection	NOUN
bracis-28351	26	26	polices	police	NOUN
bracis-28351	26	27	allocate	allocate	VERB
bracis-28351	26	28	their	their	PRON
bracis-28351	26	29	resources	resource	NOUN
bracis-28351	26	30	under	under	ADP
bracis-28351	26	31	scenarios	scenario	NOUN
bracis-28351	26	32	with	with	ADP
bracis-28351	26	33	high	high	ADJ
bracis-28351	26	34	and	and	CCONJ
bracis-28351	26	35	low	low	ADJ
bracis-28351	26	36	reward	reward	NOUN
bracis-28351	26	37	variance	variance	NOUN
bracis-28351	26	38	.	.	PUNCT
bracis-28351	27	1	the	the	DET
bracis-28351	27	2	second	second	ADJ
bracis-28351	27	3	experiment	experiment	NOUN
bracis-28351	27	4	aims	aim	VERB
bracis-28351	27	5	to	to	PART
bracis-28351	27	6	measure	measure	VERB
bracis-28351	27	7	the	the	DET
bracis-28351	27	8	agents	agent	NOUN
bracis-28351	27	9	’	’	PART
bracis-28351	27	10	performance	performance	NOUN
bracis-28351	27	11	relative	relative	ADJ
bracis-28351	27	12	to	to	ADP
bracis-28351	27	13	uct	uct	PROPN
bracis-28351	27	14	under	under	ADP
bracis-28351	27	15	time	time	NOUN
bracis-28351	27	16	constraints	constraint	NOUN
bracis-28351	27	17	.	.	PUNCT
bracis-28351	28	1	for	for	ADP
bracis-28351	28	2	this	this	DET
bracis-28351	28	3	purpose	purpose	NOUN
bracis-28351	28	4	,	,	PUNCT
bracis-28351	28	5	we	we	PRON
bracis-28351	28	6	use	use	VERB
bracis-28351	28	7	the	the	DET
bracis-28351	28	8	ludii	ludii	PROPN
bracis-28351	28	9	ggp	ggp	PROPN
bracis-28351	28	10	environment	environment	PROPN
bracis-28351	28	11	 	 	SPACE
bracis-28351	29	1	[	[	X
bracis-28351	29	2	12	12	NUM
bracis-28351	29	3	]	]	PUNCT
bracis-28351	29	4	.	.	PUNCT
bracis-28351	30	1	specifically	specifically	ADV
bracis-28351	30	2	,	,	PUNCT
bracis-28351	30	3	we	we	PRON
bracis-28351	30	4	use	use	VERB
bracis-28351	30	5	the	the	DET
bracis-28351	30	6	kilothon	kilothon	ADJ
bracis-28351	30	7	tournament	tournament	NOUN
bracis-28351	30	8	,	,	PUNCT
bracis-28351	30	9	one	one	NUM
bracis-28351	30	10	of	of	ADP
bracis-28351	30	11	the	the	DET
bracis-28351	30	12	tracks	track	NOUN
bracis-28351	30	13	of	of	ADP
bracis-28351	30	14	ludii	ludii	NOUN
bracis-28351	30	15	’s	’s	PART
bracis-28351	30	16	ggp	ggp	PROPN
bracis-28351	30	17	competitionfootnote	competitionfootnote	NOUN
bracis-28351	30	18	2	2	NUM
bracis-28351	30	19	.	.	X
bracis-28351	30	20	such	such	ADJ
bracis-28351	30	21	international	international	ADJ
bracis-28351	30	22	competitions	competition	NOUN
bracis-28351	30	23	have	have	VERB
bracis-28351	30	24	a	a	DET
bracis-28351	30	25	crucial	crucial	ADJ
bracis-28351	30	26	role	role	NOUN
bracis-28351	30	27	in	in	ADP
bracis-28351	30	28	motivating	motivate	VERB
bracis-28351	30	29	ggp	ggp	PROPN
bracis-28351	30	30	research	research	NOUN
bracis-28351	30	31	 	 	SPACE
bracis-28351	31	1	[	[	X
bracis-28351	31	2	14	14	NUM
bracis-28351	31	3	]	]	PUNCT
bracis-28351	31	4	.	.	PUNCT
bracis-28351	32	1	the	the	DET
bracis-28351	32	2	main	main	ADJ
bracis-28351	32	3	contributions	contribution	NOUN
bracis-28351	32	4	of	of	ADP
bracis-28351	32	5	this	this	DET
bracis-28351	32	6	paper	paper	NOUN
bracis-28351	32	7	are	be	AUX
bracis-28351	32	8	as	as	SCONJ
bracis-28351	32	9	follows	follow	VERB
bracis-28351	32	10	:	:	PUNCT
bracis-28351	32	11	(	(	PUNCT
bracis-28351	32	12	i	i	NOUN
bracis-28351	32	13	)	)	PUNCT
bracis-28351	32	14	the	the	DET
bracis-28351	32	15	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	32	16	{	{	PUNCT
bracis-28351	32	17	sh}}}}\	sh}}}}\	NOUN
bracis-28351	32	18	)	)	PUNCT
bracis-28351	32	19	algorithm	algorithm	NOUN
bracis-28351	32	20	,	,	PUNCT
bracis-28351	32	21	a	a	DET
bracis-28351	32	22	new	new	ADJ
bracis-28351	32	23	decision	decision	NOUN
bracis-28351	32	24	-	-	PUNCT
bracis-28351	32	25	making	make	VERB
bracis-28351	32	26	method	method	NOUN
bracis-28351	32	27	that	that	PRON
bracis-28351	32	28	attempts	attempt	VERB
bracis-28351	32	29	to	to	PART
bracis-28351	32	30	use	use	VERB
bracis-28351	32	31	less	less	ADJ
bracis-28351	32	32	budget	budget	NOUN
bracis-28351	32	33	on	on	ADP
bracis-28351	32	34	the	the	DET
bracis-28351	32	35	greedy	greedy	ADJ
bracis-28351	32	36	choice	choice	NOUN
bracis-28351	32	37	to	to	PART
bracis-28351	32	38	favour	favour	VERB
bracis-28351	32	39	less	less	ADV
bracis-28351	32	40	-	-	PUNCT
bracis-28351	32	41	explored	explore	VERB
bracis-28351	32	42	ones	one	NOUN
bracis-28351	32	43	;	;	PUNCT
bracis-28351	32	44	(	(	PUNCT
bracis-28351	32	45	ii	ii	NOUN
bracis-28351	32	46	)	)	PUNCT
bracis-28351	32	47	the	the	DET
bracis-28351	32	48	clock	clock	NOUN
bracis-28351	32	49	bonus	bonus	NOUN
bracis-28351	32	50	time	time	NOUN
bracis-28351	32	51	(	(	PUNCT
bracis-28351	32	52	cbt	cbt	NOUN
bracis-28351	32	53	)	)	PUNCT
bracis-28351	32	54	approach	approach	NOUN
bracis-28351	32	55	,	,	PUNCT
bracis-28351	32	56	which	which	PRON
bracis-28351	32	57	enhances	enhance	VERB
bracis-28351	32	58	the	the	DET
bracis-28351	32	59	estimation	estimation	NOUN
bracis-28351	32	60	of	of	ADP
bracis-28351	32	61	thinking	thinking	NOUN
bracis-28351	32	62	time	time	NOUN
bracis-28351	32	63	in	in	ADP
bracis-28351	32	64	a	a	DET
bracis-28351	32	65	ggp	ggp	NOUN
bracis-28351	32	66	environment	environment	NOUN
bracis-28351	32	67	;	;	PUNCT
bracis-28351	32	68	(	(	PUNCT
bracis-28351	32	69	iii	iii	X
bracis-28351	32	70	)	)	PUNCT
bracis-28351	32	71	the	the	DET
bracis-28351	32	72	prize	prize	PROPN
bracis-28351	32	73	box	box	PROPN
bracis-28351	32	74	selection	selection	NOUN
bracis-28351	32	75	experiment	experiment	NOUN
bracis-28351	32	76	,	,	PUNCT
bracis-28351	32	77	which	which	PRON
bracis-28351	32	78	highlights	highlight	VERB
bracis-28351	32	79	the	the	DET
bracis-28351	32	80	resilience	resilience	NOUN
bracis-28351	32	81	of	of	ADP
bracis-28351	32	82	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	32	83	{	{	PUNCT
bracis-28351	32	84	sh}}}}\	sh}}}}\	NOUN
bracis-28351	32	85	)	)	PUNCT
bracis-28351	32	86	allocation	allocation	NOUN
bracis-28351	32	87	criteria	criterion	NOUN
bracis-28351	32	88	on	on	ADP
bracis-28351	32	89	decision	decision	NOUN
bracis-28351	32	90	-	-	PUNCT
bracis-28351	32	91	making	make	VERB
bracis-28351	32	92	problems	problem	NOUN
bracis-28351	32	93	with	with	ADP
bracis-28351	32	94	high	high	ADJ
bracis-28351	32	95	and	and	CCONJ
bracis-28351	32	96	low	low	ADJ
bracis-28351	32	97	variance	variance	NOUN
bracis-28351	32	98	,	,	PUNCT
bracis-28351	32	99	compared	compare	VERB
bracis-28351	32	100	to	to	ADP
bracis-28351	32	101	\(\text	\(\text	NOUN
bracis-28351	32	102	{	{	PUNCT
bracis-28351	32	103	ucb}_1\	ucb}_1\	NUM
bracis-28351	32	104	)	)	PUNCT
bracis-28351	32	105	and	and	CCONJ
bracis-28351	32	106	other	other	ADJ
bracis-28351	32	107	selection	selection	NOUN
bracis-28351	32	108	policies	policy	NOUN
bracis-28351	32	109	(	(	PUNCT
bracis-28351	32	110	examined	examine	VERB
bracis-28351	32	111	in	in	ADP
bracis-28351	32	112	our	our	PRON
bracis-28351	32	113	work	work	NOUN
bracis-28351	32	114	at	at	ADP
bracis-28351	32	115	sect	sect	NOUN
bracis-28351	32	116	.	.	PUNCT
bracis-28351	32	117	 	 	SPACE
bracis-28351	32	118	2	2	NUM
bracis-28351	32	119	and	and	CCONJ
bracis-28351	32	120	3	3	NUM
bracis-28351	32	121	)	)	PUNCT
bracis-28351	32	122	;	;	PUNCT
bracis-28351	32	123	and	and	CCONJ
bracis-28351	32	124	(	(	PUNCT
bracis-28351	32	125	iv	iv	X
bracis-28351	32	126	)	)	PUNCT
bracis-28351	32	127	empirical	empirical	ADJ
bracis-28351	32	128	evidence	evidence	NOUN
bracis-28351	32	129	of	of	ADP
bracis-28351	32	130	the	the	DET
bracis-28351	32	131	improved	improved	ADJ
bracis-28351	32	132	performance	performance	NOUN
bracis-28351	32	133	of	of	ADP
bracis-28351	32	134	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	32	135	{	{	PUNCT
bracis-28351	32	136	sh}}}}\	sh}}}}\	NOUN
bracis-28351	32	137	)	)	PUNCT
bracis-28351	32	138	over	over	ADP
bracis-28351	32	139	uct	uct	PROPN
bracis-28351	32	140	on	on	ADP
bracis-28351	32	141	a	a	DET
bracis-28351	32	142	ggp	ggp	PROPN
bracis-28351	32	143	environment	environment	NOUN
bracis-28351	32	144	,	,	PUNCT
bracis-28351	32	145	suggesting	suggest	VERB
bracis-28351	32	146	its	its	PRON
bracis-28351	32	147	effectiveness	effectiveness	NOUN
bracis-28351	32	148	as	as	ADP
bracis-28351	32	149	a	a	DET
bracis-28351	32	150	selection	selection	NOUN
bracis-28351	32	151	policy	policy	NOUN
bracis-28351	32	152	.	.	PUNCT
bracis-28351	33	1	2	2	NUM
bracis-28351	33	2	monte	monte	PROPN
bracis-28351	33	3	carlo	carlo	PROPN
bracis-28351	33	4	methods	method	NOUN
bracis-28351	33	5	monte	monte	PROPN
bracis-28351	33	6	carlo	carlo	PROPN
bracis-28351	33	7	techniques	technique	NOUN
bracis-28351	33	8	employ	employ	VERB
bracis-28351	33	9	random	random	ADJ
bracis-28351	33	10	sampling	sampling	NOUN
bracis-28351	33	11	via	via	ADP
bracis-28351	33	12	simulations	simulation	NOUN
bracis-28351	33	13	to	to	PART
bracis-28351	33	14	acquire	acquire	VERB
bracis-28351	33	15	information	information	NOUN
bracis-28351	33	16	to	to	PART
bracis-28351	33	17	address	address	VERB
bracis-28351	33	18	problems	problem	NOUN
bracis-28351	33	19	that	that	PRON
bracis-28351	33	20	are	be	AUX
bracis-28351	33	21	otherwise	otherwise	ADV
bracis-28351	33	22	intractable	intractable	ADJ
bracis-28351	33	23	.	.	PUNCT
bracis-28351	34	1	in	in	ADP
bracis-28351	34	2	game	game	NOUN
bracis-28351	34	3	-	-	PUNCT
bracis-28351	34	4	playing	playing	NOUN
bracis-28351	34	5	,	,	PUNCT
bracis-28351	34	6	monte	monte	PROPN
bracis-28351	34	7	carlo	carlo	PROPN
bracis-28351	34	8	methods	method	NOUN
bracis-28351	34	9	can	can	AUX
bracis-28351	34	10	be	be	AUX
bracis-28351	34	11	used	use	VERB
bracis-28351	34	12	to	to	PART
bracis-28351	34	13	evaluate	evaluate	VERB
bracis-28351	34	14	a	a	DET
bracis-28351	34	15	game	game	NOUN
bracis-28351	34	16	-	-	PUNCT
bracis-28351	34	17	tree	tree	NOUN
bracis-28351	34	18	node	node	NOUN
bracis-28351	34	19	by	by	ADP
bracis-28351	34	20	computing	compute	VERB
bracis-28351	34	21	the	the	DET
bracis-28351	34	22	expected	expect	VERB
bracis-28351	34	23	outcome	outcome	NOUN
bracis-28351	34	24	of	of	ADP
bracis-28351	34	25	its	its	PRON
bracis-28351	34	26	actions	action	NOUN
bracis-28351	34	27	by	by	ADP
bracis-28351	34	28	sampling	sample	VERB
bracis-28351	34	29	a	a	DET
bracis-28351	34	30	sufficient	sufficient	ADJ
bracis-28351	34	31	large	large	ADJ
bracis-28351	34	32	number	number	NOUN
bracis-28351	34	33	of	of	ADP
bracis-28351	34	34	random	random	ADJ
bracis-28351	34	35	completions	completion	NOUN
bracis-28351	34	36	of	of	ADP
bracis-28351	34	37	a	a	DET
bracis-28351	34	38	game	game	NOUN
bracis-28351	34	39	,	,	PUNCT
bracis-28351	34	40	also	also	ADV
bracis-28351	34	41	called	call	VERB
bracis-28351	34	42	playouts	playout	NOUN
bracis-28351	34	43	.	.	PUNCT
bracis-28351	35	1	this	this	DET
bracis-28351	35	2	section	section	NOUN
bracis-28351	35	3	presents	present	VERB
bracis-28351	35	4	useful	useful	ADJ
bracis-28351	35	5	concepts	concept	NOUN
bracis-28351	35	6	regarding	regard	VERB
bracis-28351	35	7	monte	monte	PROPN
bracis-28351	35	8	carlo	carlo	PROPN
bracis-28351	35	9	methods	method	NOUN
bracis-28351	35	10	,	,	PUNCT
bracis-28351	35	11	that	that	PRON
bracis-28351	35	12	are	be	AUX
bracis-28351	35	13	useful	useful	ADJ
bracis-28351	35	14	throughout	throughout	ADP
bracis-28351	35	15	the	the	DET
bracis-28351	35	16	remainder	remainder	NOUN
bracis-28351	35	17	of	of	ADP
bracis-28351	35	18	the	the	DET
bracis-28351	35	19	paper	paper	NOUN
bracis-28351	35	20	.	.	PUNCT
bracis-28351	36	1	2.1	2.1	NUM
bracis-28351	36	2	regret	regret	NOUN
bracis-28351	36	3	on	on	ADP
bracis-28351	36	4	 	 	SPACE
bracis-28351	36	5	bandit	bandit	NOUN
bracis-28351	36	6	problem	problem	NOUN
bracis-28351	36	7	multi	multi	ADJ
bracis-28351	36	8	-	-	ADJ
bracis-28351	36	9	armed	armed	ADJ
bracis-28351	36	10	bandit	bandit	NOUN
bracis-28351	36	11	(	(	PUNCT
bracis-28351	36	12	mab	mab	NOUN
bracis-28351	36	13	)	)	PUNCT
bracis-28351	36	14	problems	problem	NOUN
bracis-28351	36	15	 	 	SPACE
bracis-28351	37	1	[	[	X
bracis-28351	37	2	1	1	X
bracis-28351	37	3	]	]	PUNCT
bracis-28351	37	4	represent	represent	VERB
bracis-28351	37	5	a	a	DET
bracis-28351	37	6	category	category	NOUN
bracis-28351	37	7	of	of	ADP
bracis-28351	37	8	decision	decision	NOUN
bracis-28351	37	9	-	-	PUNCT
bracis-28351	37	10	making	make	VERB
bracis-28351	37	11	scenarios	scenario	NOUN
bracis-28351	37	12	in	in	ADP
bracis-28351	37	13	which	which	PRON
bracis-28351	37	14	the	the	DET
bracis-28351	37	15	outcomes	outcome	NOUN
bracis-28351	37	16	of	of	ADP
bracis-28351	37	17	chosen	choose	VERB
bracis-28351	37	18	actions	action	NOUN
bracis-28351	37	19	are	be	AUX
bracis-28351	37	20	unknown	unknown	ADJ
bracis-28351	37	21	.	.	PUNCT
bracis-28351	38	1	imagine	imagine	VERB
bracis-28351	38	2	a	a	DET
bracis-28351	38	3	casino	casino	NOUN
bracis-28351	38	4	slot	slot	NOUN
bracis-28351	38	5	machine	machine	NOUN
bracis-28351	38	6	(	(	PUNCT
bracis-28351	38	7	bandit	bandit	NOUN
bracis-28351	38	8	)	)	PUNCT
bracis-28351	38	9	with	with	ADP
bracis-28351	38	10	k	k	PROPN
bracis-28351	38	11	distinct	distinct	ADJ
bracis-28351	38	12	arms	arm	NOUN
bracis-28351	38	13	,	,	PUNCT
bracis-28351	38	14	each	each	PRON
bracis-28351	38	15	with	with	ADP
bracis-28351	38	16	its	its	PRON
bracis-28351	38	17	own	own	ADJ
bracis-28351	38	18	reward	reward	NOUN
bracis-28351	38	19	and	and	CCONJ
bracis-28351	38	20	probability	probability	NOUN
bracis-28351	38	21	of	of	ADP
bracis-28351	38	22	winning	win	VERB
bracis-28351	38	23	.	.	PUNCT
bracis-28351	39	1	the	the	DET
bracis-28351	39	2	gambler	gambler	NOUN
bracis-28351	39	3	’s	’s	PART
bracis-28351	39	4	objective	objective	NOUN
bracis-28351	39	5	is	be	AUX
bracis-28351	39	6	to	to	PART
bracis-28351	39	7	plan	plan	VERB
bracis-28351	39	8	a	a	DET
bracis-28351	39	9	strategy	strategy	NOUN
bracis-28351	39	10	that	that	PRON
bracis-28351	39	11	maximizes	maximize	VERB
bracis-28351	39	12	their	their	PRON
bracis-28351	39	13	overall	overall	ADJ
bracis-28351	39	14	profit	profit	NOUN
bracis-28351	39	15	in	in	ADP
bracis-28351	39	16	a	a	DET
bracis-28351	39	17	previously	previously	ADV
bracis-28351	39	18	unknown	unknown	ADJ
bracis-28351	39	19	bandit	bandit	NOUN
bracis-28351	39	20	.	.	PUNCT
bracis-28351	40	1	the	the	DET
bracis-28351	40	2	challenge	challenge	NOUN
bracis-28351	40	3	lies	lie	VERB
bracis-28351	40	4	in	in	ADP
bracis-28351	40	5	determining	determine	VERB
bracis-28351	40	6	the	the	DET
bracis-28351	40	7	number	number	NOUN
bracis-28351	40	8	of	of	ADP
bracis-28351	40	9	times	time	NOUN
bracis-28351	40	10	to	to	PART
bracis-28351	40	11	pull	pull	VERB
bracis-28351	40	12	each	each	DET
bracis-28351	40	13	arm	arm	NOUN
bracis-28351	40	14	to	to	PART
bracis-28351	40	15	maximize	maximize	VERB
bracis-28351	40	16	returns	return	NOUN
bracis-28351	40	17	(	(	PUNCT
bracis-28351	40	18	exploitation	exploitation	NOUN
bracis-28351	40	19	)	)	PUNCT
bracis-28351	40	20	while	while	SCONJ
bracis-28351	40	21	learning	learn	VERB
bracis-28351	40	22	rewards	reward	NOUN
bracis-28351	40	23	and	and	CCONJ
bracis-28351	40	24	probability	probability	NOUN
bracis-28351	40	25	distributions	distribution	NOUN
bracis-28351	40	26	(	(	PUNCT
bracis-28351	40	27	exploration	exploration	NOUN
bracis-28351	40	28	)	)	PUNCT
bracis-28351	40	29	.	.	PUNCT
bracis-28351	41	1	one	one	NUM
bracis-28351	41	2	way	way	NOUN
bracis-28351	41	3	to	to	PART
bracis-28351	41	4	measure	measure	VERB
bracis-28351	41	5	performance	performance	NOUN
bracis-28351	41	6	in	in	ADP
bracis-28351	41	7	the	the	DET
bracis-28351	41	8	multi	multi	ADJ
bracis-28351	41	9	-	-	ADJ
bracis-28351	41	10	armed	armed	ADJ
bracis-28351	41	11	bandit	bandit	NOUN
bracis-28351	41	12	problem	problem	NOUN
bracis-28351	41	13	is	be	AUX
bracis-28351	41	14	via	via	ADP
bracis-28351	41	15	regret	regret	NOUN
bracis-28351	41	16	,	,	PUNCT
bracis-28351	41	17	defined	define	VERB
bracis-28351	41	18	as	as	ADP
bracis-28351	41	19	the	the	DET
bracis-28351	41	20	difference	difference	NOUN
bracis-28351	41	21	in	in	ADP
bracis-28351	41	22	the	the	DET
bracis-28351	41	23	reward	reward	NOUN
bracis-28351	41	24	obtained	obtain	VERB
bracis-28351	41	25	from	from	ADP
bracis-28351	41	26	the	the	DET
bracis-28351	41	27	pulled	pull	VERB
bracis-28351	41	28	versus	versus	ADP
bracis-28351	41	29	the	the	DET
bracis-28351	41	30	optimal	optimal	ADJ
bracis-28351	41	31	arm	arm	NOUN
bracis-28351	41	32	.	.	PUNCT
bracis-28351	42	1	we	we	PRON
bracis-28351	42	2	use	use	VERB
bracis-28351	42	3	two	two	NUM
bracis-28351	42	4	important	important	ADJ
bracis-28351	42	5	measures	measure	NOUN
bracis-28351	42	6	of	of	ADP
bracis-28351	42	7	regret	regret	NOUN
bracis-28351	42	8	adapted	adapt	VERB
bracis-28351	42	9	from	from	ADP
bracis-28351	42	10	the	the	DET
bracis-28351	42	11	definitions	definition	NOUN
bracis-28351	42	12	of	of	ADP
bracis-28351	42	13	pepels	pepel	NOUN
bracis-28351	42	14	 	 	SPACE
bracis-28351	43	1	[	[	X
bracis-28351	43	2	10	10	NUM
bracis-28351	43	3	]	]	PUNCT
bracis-28351	43	4	and	and	CCONJ
bracis-28351	43	5	bubeck	bubeck	NOUN
bracis-28351	43	6	 	 	SPACE
bracis-28351	43	7	[	[	X
bracis-28351	43	8	3	3	NUM
bracis-28351	43	9	]	]	PUNCT
bracis-28351	43	10	.	.	PUNCT
bracis-28351	44	1	specifically	specifically	ADV
bracis-28351	44	2	,	,	PUNCT
bracis-28351	44	3	we	we	PRON
bracis-28351	44	4	use	use	VERB
bracis-28351	44	5	cumulative	cumulative	ADJ
bracis-28351	44	6	and	and	CCONJ
bracis-28351	44	7	simple	simple	ADJ
bracis-28351	44	8	regret	regret	NOUN
bracis-28351	44	9	from	from	ADP
bracis-28351	44	10	definitions	definition	NOUN
bracis-28351	44	11	 	 	SPACE
bracis-28351	44	12	1	1	NUM
bracis-28351	44	13	and	and	CCONJ
bracis-28351	44	14	 	 	SPACE
bracis-28351	44	15	2	2	NUM
bracis-28351	44	16	.	.	PUNCT
bracis-28351	44	17	definition	definition	NOUN
bracis-28351	44	18	1	1	NUM
bracis-28351	44	19	cumulative	cumulative	ADJ
bracis-28351	44	20	regret	regret	NOUN
bracis-28351	44	21	is	be	AUX
bracis-28351	44	22	the	the	DET
bracis-28351	44	23	regret	regret	NOUN
bracis-28351	44	24	accumulated	accumulate	VERB
bracis-28351	44	25	over	over	ADP
bracis-28351	44	26	a	a	DET
bracis-28351	44	27	number	number	NOUN
bracis-28351	44	28	n	n	NOUN
bracis-28351	44	29	of	of	ADP
bracis-28351	44	30	arm	arm	NOUN
bracis-28351	44	31	pulls	pull	VERB
bracis-28351	44	32	.	.	PUNCT
bracis-28351	45	1	let	let	AUX
bracis-28351	45	2	\(\mu	\(\mu	PROPN
bracis-28351	45	3	^\star	^\star	PUNCT
bracis-28351	45	4	\	\	NOUN
bracis-28351	45	5	)	)	PUNCT
bracis-28351	45	6	be	be	VERB
bracis-28351	45	7	the	the	DET
bracis-28351	45	8	expected	expect	VERB
bracis-28351	45	9	reward	reward	NOUN
bracis-28351	45	10	of	of	ADP
bracis-28351	45	11	the	the	DET
bracis-28351	45	12	best	good	ADJ
bracis-28351	45	13	arm	arm	NOUN
bracis-28351	45	14	,	,	PUNCT
bracis-28351	45	15	\(\mu	\(\mu	PROPN
bracis-28351	45	16	_	_	PUNCT
bracis-28351	45	17	i\	i\	NOUN
bracis-28351	45	18	)	)	PUNCT
bracis-28351	45	19	be	be	VERB
bracis-28351	45	20	the	the	DET
bracis-28351	45	21	expected	expect	VERB
bracis-28351	45	22	reward	reward	NOUN
bracis-28351	45	23	of	of	ADP
bracis-28351	45	24	the	the	DET
bracis-28351	45	25	arm	arm	NOUN
bracis-28351	45	26	pulled	pull	VERB
bracis-28351	45	27	in	in	ADP
bracis-28351	45	28	the	the	DET
bracis-28351	45	29	i	i	PROPN
bracis-28351	45	30	-	-	PUNCT
bracis-28351	45	31	th	th	VERB
bracis-28351	45	32	trial	trial	NOUN
bracis-28351	45	33	.	.	PUNCT
bracis-28351	46	1	then	then	ADV
bracis-28351	46	2	,	,	PUNCT
bracis-28351	46	3	the	the	DET
bracis-28351	46	4	cumulative	cumulative	ADJ
bracis-28351	46	5	regret	regret	PROPN
bracis-28351	46	6	\(r_n\	\(r_n\	PROPN
bracis-28351	46	7	)	)	PUNCT
bracis-28351	46	8	can	can	AUX
bracis-28351	46	9	be	be	AUX
bracis-28351	46	10	defined	define	VERB
bracis-28351	46	11	as	as	ADP
bracis-28351	46	12	:	:	PUNCT
bracis-28351	46	13	$	$	SYM
bracis-28351	46	14	$	$	SYM
bracis-28351	46	15	\begin{aligned	\begin{aligne	VERB
bracis-28351	46	16	}	}	PUNCT
bracis-28351	46	17	r_n	r_n	PROPN
bracis-28351	46	18	&	&	CCONJ
bracis-28351	46	19	=	=	PROPN
bracis-28351	46	20	\sum	\sum	NOUN
bracis-28351	46	21	_	_	PUNCT
bracis-28351	46	22	{	{	PUNCT
bracis-28351	46	23	i=1}^{n	i=1}^{n	ADV
bracis-28351	46	24	}	}	PUNCT
bracis-28351	46	25	(	(	PUNCT
bracis-28351	46	26	\mu	\mu	PROPN
bracis-28351	46	27	^\star	^\star	NUM
bracis-28351	46	28	\mu	\mu	PROPN
bracis-28351	46	29	_	_	PROPN
bracis-28351	46	30	i	i	X
bracis-28351	46	31	)	)	PUNCT
bracis-28351	46	32	\end{aligned}$$	\end{aligned}$$	X
bracis-28351	46	33	(	(	PUNCT
bracis-28351	46	34	1	1	X
bracis-28351	46	35	)	)	PUNCT
bracis-28351	46	36	an	an	DET
bracis-28351	46	37	alternative	alternative	ADJ
bracis-28351	46	38	experimental	experimental	ADJ
bracis-28351	46	39	setup	setup	NOUN
bracis-28351	46	40	involves	involve	VERB
bracis-28351	46	41	just	just	ADV
bracis-28351	46	42	finding	find	VERB
bracis-28351	46	43	the	the	DET
bracis-28351	46	44	optimal	optimal	ADJ
bracis-28351	46	45	arm	arm	NOUN
bracis-28351	46	46	without	without	ADP
bracis-28351	46	47	the	the	DET
bracis-28351	46	48	need	need	NOUN
bracis-28351	46	49	to	to	PART
bracis-28351	46	50	maximize	maximize	VERB
bracis-28351	46	51	the	the	DET
bracis-28351	46	52	reward	reward	NOUN
bracis-28351	46	53	during	during	ADP
bracis-28351	46	54	this	this	DET
bracis-28351	46	55	process	process	NOUN
bracis-28351	46	56	.	.	PUNCT
bracis-28351	47	1	then	then	ADV
bracis-28351	47	2	,	,	PUNCT
bracis-28351	47	3	the	the	DET
bracis-28351	47	4	gambler	gambler	NOUN
bracis-28351	47	5	makes	make	VERB
bracis-28351	47	6	a	a	DET
bracis-28351	47	7	final	final	ADJ
bracis-28351	47	8	pull	pull	NOUN
bracis-28351	47	9	in	in	ADP
bracis-28351	47	10	this	this	DET
bracis-28351	47	11	arm	arm	NOUN
bracis-28351	47	12	.	.	PUNCT
bracis-28351	48	1	simple	simple	ADJ
bracis-28351	48	2	regret	regret	NOUN
bracis-28351	48	3	then	then	ADV
bracis-28351	48	4	measures	measure	VERB
bracis-28351	48	5	the	the	DET
bracis-28351	48	6	sub	sub	NOUN
bracis-28351	48	7	-	-	NOUN
bracis-28351	48	8	optimality	optimality	NOUN
bracis-28351	48	9	of	of	ADP
bracis-28351	48	10	this	this	DET
bracis-28351	48	11	final	final	ADJ
bracis-28351	48	12	pull	pull	NOUN
bracis-28351	48	13	,	,	PUNCT
bracis-28351	48	14	as	as	ADP
bracis-28351	48	15	per	per	ADP
bracis-28351	48	16	definition	definition	NOUN
bracis-28351	48	17	2	2	NUM
bracis-28351	48	18	.	.	PUNCT
bracis-28351	49	1	definition	definition	NOUN
bracis-28351	49	2	2	2	NUM
bracis-28351	49	3	simple	simple	ADJ
bracis-28351	49	4	regret	regret	NOUN
bracis-28351	49	5	is	be	AUX
bracis-28351	49	6	the	the	DET
bracis-28351	49	7	difference	difference	NOUN
bracis-28351	49	8	between	between	ADP
bracis-28351	49	9	the	the	DET
bracis-28351	49	10	expected	expect	VERB
bracis-28351	49	11	reward	reward	NOUN
bracis-28351	49	12	of	of	ADP
bracis-28351	49	13	the	the	DET
bracis-28351	49	14	best	good	ADJ
bracis-28351	49	15	arm	arm	NOUN
bracis-28351	49	16	\(\mu	\(\mu	ADP
bracis-28351	49	17	^\star	^\star	PUNCT
bracis-28351	49	18	\	\	NOUN
bracis-28351	49	19	)	)	PUNCT
bracis-28351	49	20	and	and	CCONJ
bracis-28351	49	21	the	the	DET
bracis-28351	49	22	expected	expect	VERB
bracis-28351	49	23	reward	reward	NOUN
bracis-28351	49	24	of	of	ADP
bracis-28351	49	25	the	the	DET
bracis-28351	49	26	arm	arm	NOUN
bracis-28351	49	27	of	of	ADP
bracis-28351	49	28	the	the	DET
bracis-28351	49	29	final	final	ADJ
bracis-28351	49	30	pull	pull	NOUN
bracis-28351	49	31	\(\mu	\(\mu	NOUN
bracis-28351	49	32	_	_	PUNCT
bracis-28351	50	1	n\	n\	NOUN
bracis-28351	50	2	):	):	PUNCT
bracis-28351	50	3	$	$	SYM
bracis-28351	50	4	$	$	SYM
bracis-28351	50	5	\begin{aligned	\begin{aligne	VERB
bracis-28351	50	6	}	}	PUNCT
bracis-28351	50	7	r_n	r_n	PROPN
bracis-28351	50	8	=	=	SYM
bracis-28351	50	9	\mu	\mu	PROPN
bracis-28351	50	10	^\star	^\star	PUNCT
bracis-28351	50	11	\mu	\mu	PROPN
bracis-28351	50	12	_	_	PROPN
bracis-28351	50	13	n	n	PRON
bracis-28351	50	14	\end{aligned}$$	\end{aligned}$$	X
bracis-28351	50	15	(	(	PUNCT
bracis-28351	50	16	2	2	NUM
bracis-28351	50	17	)	)	PUNCT
bracis-28351	50	18	bubeck	bubeck	NOUN
bracis-28351	50	19	et	et	PROPN
bracis-28351	50	20	al	al	PROPN
bracis-28351	50	21	.	.	PUNCT
bracis-28351	51	1	[	[	X
bracis-28351	51	2	3	3	X
bracis-28351	51	3	]	]	PUNCT
bracis-28351	51	4	showed	show	VERB
bracis-28351	51	5	that	that	SCONJ
bracis-28351	51	6	there	there	PRON
bracis-28351	51	7	is	be	VERB
bracis-28351	51	8	a	a	DET
bracis-28351	51	9	trade	trade	NOUN
bracis-28351	51	10	-	-	PUNCT
bracis-28351	51	11	off	off	NOUN
bracis-28351	51	12	between	between	ADP
bracis-28351	51	13	minimizing	minimize	VERB
bracis-28351	51	14	cumulative	cumulative	ADJ
bracis-28351	51	15	and	and	CCONJ
bracis-28351	51	16	simple	simple	ADJ
bracis-28351	51	17	regret	regret	NOUN
bracis-28351	51	18	.	.	PUNCT
bracis-28351	52	1	specifically	specifically	ADV
bracis-28351	52	2	,	,	PUNCT
bracis-28351	52	3	they	they	PRON
bracis-28351	52	4	found	find	VERB
bracis-28351	52	5	that	that	SCONJ
bracis-28351	52	6	a	a	DET
bracis-28351	52	7	smaller	small	ADJ
bracis-28351	52	8	upper	upper	ADJ
bracis-28351	52	9	bound	bind	VERB
bracis-28351	52	10	on	on	ADP
bracis-28351	52	11	cumulative	cumulative	ADJ
bracis-28351	52	12	regret	regret	NOUN
bracis-28351	52	13	(	(	PUNCT
bracis-28351	52	14	\(r_n\	\(r_n\	PROPN
bracis-28351	52	15	)	)	PUNCT
bracis-28351	52	16	)	)	PUNCT
bracis-28351	52	17	leads	lead	VERB
bracis-28351	52	18	to	to	ADP
bracis-28351	52	19	a	a	DET
bracis-28351	52	20	larger	larger	ADV
bracis-28351	52	21	lower	lower	ADV
bracis-28351	52	22	bound	bind	VERB
bracis-28351	52	23	on	on	ADP
bracis-28351	52	24	simple	simple	ADJ
bracis-28351	52	25	regret	regret	NOUN
bracis-28351	52	26	(	(	PUNCT
bracis-28351	52	27	\(r_n\	\(r_n\	PROPN
bracis-28351	52	28	)	)	PUNCT
bracis-28351	52	29	)	)	PUNCT
bracis-28351	52	30	,	,	PUNCT
bracis-28351	52	31	meaning	mean	VERB
bracis-28351	52	32	that	that	SCONJ
bracis-28351	52	33	when	when	SCONJ
bracis-28351	52	34	an	an	DET
bracis-28351	52	35	algorithm	algorithm	NOUN
bracis-28351	52	36	performs	perform	VERB
bracis-28351	52	37	well	well	ADV
bracis-28351	52	38	in	in	ADP
bracis-28351	52	39	terms	term	NOUN
bracis-28351	52	40	of	of	ADP
bracis-28351	52	41	cumulative	cumulative	ADJ
bracis-28351	52	42	regret	regret	NOUN
bracis-28351	52	43	(	(	PUNCT
bracis-28351	52	44	worst	bad	ADJ
bracis-28351	52	45	-	-	PUNCT
bracis-28351	52	46	case	case	NOUN
bracis-28351	52	47	scenario	scenario	NOUN
bracis-28351	52	48	)	)	PUNCT
bracis-28351	52	49	,	,	PUNCT
bracis-28351	52	50	it	it	PRON
bracis-28351	52	51	is	be	AUX
bracis-28351	52	52	likely	likely	ADJ
bracis-28351	52	53	to	to	PART
bracis-28351	52	54	have	have	VERB
bracis-28351	52	55	a	a	DET
bracis-28351	52	56	higher	high	ADJ
bracis-28351	52	57	minimum	minimum	ADJ
bracis-28351	52	58	simple	simple	ADJ
bracis-28351	52	59	regret	regret	NOUN
bracis-28351	52	60	(	(	PUNCT
bracis-28351	52	61	best	good	ADJ
bracis-28351	52	62	-	-	PUNCT
bracis-28351	52	63	case	case	NOUN
bracis-28351	52	64	scenario	scenario	NOUN
bracis-28351	52	65	)	)	PUNCT
bracis-28351	52	66	,	,	PUNCT
bracis-28351	52	67	and	and	CCONJ
bracis-28351	52	68	vice	vice	NOUN
bracis-28351	52	69	-	-	NOUN
bracis-28351	52	70	versa	versa	ADJ
bracis-28351	52	71	.	.	PUNCT
bracis-28351	53	1	2.2	2.2	NUM
bracis-28351	53	2	upper	upper	ADJ
bracis-28351	53	3	confidence	confidence	NOUN
bracis-28351	53	4	bound	bind	VERB
bracis-28351	53	5	upper	upper	ADJ
bracis-28351	53	6	confidence	confidence	NOUN
bracis-28351	53	7	bound	bind	VERB
bracis-28351	53	8	(	(	PUNCT
bracis-28351	53	9	ucb	ucb	PROPN
bracis-28351	53	10	)	)	PUNCT
bracis-28351	53	11	 	 	SPACE
bracis-28351	54	1	[	[	X
bracis-28351	54	2	1	1	X
bracis-28351	54	3	]	]	PUNCT
bracis-28351	54	4	is	be	AUX
bracis-28351	54	5	a	a	DET
bracis-28351	54	6	selection	selection	NOUN
bracis-28351	54	7	policy	policy	NOUN
bracis-28351	54	8	in	in	ADP
bracis-28351	54	9	mab	mab	NOUN
bracis-28351	54	10	problems	problem	NOUN
bracis-28351	54	11	and	and	CCONJ
bracis-28351	54	12	mcts	mct	NOUN
bracis-28351	54	13	.	.	PUNCT
bracis-28351	55	1	the	the	DET
bracis-28351	55	2	policy	policy	NOUN
bracis-28351	55	3	optimizes	optimize	VERB
bracis-28351	55	4	cumulative	cumulative	ADJ
bracis-28351	55	5	regret	regret	NOUN
bracis-28351	55	6	over	over	ADP
bracis-28351	55	7	time	time	NOUN
bracis-28351	55	8	at	at	ADP
bracis-28351	55	9	a	a	DET
bracis-28351	55	10	logarithmic	logarithmic	ADJ
bracis-28351	55	11	rate	rate	NOUN
bracis-28351	55	12	over	over	ADP
bracis-28351	55	13	the	the	DET
bracis-28351	55	14	number	number	NOUN
bracis-28351	55	15	of	of	ADP
bracis-28351	55	16	trials	trial	NOUN
bracis-28351	55	17	performed	perform	VERB
bracis-28351	55	18	.	.	PUNCT
bracis-28351	56	1	a	a	DET
bracis-28351	56	2	widely	widely	ADV
bracis-28351	56	3	adopted	adopt	VERB
bracis-28351	56	4	variant	variant	NOUN
bracis-28351	56	5	,	,	PUNCT
bracis-28351	56	6	\(\text	\(\text	NOUN
bracis-28351	56	7	{	{	PUNCT
bracis-28351	56	8	ucb}_1\	ucb}_1\	NUM
bracis-28351	56	9	)	)	PUNCT
bracis-28351	56	10	,	,	PUNCT
bracis-28351	56	11	is	be	AUX
bracis-28351	56	12	favored	favor	VERB
bracis-28351	56	13	for	for	ADP
bracis-28351	56	14	its	its	PRON
bracis-28351	56	15	simplicity	simplicity	NOUN
bracis-28351	56	16	and	and	CCONJ
bracis-28351	56	17	its	its	PRON
bracis-28351	56	18	ability	ability	NOUN
bracis-28351	56	19	to	to	PART
bracis-28351	56	20	consistently	consistently	ADV
bracis-28351	56	21	deliver	deliver	VERB
bracis-28351	56	22	robust	robust	ADJ
bracis-28351	56	23	performance	performance	NOUN
bracis-28351	56	24	outcomes	outcome	NOUN
bracis-28351	56	25	.	.	PUNCT
bracis-28351	57	1	\(\text	\(\text	NOUN
bracis-28351	57	2	{	{	PUNCT
bracis-28351	57	3	ucb}_1\	ucb}_1\	X
bracis-28351	57	4	)	)	PUNCT
bracis-28351	57	5	establishes	establish	VERB
bracis-28351	57	6	a	a	DET
bracis-28351	57	7	statistical	statistical	ADJ
bracis-28351	57	8	confidence	confidence	NOUN
bracis-28351	57	9	interval	interval	NOUN
bracis-28351	57	10	for	for	ADP
bracis-28351	57	11	the	the	DET
bracis-28351	57	12	estimated	estimate	VERB
bracis-28351	57	13	mean	mean	ADJ
bracis-28351	57	14	action	action	NOUN
bracis-28351	57	15	-	-	PUNCT
bracis-28351	57	16	value	value	NOUN
bracis-28351	57	17	.	.	PUNCT
bracis-28351	58	1	the	the	DET
bracis-28351	58	2	\(\text	\(\text	NOUN
bracis-28351	58	3	{	{	PUNCT
bracis-28351	58	4	ucb}_1\	ucb}_1\	NUM
bracis-28351	58	5	)	)	PUNCT
bracis-28351	58	6	equation	equation	NOUN
bracis-28351	58	7	,	,	PUNCT
bracis-28351	58	8	adapted	adapt	VERB
bracis-28351	58	9	from	from	ADP
bracis-28351	58	10	auer	auer	PROPN
bracis-28351	58	11	et	et	PROPN
bracis-28351	58	12	al	al	PROPN
bracis-28351	58	13	.	.	PUNCT
bracis-28351	58	14	 	 	SPACE
bracis-28351	59	1	[	[	X
bracis-28351	59	2	1	1	NUM
bracis-28351	59	3	]	]	PUNCT
bracis-28351	59	4	,	,	PUNCT
bracis-28351	59	5	is	be	AUX
bracis-28351	59	6	presented	present	VERB
bracis-28351	59	7	in	in	ADP
bracis-28351	59	8	eq	eq	PROPN
bracis-28351	59	9	.	.	PUNCT
bracis-28351	59	10	 	 	SPACE
bracis-28351	60	1	3	3	NUM
bracis-28351	60	2	:	:	PUNCT
bracis-28351	60	3	$	$	SYM
bracis-28351	60	4	$	$	SYM
bracis-28351	60	5	\begin{aligned	\begin{aligne	VERB
bracis-28351	60	6	}	}	PUNCT
bracis-28351	60	7	\text	\text	ADV
bracis-28351	60	8	{	{	PUNCT
bracis-28351	60	9	ucb}_1(s	ucb}_1(s	ADP
bracis-28351	60	10	,	,	PUNCT
bracis-28351	60	11	a	a	NOUN
bracis-28351	60	12	)	)	PUNCT
bracis-28351	60	13	=	=	SYM
bracis-28351	60	14	q_{s	q_{s	NOUN
bracis-28351	60	15	,	,	PUNCT
bracis-28351	60	16	a	a	PRON
bracis-28351	60	17	}	}	PUNCT
bracis-28351	60	18	+	+	CCONJ
bracis-28351	60	19	\sqrt{\dfrac{2\ln	\sqrt{\dfrac{2\ln	PROPN
bracis-28351	60	20	{	{	PUNCT
bracis-28351	60	21	n_s}}{n_{s	n_s}}{n_{s	ADJ
bracis-28351	60	22	,	,	PUNCT
bracis-28351	60	23	a	a	PRON
bracis-28351	60	24	}	}	PUNCT
bracis-28351	60	25	}	}	PUNCT
bracis-28351	60	26	}	}	PUNCT
bracis-28351	60	27	.	.	PUNCT
bracis-28351	61	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-28351	61	2	(	(	PUNCT
bracis-28351	61	3	3	3	NUM
bracis-28351	61	4	)	)	PUNCT
bracis-28351	61	5	here	here	ADV
bracis-28351	61	6	,	,	PUNCT
bracis-28351	61	7	\(q_{s	\(q_{s	NOUN
bracis-28351	61	8	,	,	PUNCT
bracis-28351	61	9	a}\	a}\	NUM
bracis-28351	61	10	)	)	PUNCT
bracis-28351	61	11	is	be	AUX
bracis-28351	61	12	the	the	DET
bracis-28351	61	13	mean	mean	ADJ
bracis-28351	61	14	reward	reward	NOUN
bracis-28351	61	15	from	from	ADP
bracis-28351	61	16	action	action	NOUN
bracis-28351	61	17	a	a	PRON
bracis-28351	61	18	,	,	PUNCT
bracis-28351	61	19	when	when	SCONJ
bracis-28351	61	20	selected	select	VERB
bracis-28351	61	21	from	from	ADP
bracis-28351	61	22	state	state	PROPN
bracis-28351	61	23	s.	s.	PROPN
bracis-28351	61	24	\(n_s\	\(n_s\	PROPN
bracis-28351	61	25	)	)	PUNCT
bracis-28351	62	1	is	be	AUX
bracis-28351	62	2	the	the	DET
bracis-28351	62	3	number	number	NOUN
bracis-28351	62	4	of	of	ADP
bracis-28351	62	5	visits	visit	NOUN
bracis-28351	62	6	on	on	ADP
bracis-28351	62	7	state	state	NOUN
bracis-28351	62	8	s	s	NOUN
bracis-28351	62	9	,	,	PUNCT
bracis-28351	62	10	while	while	SCONJ
bracis-28351	62	11	\(n_{s	\(n_{s	PROPN
bracis-28351	62	12	,	,	PUNCT
bracis-28351	62	13	a}\	a}\	NUM
bracis-28351	62	14	)	)	PUNCT
bracis-28351	62	15	is	be	AUX
bracis-28351	62	16	the	the	DET
bracis-28351	62	17	number	number	NOUN
bracis-28351	62	18	of	of	ADP
bracis-28351	62	19	times	times	PROPN
bracis-28351	62	20	action	action	NOUN
bracis-28351	62	21	a	a	PRON
bracis-28351	62	22	has	have	AUX
bracis-28351	62	23	been	be	AUX
bracis-28351	62	24	selected	select	VERB
bracis-28351	62	25	in	in	ADP
bracis-28351	62	26	state	state	NOUN
bracis-28351	62	27	s.	s.	PROPN
bracis-28351	62	28	the	the	DET
bracis-28351	62	29	square	square	ADJ
bracis-28351	62	30	-	-	PUNCT
bracis-28351	62	31	root	root	NOUN
bracis-28351	62	32	term	term	NOUN
bracis-28351	62	33	quantifies	quantifie	NOUN
bracis-28351	62	34	the	the	DET
bracis-28351	62	35	upper	upper	ADJ
bracis-28351	62	36	-	-	PUNCT
bracis-28351	62	37	confidence	confidence	NOUN
bracis-28351	62	38	bound	bind	VERB
bracis-28351	62	39	,	,	PUNCT
bracis-28351	62	40	i.e.	i.e.	X
bracis-28351	62	41	,	,	PUNCT
bracis-28351	62	42	the	the	DET
bracis-28351	62	43	uncertainty	uncertainty	NOUN
bracis-28351	62	44	in	in	ADP
bracis-28351	62	45	the	the	DET
bracis-28351	62	46	estimate	estimate	NOUN
bracis-28351	62	47	of	of	ADP
bracis-28351	62	48	taking	take	VERB
bracis-28351	62	49	action	action	NOUN
bracis-28351	62	50	a	a	PRON
bracis-28351	62	51	on	on	ADP
bracis-28351	62	52	state	state	NOUN
bracis-28351	62	53	s.	s.	PROPN
bracis-28351	62	54	it	it	PRON
bracis-28351	62	55	serves	serve	VERB
bracis-28351	62	56	as	as	ADP
bracis-28351	62	57	a	a	DET
bracis-28351	62	58	bonus	bonus	NOUN
bracis-28351	62	59	to	to	PART
bracis-28351	62	60	encourage	encourage	VERB
bracis-28351	62	61	exploring	explore	VERB
bracis-28351	62	62	less	less	ADJ
bracis-28351	62	63	visited	visited	ADJ
bracis-28351	62	64	actions	action	NOUN
bracis-28351	62	65	.	.	PUNCT
bracis-28351	63	1	\(\text	\(\text	NOUN
bracis-28351	63	2	{	{	PUNCT
bracis-28351	63	3	ucb}_1\	ucb}_1\	NUM
bracis-28351	63	4	)	)	PUNCT
bracis-28351	63	5	offers	offer	VERB
bracis-28351	63	6	a	a	DET
bracis-28351	63	7	desirable	desirable	ADJ
bracis-28351	63	8	property	property	NOUN
bracis-28351	63	9	:	:	PUNCT
bracis-28351	63	10	the	the	DET
bracis-28351	63	11	discovery	discovery	NOUN
bracis-28351	63	12	process	process	NOUN
bracis-28351	63	13	can	can	AUX
bracis-28351	63	14	be	be	AUX
bracis-28351	63	15	interrupted	interrupt	VERB
bracis-28351	63	16	at	at	ADP
bracis-28351	63	17	any	any	DET
bracis-28351	63	18	time	time	NOUN
bracis-28351	63	19	,	,	PUNCT
bracis-28351	63	20	providing	provide	VERB
bracis-28351	63	21	an	an	DET
bracis-28351	63	22	estimate	estimate	NOUN
bracis-28351	63	23	of	of	ADP
bracis-28351	63	24	each	each	DET
bracis-28351	63	25	option	option	NOUN
bracis-28351	63	26	’s	’s	PART
bracis-28351	63	27	quality	quality	NOUN
bracis-28351	63	28	based	base	VERB
bracis-28351	63	29	on	on	ADP
bracis-28351	63	30	collected	collect	VERB
bracis-28351	63	31	samples	sample	NOUN
bracis-28351	63	32	.	.	PUNCT
bracis-28351	64	1	this	this	DET
bracis-28351	64	2	anytime	anytime	ADJ
bracis-28351	64	3	property	property	NOUN
bracis-28351	64	4	allows	allow	VERB
bracis-28351	64	5	for	for	ADP
bracis-28351	64	6	more	more	ADJ
bracis-28351	64	7	flexibility	flexibility	NOUN
bracis-28351	64	8	in	in	ADP
bracis-28351	64	9	managing	manage	VERB
bracis-28351	64	10	computational	computational	ADJ
bracis-28351	64	11	resources	resource	NOUN
bracis-28351	64	12	.	.	PUNCT
bracis-28351	65	1	2.3	2.3	NUM
bracis-28351	65	2	sequential	sequential	ADJ
bracis-28351	65	3	halving	halve	VERB
bracis-28351	65	4	sequential	sequential	ADJ
bracis-28351	65	5	halving	halving	NOUN
bracis-28351	65	6	 	 	SPACE
bracis-28351	66	1	[	[	X
bracis-28351	66	2	6	6	NUM
bracis-28351	66	3	]	]	PUNCT
bracis-28351	66	4	is	be	AUX
bracis-28351	66	5	a	a	DET
bracis-28351	66	6	flat	flat	ADJ
bracis-28351	66	7	,	,	PUNCT
bracis-28351	66	8	non	non	ADJ
bracis-28351	66	9	-	-	ADJ
bracis-28351	66	10	exploiting	exploit	VERB
bracis-28351	66	11	approachfootnote	approachfootnote	NOUN
bracis-28351	66	12	3	3	NUM
bracis-28351	66	13	for	for	ADP
bracis-28351	66	14	the	the	DET
bracis-28351	66	15	mab	mab	NOUN
bracis-28351	66	16	problem	problem	NOUN
bracis-28351	66	17	.	.	PUNCT
bracis-28351	67	1	the	the	DET
bracis-28351	67	2	algorithm	algorithm	NOUN
bracis-28351	67	3	evenly	evenly	ADV
bracis-28351	67	4	distributes	distribute	VERB
bracis-28351	67	5	a	a	DET
bracis-28351	67	6	pre	pre	ADJ
bracis-28351	67	7	-	-	ADJ
bracis-28351	67	8	defined	define	VERB
bracis-28351	67	9	budget	budget	NOUN
bracis-28351	67	10	(	(	PUNCT
bracis-28351	67	11	representing	represent	VERB
bracis-28351	67	12	the	the	DET
bracis-28351	67	13	number	number	NOUN
bracis-28351	67	14	of	of	ADP
bracis-28351	67	15	simulations	simulation	NOUN
bracis-28351	67	16	to	to	PART
bracis-28351	67	17	be	be	AUX
bracis-28351	67	18	conducted	conduct	VERB
bracis-28351	67	19	)	)	PUNCT
bracis-28351	67	20	among	among	ADP
bracis-28351	67	21	all	all	DET
bracis-28351	67	22	actions	action	NOUN
bracis-28351	67	23	and	and	CCONJ
bracis-28351	67	24	progressively	progressively	ADV
bracis-28351	67	25	eliminates	eliminate	VERB
bracis-28351	67	26	the	the	DET
bracis-28351	67	27	bottom	bottom	ADJ
bracis-28351	67	28	half	half	NOUN
bracis-28351	67	29	in	in	ADP
bracis-28351	67	30	terms	term	NOUN
bracis-28351	67	31	of	of	ADP
bracis-28351	67	32	performance	performance	NOUN
bracis-28351	67	33	.	.	PUNCT
bracis-28351	68	1	while	while	SCONJ
bracis-28351	68	2	effective	effective	ADJ
bracis-28351	68	3	at	at	ADP
bracis-28351	68	4	reducing	reduce	VERB
bracis-28351	68	5	simple	simple	ADJ
bracis-28351	68	6	regret	regret	NOUN
bracis-28351	68	7	compared	compare	VERB
bracis-28351	68	8	to	to	ADP
bracis-28351	68	9	\(\text	\(\text	NOUN
bracis-28351	68	10	{	{	PUNCT
bracis-28351	68	11	ucb}_1\	ucb}_1\	NUM
bracis-28351	68	12	)	)	PUNCT
bracis-28351	68	13	,	,	PUNCT
bracis-28351	68	14	it	it	PRON
bracis-28351	68	15	reduces	reduce	VERB
bracis-28351	68	16	cumulative	cumulative	ADJ
bracis-28351	68	17	regret	regret	NOUN
bracis-28351	68	18	at	at	ADP
bracis-28351	68	19	slower	slow	ADJ
bracis-28351	68	20	rates	rate	NOUN
bracis-28351	68	21	.	.	PUNCT
bracis-28351	69	1	sequential	sequential	ADJ
bracis-28351	69	2	halving	halving	NOUN
bracis-28351	69	3	can	can	AUX
bracis-28351	69	4	not	not	PART
bracis-28351	69	5	be	be	AUX
bracis-28351	69	6	interrupted	interrupt	VERB
bracis-28351	69	7	prematurely	prematurely	ADV
bracis-28351	69	8	and	and	CCONJ
bracis-28351	69	9	offers	offer	VERB
bracis-28351	69	10	less	less	ADV
bracis-28351	69	11	robust	robust	ADJ
bracis-28351	69	12	assurances	assurance	NOUN
bracis-28351	69	13	regarding	regard	VERB
bracis-28351	69	14	the	the	DET
bracis-28351	69	15	quantity	quantity	NOUN
bracis-28351	69	16	of	of	ADP
bracis-28351	69	17	suboptimal	suboptimal	ADJ
bracis-28351	69	18	selections	selection	NOUN
bracis-28351	69	19	made	make	VERB
bracis-28351	69	20	 	 	SPACE
bracis-28351	70	1	[	[	PUNCT
bracis-28351	70	2	6	6	NUM
bracis-28351	70	3	]	]	PUNCT
bracis-28351	70	4	.	.	PUNCT
bracis-28351	71	1	algorithm	algorithm	NOUN
bracis-28351	71	2	 	 	SPACE
bracis-28351	71	3	1	1	NUM
bracis-28351	71	4	depicts	depict	VERB
bracis-28351	71	5	sequential	sequential	ADJ
bracis-28351	71	6	halving	halving	NOUN
bracis-28351	71	7	,	,	PUNCT
bracis-28351	71	8	employing	employ	VERB
bracis-28351	71	9	a	a	DET
bracis-28351	71	10	tree	tree	NOUN
bracis-28351	71	11	-	-	PUNCT
bracis-28351	71	12	like	like	ADJ
bracis-28351	71	13	structure	structure	NOUN
bracis-28351	71	14	for	for	ADP
bracis-28351	71	15	compatibility	compatibility	NOUN
bracis-28351	71	16	with	with	ADP
bracis-28351	71	17	subsequent	subsequent	ADJ
bracis-28351	71	18	algorithms	algorithm	NOUN
bracis-28351	71	19	.	.	PUNCT
bracis-28351	72	1	each	each	DET
bracis-28351	72	2	node	node	NOUN
bracis-28351	72	3	,	,	PUNCT
bracis-28351	72	4	denoted	denote	VERB
bracis-28351	72	5	as	as	ADP
bracis-28351	72	6	v	v	NOUN
bracis-28351	72	7	,	,	PUNCT
bracis-28351	72	8	retains	retain	VERB
bracis-28351	72	9	the	the	DET
bracis-28351	72	10	following	follow	VERB
bracis-28351	72	11	data	datum	NOUN
bracis-28351	72	12	:	:	PUNCT
bracis-28351	72	13	a	a	DET
bracis-28351	72	14	state	state	NOUN
bracis-28351	72	15	s	s	NOUN
bracis-28351	72	16	,	,	PUNCT
bracis-28351	72	17	total	total	ADJ
bracis-28351	72	18	reward	reward	NOUN
bracis-28351	72	19	q	q	NOUN
bracis-28351	72	20	,	,	PUNCT
bracis-28351	72	21	number	number	NOUN
bracis-28351	72	22	of	of	ADP
bracis-28351	72	23	visits	visit	NOUN
bracis-28351	72	24	n	n	CCONJ
bracis-28351	72	25	,	,	PUNCT
bracis-28351	72	26	and	and	CCONJ
bracis-28351	72	27	a	a	DET
bracis-28351	72	28	list	list	NOUN
bracis-28351	72	29	of	of	ADP
bracis-28351	72	30	child	child	NOUN
bracis-28351	72	31	nodes	node	NOUN
bracis-28351	72	32	originated	originate	VERB
bracis-28351	72	33	from	from	ADP
bracis-28351	72	34	v	v	NOUN
bracis-28351	72	35	(	(	PUNCT
bracis-28351	72	36	produced	produce	VERB
bracis-28351	72	37	by	by	ADP
bracis-28351	72	38	the	the	DET
bracis-28351	72	39	\(\textsc	\(\textsc	PROPN
bracis-28351	72	40	{	{	PUNCT
bracis-28351	72	41	children}{}\	children}{}\	PROPN
bracis-28351	72	42	)	)	PUNCT
bracis-28351	72	43	function	function	NOUN
bracis-28351	72	44	if	if	SCONJ
bracis-28351	72	45	it	it	PRON
bracis-28351	72	46	’s	’	VERB
bracis-28351	72	47	not	not	PART
bracis-28351	72	48	a	a	DET
bracis-28351	72	49	leaf	leaf	NOUN
bracis-28351	72	50	node	node	NOUN
bracis-28351	72	51	)	)	PUNCT
bracis-28351	72	52	.	.	PUNCT
bracis-28351	73	1	we	we	PRON
bracis-28351	73	2	use	use	VERB
bracis-28351	73	3	k	k	PROPN
bracis-28351	73	4	to	to	PART
bracis-28351	73	5	restrict	restrict	VERB
bracis-28351	73	6	the	the	DET
bracis-28351	73	7	quantity	quantity	NOUN
bracis-28351	73	8	of	of	ADP
bracis-28351	73	9	possible	possible	ADJ
bracis-28351	73	10	actions	action	NOUN
bracis-28351	73	11	,	,	PUNCT
bracis-28351	73	12	and	and	CCONJ
bracis-28351	73	13	the	the	DET
bracis-28351	73	14	\(\textsc	\(\textsc	PROPN
bracis-28351	73	15	{	{	PUNCT
bracis-28351	73	16	head}{}\	head}{}\	PROPN
bracis-28351	73	17	)	)	PUNCT
bracis-28351	73	18	function	function	NOUN
bracis-28351	73	19	gives	give	VERB
bracis-28351	73	20	the	the	DET
bracis-28351	73	21	first	first	ADJ
bracis-28351	73	22	k	k	PROPN
bracis-28351	73	23	children	child	NOUN
bracis-28351	73	24	of	of	ADP
bracis-28351	73	25	\(v_{root}\	\(v_{root}\	NOUN
bracis-28351	73	26	)	)	PUNCT
bracis-28351	73	27	.	.	PUNCT
bracis-28351	74	1	the	the	DET
bracis-28351	74	2	sequential	sequential	ADJ
bracis-28351	74	3	halving	halve	VERB
bracis-28351	74	4	formula	formula	NOUN
bracis-28351	74	5	in	in	ADP
bracis-28351	74	6	line	line	NOUN
bracis-28351	74	7	 	 	SPACE
bracis-28351	74	8	7	7	NUM
bracis-28351	74	9	divides	divide	VERB
bracis-28351	74	10	the	the	DET
bracis-28351	74	11	budget	budget	NOUN
bracis-28351	74	12	\(\mathcal	\(\mathcal	ADJ
bracis-28351	74	13	{	{	PUNCT
bracis-28351	74	14	b}\	b}\	NOUN
bracis-28351	74	15	)	)	PUNCT
bracis-28351	74	16	by	by	ADP
bracis-28351	74	17	the	the	DET
bracis-28351	74	18	number	number	NOUN
bracis-28351	74	19	of	of	ADP
bracis-28351	74	20	times	time	NOUN
bracis-28351	74	21	\(v_{root}\	\(v_{root}\	NUM
bracis-28351	74	22	)	)	PUNCT
bracis-28351	74	23	’s	’s	PART
bracis-28351	74	24	children	child	NOUN
bracis-28351	74	25	can	can	AUX
bracis-28351	74	26	be	be	AUX
bracis-28351	74	27	halved	halve	VERB
bracis-28351	74	28	,	,	PUNCT
bracis-28351	74	29	given	give	VERB
bracis-28351	74	30	by	by	ADP
bracis-28351	74	31	\(\log	\(\log	NOUN
bracis-28351	74	32	_	_	PUNCT
bracis-28351	74	33	2{\textsc	2{\textsc	NUM
bracis-28351	74	34	{	{	PUNCT
bracis-28351	74	35	children}{v_{root}}}\	children}{v_{root}}}\	PROPN
bracis-28351	74	36	)	)	PUNCT
bracis-28351	74	37	.	.	PUNCT
bracis-28351	75	1	to	to	PART
bracis-28351	75	2	distribute	distribute	VERB
bracis-28351	75	3	the	the	DET
bracis-28351	75	4	budget	budget	NOUN
bracis-28351	75	5	over	over	ADP
bracis-28351	75	6	the	the	DET
bracis-28351	75	7	remaining	remain	VERB
bracis-28351	75	8	children	child	NOUN
bracis-28351	75	9	in	in	ADP
bracis-28351	75	10	the	the	DET
bracis-28351	75	11	current	current	ADJ
bracis-28351	75	12	iteration	iteration	NOUN
bracis-28351	75	13	,	,	PUNCT
bracis-28351	75	14	\(\mathcal	\(\mathcal	ADJ
bracis-28351	75	15	{	{	PUNCT
bracis-28351	75	16	b}\	b}\	NOUN
bracis-28351	75	17	)	)	PUNCT
bracis-28351	75	18	is	be	AUX
bracis-28351	75	19	also	also	ADV
bracis-28351	75	20	divided	divide	VERB
bracis-28351	75	21	by	by	ADP
bracis-28351	75	22	k.	k.	PROPN
bracis-28351	75	23	2.4	2.4	NUM
bracis-28351	75	24	monte	monte	PROPN
bracis-28351	75	25	carlo	carlo	PROPN
bracis-28351	75	26	tree	tree	NOUN
bracis-28351	75	27	search	search	PROPN
bracis-28351	75	28	monte	monte	PROPN
bracis-28351	75	29	carlo	carlo	PROPN
bracis-28351	75	30	tree	tree	NOUN
bracis-28351	75	31	search	search	NOUN
bracis-28351	75	32	(	(	PUNCT
bracis-28351	75	33	mcts	mct	NOUN
bracis-28351	75	34	)	)	PUNCT
bracis-28351	75	35	 	 	SPACE
bracis-28351	76	1	[	[	X
bracis-28351	76	2	13	13	NUM
bracis-28351	76	3	]	]	PUNCT
bracis-28351	76	4	employs	employ	VERB
bracis-28351	76	5	monte	monte	PROPN
bracis-28351	76	6	carlo	carlo	PROPN
bracis-28351	76	7	simulations	simulation	NOUN
bracis-28351	76	8	to	to	PART
bracis-28351	76	9	iteratively	iteratively	ADV
bracis-28351	76	10	build	build	VERB
bracis-28351	76	11	a	a	DET
bracis-28351	76	12	game	game	NOUN
bracis-28351	76	13	tree	tree	NOUN
bracis-28351	76	14	.	.	PUNCT
bracis-28351	77	1	mcts	mct	NOUN
bracis-28351	77	2	is	be	AUX
bracis-28351	77	3	designed	design	VERB
bracis-28351	77	4	to	to	PART
bracis-28351	77	5	progressively	progressively	ADV
bracis-28351	77	6	converge	converge	VERB
bracis-28351	77	7	on	on	ADP
bracis-28351	77	8	the	the	DET
bracis-28351	77	9	best	good	ADJ
bracis-28351	77	10	action	action	NOUN
bracis-28351	77	11	as	as	SCONJ
bracis-28351	77	12	it	it	PRON
bracis-28351	77	13	gathers	gather	VERB
bracis-28351	77	14	more	more	ADJ
bracis-28351	77	15	statistical	statistical	ADJ
bracis-28351	77	16	information	information	NOUN
bracis-28351	77	17	about	about	ADP
bracis-28351	77	18	the	the	DET
bracis-28351	77	19	domain	domain	NOUN
bracis-28351	77	20	.	.	PUNCT
bracis-28351	78	1	mcts	mct	NOUN
bracis-28351	78	2	is	be	AUX
bracis-28351	78	3	based	base	VERB
bracis-28351	78	4	on	on	ADP
bracis-28351	78	5	two	two	NUM
bracis-28351	78	6	principles	principle	NOUN
bracis-28351	78	7	:	:	PUNCT
bracis-28351	78	8	(	(	PUNCT
bracis-28351	78	9	1	1	X
bracis-28351	78	10	)	)	PUNCT
bracis-28351	78	11	with	with	ADP
bracis-28351	78	12	sufficient	sufficient	ADJ
bracis-28351	78	13	time	time	NOUN
bracis-28351	78	14	,	,	PUNCT
bracis-28351	78	15	the	the	DET
bracis-28351	78	16	sampled	sample	VERB
bracis-28351	78	17	average	average	ADJ
bracis-28351	78	18	reward	reward	NOUN
bracis-28351	78	19	from	from	ADP
bracis-28351	78	20	random	random	ADJ
bracis-28351	78	21	simulations	simulation	NOUN
bracis-28351	78	22	converges	converge	NOUN
bracis-28351	78	23	to	to	ADP
bracis-28351	78	24	the	the	DET
bracis-28351	78	25	true	true	ADJ
bracis-28351	78	26	state	state	NOUN
bracis-28351	78	27	value	value	NOUN
bracis-28351	78	28	,	,	PUNCT
bracis-28351	78	29	and	and	CCONJ
bracis-28351	78	30	(	(	PUNCT
bracis-28351	78	31	2	2	X
bracis-28351	78	32	)	)	PUNCT
bracis-28351	78	33	previous	previous	ADJ
bracis-28351	78	34	samples	sample	NOUN
bracis-28351	78	35	can	can	AUX
bracis-28351	78	36	guide	guide	VERB
bracis-28351	78	37	future	future	ADJ
bracis-28351	78	38	searches	search	NOUN
bracis-28351	78	39	.	.	PUNCT
bracis-28351	79	1	algorithm	algorithm	NOUN
bracis-28351	79	2	 	 	SPACE
bracis-28351	79	3	2	2	NUM
bracis-28351	79	4	outlines	outline	VERB
bracis-28351	79	5	the	the	DET
bracis-28351	79	6	mcts	mct	NOUN
bracis-28351	79	7	process	process	NOUN
bracis-28351	79	8	,	,	PUNCT
bracis-28351	79	9	starting	start	VERB
bracis-28351	79	10	instantiating	instantiate	VERB
bracis-28351	79	11	a	a	DET
bracis-28351	79	12	root	root	NOUN
bracis-28351	79	13	node	node	NOUN
bracis-28351	79	14	,	,	PUNCT
bracis-28351	79	15	denoted	denote	VERB
bracis-28351	79	16	as	as	ADP
bracis-28351	79	17	\(v_{root}\	\(v_{root}\	NOUN
bracis-28351	79	18	)	)	PUNCT
bracis-28351	79	19	.	.	PUNCT
bracis-28351	80	1	a	a	DET
bracis-28351	80	2	node	node	NOUN
bracis-28351	80	3	v	v	NOUN
bracis-28351	80	4	consists	consist	VERB
bracis-28351	80	5	of	of	ADP
bracis-28351	80	6	a	a	DET
bracis-28351	80	7	state	state	NOUN
bracis-28351	80	8	s	s	NOUN
bracis-28351	80	9	,	,	PUNCT
bracis-28351	80	10	the	the	DET
bracis-28351	80	11	list	list	NOUN
bracis-28351	80	12	of	of	ADP
bracis-28351	80	13	applicable	applicable	ADJ
bracis-28351	80	14	actions	action	NOUN
bracis-28351	80	15	in	in	ADP
bracis-28351	80	16	s	s	PROPN
bracis-28351	80	17	,	,	PUNCT
bracis-28351	80	18	the	the	DET
bracis-28351	80	19	parent	parent	NOUN
bracis-28351	80	20	node	node	NOUN
bracis-28351	80	21	,	,	PUNCT
bracis-28351	80	22	a	a	DET
bracis-28351	80	23	list	list	NOUN
bracis-28351	80	24	of	of	ADP
bracis-28351	80	25	children	child	NOUN
bracis-28351	80	26	,	,	PUNCT
bracis-28351	80	27	and	and	CCONJ
bracis-28351	80	28	the	the	DET
bracis-28351	80	29	q	q	NOUN
bracis-28351	80	30	and	and	CCONJ
bracis-28351	80	31	n	n	NOUN
bracis-28351	80	32	values	value	NOUN
bracis-28351	80	33	for	for	ADP
bracis-28351	80	34	cumulative	cumulative	ADJ
bracis-28351	80	35	reward	reward	NOUN
bracis-28351	80	36	and	and	CCONJ
bracis-28351	80	37	visits	visit	NOUN
bracis-28351	80	38	count	count	NOUN
bracis-28351	80	39	,	,	PUNCT
bracis-28351	80	40	respectively	respectively	ADV
bracis-28351	80	41	.	.	PUNCT
bracis-28351	81	1	the	the	DET
bracis-28351	81	2	search	search	NOUN
bracis-28351	81	3	process	process	NOUN
bracis-28351	81	4	involves	involve	VERB
bracis-28351	81	5	the	the	DET
bracis-28351	81	6	following	follow	VERB
bracis-28351	81	7	four	four	NUM
bracis-28351	81	8	steps	step	NOUN
bracis-28351	81	9	:	:	PUNCT
bracis-28351	81	10	selection	selection	NOUN
bracis-28351	81	11	:	:	PUNCT
bracis-28351	81	12	beginning	begin	VERB
bracis-28351	81	13	at	at	ADP
bracis-28351	81	14	tree	tree	NOUN
bracis-28351	81	15	root	root	NOUN
bracis-28351	81	16	,	,	PUNCT
bracis-28351	81	17	the	the	DET
bracis-28351	81	18	selection	selection	NOUN
bracis-28351	81	19	phase	phase	NOUN
bracis-28351	81	20	traverses	traverse	VERB
bracis-28351	81	21	the	the	DET
bracis-28351	81	22	tree	tree	NOUN
bracis-28351	81	23	using	use	VERB
bracis-28351	81	24	a	a	DET
bracis-28351	81	25	tree	tree	NOUN
bracis-28351	81	26	policy	policy	NOUN
bracis-28351	81	27	(	(	PUNCT
bracis-28351	81	28	\(\pi	\(\pi	PROPN
bracis-28351	81	29	\	\	NOUN
bracis-28351	81	30	)	)	PUNCT
bracis-28351	81	31	)	)	PUNCT
bracis-28351	82	1	that	that	PRON
bracis-28351	82	2	guides	guide	VERB
bracis-28351	82	3	the	the	DET
bracis-28351	82	4	search	search	NOUN
bracis-28351	82	5	towards	towards	ADP
bracis-28351	82	6	promising	promising	ADJ
bracis-28351	82	7	nodes	node	NOUN
bracis-28351	82	8	,	,	PUNCT
bracis-28351	82	9	until	until	ADP
bracis-28351	82	10	finding	find	VERB
bracis-28351	82	11	a	a	DET
bracis-28351	82	12	node	node	NOUN
bracis-28351	82	13	with	with	ADP
bracis-28351	82	14	untried	untried	ADJ
bracis-28351	82	15	actions	action	NOUN
bracis-28351	82	16	.	.	PUNCT
bracis-28351	83	1	expansion	expansion	NOUN
bracis-28351	83	2	:	:	PUNCT
bracis-28351	83	3	a	a	DET
bracis-28351	83	4	node	node	NOUN
bracis-28351	83	5	is	be	AUX
bracis-28351	83	6	expanded	expand	VERB
bracis-28351	83	7	by	by	ADP
bracis-28351	83	8	applying	apply	VERB
bracis-28351	83	9	a	a	DET
bracis-28351	83	10	random	random	ADJ
bracis-28351	83	11	untried	untried	ADJ
bracis-28351	83	12	action	action	NOUN
bracis-28351	83	13	to	to	ADP
bracis-28351	83	14	its	its	PRON
bracis-28351	83	15	state	state	NOUN
bracis-28351	83	16	,	,	PUNCT
bracis-28351	83	17	resulting	result	VERB
bracis-28351	83	18	in	in	ADP
bracis-28351	83	19	a	a	DET
bracis-28351	83	20	new	new	ADJ
bracis-28351	83	21	child	child	NOUN
bracis-28351	83	22	node	node	NOUN
bracis-28351	83	23	.	.	PUNCT
bracis-28351	84	1	this	this	DET
bracis-28351	84	2	new	new	ADJ
bracis-28351	84	3	node	node	NOUN
bracis-28351	84	4	is	be	AUX
bracis-28351	84	5	initialized	initialize	VERB
bracis-28351	84	6	with	with	ADP
bracis-28351	84	7	the	the	DET
bracis-28351	84	8	new	new	ADJ
bracis-28351	84	9	state	state	NOUN
bracis-28351	84	10	,	,	PUNCT
bracis-28351	84	11	a	a	DET
bracis-28351	84	12	list	list	NOUN
bracis-28351	84	13	of	of	ADP
bracis-28351	84	14	applicable	applicable	ADJ
bracis-28351	84	15	actions	action	NOUN
bracis-28351	84	16	,	,	PUNCT
bracis-28351	84	17	an	an	DET
bracis-28351	84	18	empty	empty	ADJ
bracis-28351	84	19	child	child	NOUN
bracis-28351	84	20	list	list	NOUN
bracis-28351	84	21	,	,	PUNCT
bracis-28351	84	22	and	and	CCONJ
bracis-28351	84	23	its	its	PRON
bracis-28351	84	24	parent	parent	NOUN
bracis-28351	84	25	reference	reference	NOUN
bracis-28351	84	26	.	.	PUNCT
bracis-28351	85	1	simulation	simulation	NOUN
bracis-28351	85	2	:	:	PUNCT
bracis-28351	85	3	a	a	DET
bracis-28351	85	4	playout	playout	NOUN
bracis-28351	85	5	evaluates	evaluate	VERB
bracis-28351	85	6	the	the	DET
bracis-28351	85	7	potential	potential	ADJ
bracis-28351	85	8	reward	reward	NOUN
bracis-28351	85	9	r	r	NOUN
bracis-28351	85	10	of	of	ADP
bracis-28351	85	11	the	the	DET
bracis-28351	85	12	new	new	ADJ
bracis-28351	85	13	node	node	NOUN
bracis-28351	85	14	.	.	PUNCT
bracis-28351	86	1	this	this	PRON
bracis-28351	86	2	is	be	AUX
bracis-28351	86	3	done	do	VERB
bracis-28351	86	4	by	by	ADP
bracis-28351	86	5	following	follow	VERB
bracis-28351	86	6	a	a	DET
bracis-28351	86	7	default	default	NOUN
bracis-28351	86	8	policy	policy	NOUN
bracis-28351	86	9	(	(	PUNCT
bracis-28351	86	10	\(\pi	\(\pi	PROPN
bracis-28351	86	11	_	_	PUNCT
bracis-28351	86	12	{	{	PUNCT
bracis-28351	86	13	\vardelta	\vardelta	NOUN
bracis-28351	86	14	}	}	PUNCT
bracis-28351	86	15	\	\	PROPN
bracis-28351	86	16	)	)	PUNCT
bracis-28351	86	17	)	)	PUNCT
bracis-28351	86	18	,	,	PUNCT
bracis-28351	86	19	which	which	PRON
bracis-28351	86	20	usually	usually	ADV
bracis-28351	86	21	applies	apply	VERB
bracis-28351	86	22	random	random	ADJ
bracis-28351	86	23	actions	action	NOUN
bracis-28351	86	24	until	until	ADP
bracis-28351	86	25	reaching	reach	VERB
bracis-28351	86	26	a	a	DET
bracis-28351	86	27	terminal	terminal	ADJ
bracis-28351	86	28	state	state	NOUN
bracis-28351	86	29	.	.	PUNCT
bracis-28351	87	1	backpropagation	backpropagation	NOUN
bracis-28351	87	2	:	:	PUNCT
bracis-28351	87	3	each	each	PRON
bracis-28351	87	4	node	node	NOUN
bracis-28351	87	5	from	from	ADP
bracis-28351	87	6	\(v_{k+1}\	\(v_{k+1}\	NUM
bracis-28351	87	7	)	)	PUNCT
bracis-28351	87	8	up	up	ADP
bracis-28351	87	9	to	to	ADP
bracis-28351	87	10	the	the	DET
bracis-28351	87	11	root	root	NOUN
bracis-28351	87	12	are	be	AUX
bracis-28351	87	13	updated	update	VERB
bracis-28351	87	14	:	:	PUNCT
bracis-28351	87	15	their	their	PRON
bracis-28351	87	16	q	q	NOUN
bracis-28351	87	17	is	be	AUX
bracis-28351	87	18	updated	update	VERB
bracis-28351	87	19	by	by	ADP
bracis-28351	87	20	rw	rw	NOUN
bracis-28351	87	21	and	and	CCONJ
bracis-28351	87	22	n	n	ADV
bracis-28351	87	23	increases	increase	NOUN
bracis-28351	87	24	by	by	ADP
bracis-28351	87	25	1	1	NUM
bracis-28351	87	26	.	.	PUNCT
bracis-28351	88	1	the	the	DET
bracis-28351	88	2	search	search	NOUN
bracis-28351	88	3	process	process	NOUN
bracis-28351	88	4	continues	continue	VERB
bracis-28351	88	5	until	until	SCONJ
bracis-28351	88	6	the	the	DET
bracis-28351	88	7	algorithm	algorithm	NOUN
bracis-28351	88	8	uses	use	VERB
bracis-28351	88	9	up	up	ADP
bracis-28351	88	10	a	a	DET
bracis-28351	88	11	specified	specified	ADJ
bracis-28351	88	12	resource	resource	NOUN
bracis-28351	88	13	\(\mathcal	\(\mathcal	ADJ
bracis-28351	88	14	{	{	PUNCT
bracis-28351	88	15	r}\	r}\	NUM
bracis-28351	88	16	)	)	PUNCT
bracis-28351	88	17	,	,	PUNCT
bracis-28351	88	18	which	which	PRON
bracis-28351	88	19	can	can	AUX
bracis-28351	88	20	be	be	AUX
bracis-28351	88	21	time	time	NOUN
bracis-28351	88	22	or	or	CCONJ
bracis-28351	88	23	a	a	DET
bracis-28351	88	24	number	number	NOUN
bracis-28351	88	25	of	of	ADP
bracis-28351	88	26	iterations	iteration	NOUN
bracis-28351	88	27	.	.	PUNCT
bracis-28351	89	1	\(\textsc	\(\textsc	PROPN
bracis-28351	89	2	{	{	PUNCT
bracis-28351	89	3	recommend}{}\	recommend}{}\	PROPN
bracis-28351	89	4	)	)	PUNCT
bracis-28351	89	5	function	function	NOUN
bracis-28351	89	6	selects	select	VERB
bracis-28351	89	7	a	a	DET
bracis-28351	89	8	move	move	NOUN
bracis-28351	89	9	according	accord	VERB
bracis-28351	89	10	to	to	ADP
bracis-28351	89	11	one	one	NUM
bracis-28351	89	12	of	of	ADP
bracis-28351	89	13	three	three	NUM
bracis-28351	89	14	criteria	criterion	NOUN
bracis-28351	89	15	:	:	PUNCT
bracis-28351	89	16	max	max	PROPN
bracis-28351	89	17	child	child	NOUN
bracis-28351	89	18	,	,	PUNCT
bracis-28351	89	19	with	with	ADP
bracis-28351	89	20	the	the	DET
bracis-28351	89	21	highest	high	ADJ
bracis-28351	89	22	q	q	NOUN
bracis-28351	89	23	value	value	NOUN
bracis-28351	89	24	;	;	PUNCT
bracis-28351	89	25	robust	robust	ADJ
bracis-28351	89	26	child	child	NOUN
bracis-28351	89	27	,	,	PUNCT
bracis-28351	89	28	with	with	ADP
bracis-28351	89	29	the	the	DET
bracis-28351	89	30	highest	high	ADJ
bracis-28351	89	31	n	n	NOUN
bracis-28351	89	32	value	value	NOUN
bracis-28351	89	33	;	;	PUNCT
bracis-28351	89	34	or	or	CCONJ
bracis-28351	89	35	max	max	ADJ
bracis-28351	89	36	-	-	PUNCT
bracis-28351	89	37	robust	robust	ADJ
bracis-28351	89	38	child	child	NOUN
bracis-28351	89	39	,	,	PUNCT
bracis-28351	89	40	combining	combine	VERB
bracis-28351	89	41	both	both	PRON
bracis-28351	89	42	q	q	NOUN
bracis-28351	89	43	and	and	CCONJ
bracis-28351	89	44	n	n	PRON
bracis-28351	89	45	values	value	NOUN
bracis-28351	89	46	.	.	PUNCT
bracis-28351	90	1	the	the	DET
bracis-28351	90	2	most	most	ADV
bracis-28351	90	3	popular	popular	ADJ
bracis-28351	90	4	tree	tree	NOUN
bracis-28351	90	5	policy	policy	NOUN
bracis-28351	90	6	for	for	ADP
bracis-28351	90	7	the	the	DET
bracis-28351	90	8	selection	selection	NOUN
bracis-28351	90	9	phase	phase	NOUN
bracis-28351	90	10	is	be	AUX
bracis-28351	90	11	the	the	DET
bracis-28351	90	12	upper	upper	ADJ
bracis-28351	90	13	confidence	confidence	NOUN
bracis-28351	90	14	bound	bind	VERB
bracis-28351	90	15	(	(	PUNCT
bracis-28351	90	16	\(\text	\(\text	NOUN
bracis-28351	90	17	{	{	PUNCT
bracis-28351	90	18	ucb}_1\	ucb}_1\	NUM
bracis-28351	90	19	)	)	PUNCT
bracis-28351	90	20	,	,	PUNCT
bracis-28351	90	21	sect	sect	NOUN
bracis-28351	90	22	.	.	PUNCT
bracis-28351	90	23	 	 	SPACE
bracis-28351	90	24	2.2	2.2	NUM
bracis-28351	90	25	)	)	PUNCT
bracis-28351	90	26	,	,	PUNCT
bracis-28351	90	27	which	which	PRON
bracis-28351	90	28	considers	consider	VERB
bracis-28351	90	29	each	each	DET
bracis-28351	90	30	node	node	NOUN
bracis-28351	90	31	as	as	ADP
bracis-28351	90	32	an	an	DET
bracis-28351	90	33	individual	individual	ADJ
bracis-28351	90	34	mab	mab	NOUN
bracis-28351	90	35	problem	problem	NOUN
bracis-28351	90	36	.	.	PUNCT
bracis-28351	91	1	when	when	SCONJ
bracis-28351	91	2	used	use	VERB
bracis-28351	91	3	in	in	ADP
bracis-28351	91	4	mcts	mct	NOUN
bracis-28351	91	5	,	,	PUNCT
bracis-28351	91	6	the	the	DET
bracis-28351	91	7	algorithm	algorithm	NOUN
bracis-28351	91	8	is	be	AUX
bracis-28351	91	9	called	call	VERB
bracis-28351	91	10	upper	upper	ADJ
bracis-28351	91	11	confidence	confidence	NOUN
bracis-28351	91	12	bound	bind	VERB
bracis-28351	91	13	applied	apply	VERB
bracis-28351	91	14	to	to	ADP
bracis-28351	91	15	trees	tree	NOUN
bracis-28351	91	16	(	(	PUNCT
bracis-28351	91	17	uct	uct	PROPN
bracis-28351	91	18	)	)	PUNCT
bracis-28351	91	19	.	.	PUNCT
bracis-28351	92	1	mcts	mct	NOUN
bracis-28351	92	2	and	and	CCONJ
bracis-28351	92	3	uct	uct	PROPN
bracis-28351	92	4	exhibit	exhibit	VERB
bracis-28351	92	5	an	an	DET
bracis-28351	92	6	anytime	anytime	NOUN
bracis-28351	92	7	property	property	NOUN
bracis-28351	92	8	,	,	PUNCT
bracis-28351	92	9	allowing	allow	VERB
bracis-28351	92	10	them	they	PRON
bracis-28351	92	11	to	to	PART
bracis-28351	92	12	recommend	recommend	VERB
bracis-28351	92	13	useful	useful	ADJ
bracis-28351	92	14	actions	action	NOUN
bracis-28351	92	15	even	even	ADV
bracis-28351	92	16	if	if	SCONJ
bracis-28351	92	17	the	the	DET
bracis-28351	92	18	search	search	NOUN
bracis-28351	92	19	execution	execution	NOUN
bracis-28351	92	20	is	be	AUX
bracis-28351	92	21	interrupted	interrupt	VERB
bracis-28351	92	22	.	.	PUNCT
bracis-28351	93	1	3	3	NUM
bracis-28351	93	2	alternatives	alternative	NOUN
bracis-28351	93	3	to	to	ADP
bracis-28351	93	4	 	 	SPACE
bracis-28351	93	5	uct	uct	PROPN
bracis-28351	93	6	simple	simple	ADJ
bracis-28351	93	7	regret	regret	PROPN
bracis-28351	93	8	(	(	PUNCT
bracis-28351	93	9	sr	sr	PROPN
bracis-28351	93	10	)	)	PUNCT
bracis-28351	93	11	minimization	minimization	NOUN
bracis-28351	93	12	is	be	AUX
bracis-28351	93	13	strictly	strictly	ADV
bracis-28351	93	14	related	relate	VERB
bracis-28351	93	15	to	to	ADP
bracis-28351	93	16	choosing	choose	VERB
bracis-28351	93	17	a	a	DET
bracis-28351	93	18	child	child	NOUN
bracis-28351	93	19	node	node	NOUN
bracis-28351	93	20	from	from	ADP
bracis-28351	93	21	the	the	DET
bracis-28351	93	22	root	root	NOUN
bracis-28351	93	23	at	at	ADP
bracis-28351	93	24	the	the	DET
bracis-28351	93	25	recommendation	recommendation	NOUN
bracis-28351	93	26	phase	phase	NOUN
bracis-28351	93	27	,	,	PUNCT
bracis-28351	93	28	and	and	CCONJ
bracis-28351	93	29	the	the	DET
bracis-28351	93	30	cumulative	cumulative	ADJ
bracis-28351	93	31	regret	regret	NOUN
bracis-28351	93	32	(	(	PUNCT
bracis-28351	93	33	cr	cr	NOUN
bracis-28351	93	34	)	)	PUNCT
bracis-28351	93	35	is	be	AUX
bracis-28351	93	36	related	relate	VERB
bracis-28351	93	37	to	to	ADP
bracis-28351	93	38	the	the	DET
bracis-28351	93	39	searching	searching	NOUN
bracis-28351	93	40	process	process	NOUN
bracis-28351	93	41	.	.	PUNCT
bracis-28351	94	1	\(\text	\(\text	NOUN
bracis-28351	94	2	{	{	PUNCT
bracis-28351	94	3	ucb}_1\	ucb}_1\	X
bracis-28351	94	4	)	)	PUNCT
bracis-28351	94	5	has	have	VERB
bracis-28351	94	6	optimal	optimal	ADJ
bracis-28351	94	7	bounds	bound	NOUN
bracis-28351	94	8	on	on	ADP
bracis-28351	94	9	cumulative	cumulative	ADJ
bracis-28351	94	10	regret	regret	NOUN
bracis-28351	94	11	recommendation	recommendation	NOUN
bracis-28351	94	12	,	,	PUNCT
bracis-28351	94	13	but	but	CCONJ
bracis-28351	94	14	it	it	PRON
bracis-28351	94	15	is	be	AUX
bracis-28351	94	16	penalized	penalize	VERB
bracis-28351	94	17	in	in	ADP
bracis-28351	94	18	terms	term	NOUN
bracis-28351	94	19	of	of	ADP
bracis-28351	94	20	simple	simple	ADJ
bracis-28351	94	21	regret	regret	NOUN
bracis-28351	94	22	.	.	PUNCT
bracis-28351	95	1	at	at	ADP
bracis-28351	95	2	the	the	DET
bracis-28351	95	3	root	root	NOUN
bracis-28351	95	4	node	node	NOUN
bracis-28351	95	5	,	,	PUNCT
bracis-28351	95	6	sampling	sample	VERB
bracis-28351	95	7	in	in	ADP
bracis-28351	95	8	mcts	mcts	PROPN
bracis-28351	95	9	/	/	SYM
bracis-28351	95	10	uct	uct	PROPN
bracis-28351	95	11	typically	typically	ADV
bracis-28351	95	12	focuses	focus	VERB
bracis-28351	95	13	on	on	ADP
bracis-28351	95	14	finding	find	VERB
bracis-28351	95	15	the	the	DET
bracis-28351	95	16	best	good	ADJ
bracis-28351	95	17	move	move	NOUN
bracis-28351	95	18	with	with	ADP
bracis-28351	95	19	high	high	ADJ
bracis-28351	95	20	confidence	confidence	NOUN
bracis-28351	95	21	.	.	PUNCT
bracis-28351	96	1	once	once	ADV
bracis-28351	96	2	\(\text	\(\text	PROPN
bracis-28351	96	3	{	{	PUNCT
bracis-28351	96	4	ucb}_1\	ucb}_1\	NUM
bracis-28351	96	5	)	)	PUNCT
bracis-28351	96	6	identifies	identify	VERB
bracis-28351	96	7	such	such	DET
bracis-28351	96	8	a	a	DET
bracis-28351	96	9	move	move	NOUN
bracis-28351	96	10	,	,	PUNCT
bracis-28351	96	11	it	it	PRON
bracis-28351	96	12	continues	continue	VERB
bracis-28351	96	13	to	to	PART
bracis-28351	96	14	spend	spend	VERB
bracis-28351	96	15	time	time	NOUN
bracis-28351	96	16	on	on	ADP
bracis-28351	96	17	it	it	PRON
bracis-28351	96	18	,	,	PUNCT
bracis-28351	96	19	possibly	possibly	ADV
bracis-28351	96	20	resulting	result	VERB
bracis-28351	96	21	in	in	ADP
bracis-28351	96	22	low	low	ADJ
bracis-28351	96	23	information	information	NOUN
bracis-28351	96	24	gain	gain	NOUN
bracis-28351	96	25	 	 	SPACE
bracis-28351	97	1	[	[	X
bracis-28351	97	2	15	15	NUM
bracis-28351	97	3	]	]	PUNCT
bracis-28351	97	4	.	.	PUNCT
bracis-28351	98	1	in	in	ADP
bracis-28351	98	2	time	time	NOUN
bracis-28351	98	3	-	-	PUNCT
bracis-28351	98	4	sensitive	sensitive	ADJ
bracis-28351	98	5	situations	situation	NOUN
bracis-28351	98	6	,	,	PUNCT
bracis-28351	98	7	not	not	PART
bracis-28351	98	8	considering	consider	VERB
bracis-28351	98	9	other	other	ADJ
bracis-28351	98	10	options	option	NOUN
bracis-28351	98	11	and	and	CCONJ
bracis-28351	98	12	continuing	continue	VERB
bracis-28351	98	13	with	with	ADP
bracis-28351	98	14	the	the	DET
bracis-28351	98	15	current	current	ADJ
bracis-28351	98	16	best	good	ADJ
bracis-28351	98	17	choice	choice	NOUN
bracis-28351	98	18	may	may	AUX
bracis-28351	98	19	be	be	AUX
bracis-28351	98	20	a	a	DET
bracis-28351	98	21	potential	potential	ADJ
bracis-28351	98	22	flaw	flaw	NOUN
bracis-28351	98	23	that	that	PRON
bracis-28351	98	24	could	could	AUX
bracis-28351	98	25	be	be	AUX
bracis-28351	98	26	improved	improve	VERB
bracis-28351	98	27	.	.	PUNCT
bracis-28351	99	1	bubeck	bubeck	PROPN
bracis-28351	99	2	et	et	PROPN
bracis-28351	99	3	.	.	PUNCT
bracis-28351	100	1	al	al	PROPN
bracis-28351	100	2	 	 	SPACE
bracis-28351	101	1	[	[	X
bracis-28351	101	2	3	3	X
bracis-28351	101	3	]	]	PUNCT
bracis-28351	101	4	shows	show	VERB
bracis-28351	101	5	that	that	SCONJ
bracis-28351	101	6	\(\text	\(\text	NOUN
bracis-28351	101	7	{	{	PUNCT
bracis-28351	101	8	ucb}_1\	ucb}_1\	NUM
bracis-28351	101	9	)	)	PUNCT
bracis-28351	101	10	exhibits	exhibit	VERB
bracis-28351	101	11	a	a	DET
bracis-28351	101	12	slow	slow	ADJ
bracis-28351	101	13	decrease	decrease	NOUN
bracis-28351	101	14	in	in	ADP
bracis-28351	101	15	terms	term	NOUN
bracis-28351	101	16	of	of	ADP
bracis-28351	101	17	simple	simple	ADJ
bracis-28351	101	18	regret	regret	NOUN
bracis-28351	101	19	,	,	PUNCT
bracis-28351	101	20	with	with	ADP
bracis-28351	101	21	the	the	DET
bracis-28351	101	22	best	good	ADJ
bracis-28351	101	23	-	-	PUNCT
bracis-28351	101	24	case	case	NOUN
bracis-28351	101	25	scenario	scenario	NOUN
bracis-28351	101	26	being	be	AUX
bracis-28351	101	27	a	a	DET
bracis-28351	101	28	polynomial	polynomial	ADJ
bracis-28351	101	29	rate	rate	NOUN
bracis-28351	101	30	decrease	decrease	NOUN
bracis-28351	101	31	.	.	PUNCT
bracis-28351	102	1	this	this	PRON
bracis-28351	102	2	can	can	AUX
bracis-28351	102	3	be	be	AUX
bracis-28351	102	4	problematic	problematic	ADJ
bracis-28351	102	5	when	when	SCONJ
bracis-28351	102	6	fast	fast	ADJ
bracis-28351	102	7	recommendations	recommendation	NOUN
bracis-28351	102	8	are	be	AUX
bracis-28351	102	9	required	require	VERB
bracis-28351	102	10	.	.	PUNCT
bracis-28351	103	1	karning	karne	VERB
bracis-28351	103	2	et	et	PRON
bracis-28351	103	3	.	.	PUNCT
bracis-28351	104	1	al	al	PROPN
bracis-28351	104	2	 	 	SPACE
bracis-28351	104	3	[	[	X
bracis-28351	104	4	6	6	NUM
bracis-28351	104	5	]	]	PUNCT
bracis-28351	104	6	suggest	suggest	VERB
bracis-28351	104	7	that	that	SCONJ
bracis-28351	104	8	the	the	DET
bracis-28351	104	9	more	more	ADV
bracis-28351	104	10	exploratory	exploratory	ADJ
bracis-28351	104	11	policies	policy	NOUN
bracis-28351	104	12	have	have	VERB
bracis-28351	104	13	better	well	ADJ
bracis-28351	104	14	bounds	bound	NOUN
bracis-28351	104	15	on	on	ADP
bracis-28351	104	16	simple	simple	ADJ
bracis-28351	104	17	regret	regret	PROPN
bracis-28351	104	18	minimization	minimization	PROPN
bracis-28351	104	19	,	,	PUNCT
bracis-28351	104	20	like	like	ADP
bracis-28351	104	21	the	the	DET
bracis-28351	104	22	sequential	sequential	ADJ
bracis-28351	104	23	halving	halve	VERB
bracis-28351	104	24	algorithm	algorithm	NOUN
bracis-28351	104	25	(	(	PUNCT
bracis-28351	104	26	sect	sect	NOUN
bracis-28351	104	27	.	.	PUNCT
bracis-28351	104	28	 	 	SPACE
bracis-28351	104	29	2.3	2.3	NUM
bracis-28351	104	30	)	)	PUNCT
bracis-28351	104	31	.	.	PUNCT
bracis-28351	105	1	3.1	3.1	NUM
bracis-28351	105	2	and	and	CCONJ
bracis-28351	105	3	 	 	SPACE
bracis-28351	105	4	sr+cr	sr+cr	NOUN
bracis-28351	105	5	tolpin	tolpin	NOUN
bracis-28351	105	6	and	and	CCONJ
bracis-28351	105	7	shimony	shimony	ADJ
bracis-28351	105	8	 	 	SPACE
bracis-28351	106	1	[	[	X
bracis-28351	106	2	15	15	NUM
bracis-28351	106	3	]	]	PUNCT
bracis-28351	106	4	modify	modify	VERB
bracis-28351	106	5	\(\text	\(\text	NOUN
bracis-28351	106	6	{	{	PUNCT
bracis-28351	106	7	ucb}_1\	ucb}_1\	NUM
bracis-28351	106	8	)	)	PUNCT
bracis-28351	106	9	’s	’s	PART
bracis-28351	106	10	policy	policy	NOUN
bracis-28351	106	11	into	into	ADP
bracis-28351	106	12	.	.	PUNCT
bracis-28351	107	1	this	this	DET
bracis-28351	107	2	policy	policy	NOUN
bracis-28351	107	3	adjusts	adjust	VERB
bracis-28351	107	4	the	the	DET
bracis-28351	107	5	\(\text	\(\text	NOUN
bracis-28351	107	6	{	{	PUNCT
bracis-28351	107	7	ucb}_1\	ucb}_1\	NOUN
bracis-28351	107	8	)	)	PUNCT
bracis-28351	107	9	formula	formula	NOUN
bracis-28351	107	10	using	use	VERB
bracis-28351	107	11	a	a	DET
bracis-28351	107	12	quicker	quick	ADV
bracis-28351	107	13	-	-	PUNCT
bracis-28351	107	14	growing	grow	VERB
bracis-28351	107	15	sublinear	sublinear	NOUN
bracis-28351	107	16	function	function	NOUN
bracis-28351	107	17	,	,	PUNCT
bracis-28351	107	18	leading	lead	VERB
bracis-28351	107	19	to	to	ADP
bracis-28351	107	20	a	a	DET
bracis-28351	107	21	faster	fast	ADJ
bracis-28351	107	22	increase	increase	NOUN
bracis-28351	107	23	in	in	ADP
bracis-28351	107	24	the	the	DET
bracis-28351	107	25	uncertainty	uncertainty	NOUN
bracis-28351	107	26	bonus	bonus	NOUN
bracis-28351	107	27	.	.	PUNCT
bracis-28351	108	1	the	the	DET
bracis-28351	108	2	new	new	ADJ
bracis-28351	108	3	policy	policy	NOUN
bracis-28351	108	4	changes	change	VERB
bracis-28351	108	5	the	the	DET
bracis-28351	108	6	\(\ln	\(\ln	PROPN
bracis-28351	108	7	n_s\	n_s\	NOUN
bracis-28351	108	8	)	)	PUNCT
bracis-28351	108	9	term	term	NOUN
bracis-28351	108	10	in	in	ADP
bracis-28351	108	11	\(\text	\(\text	NOUN
bracis-28351	108	12	{	{	PUNCT
bracis-28351	108	13	ucb}_1\	ucb}_1\	NOUN
bracis-28351	108	14	)	)	PUNCT
bracis-28351	108	15	to	to	ADP
bracis-28351	108	16	\(\sqrt{n_s}\	\(\sqrt{n_s}\	NOUN
bracis-28351	108	17	)	)	PUNCT
bracis-28351	108	18	,	,	PUNCT
bracis-28351	108	19	aiming	aim	VERB
bracis-28351	108	20	to	to	ADP
bracis-28351	108	21	narrowing	narrow	VERB
bracis-28351	108	22	the	the	DET
bracis-28351	108	23	gap	gap	NOUN
bracis-28351	108	24	between	between	ADP
bracis-28351	108	25	the	the	DET
bracis-28351	108	26	selections	selection	NOUN
bracis-28351	108	27	of	of	ADP
bracis-28351	108	28	non	non	ADJ
bracis-28351	108	29	-	-	ADJ
bracis-28351	108	30	greedy	greedy	ADJ
bracis-28351	108	31	nodes	node	NOUN
bracis-28351	108	32	.	.	PUNCT
bracis-28351	109	1	tolpin	tolpin	NOUN
bracis-28351	109	2	and	and	CCONJ
bracis-28351	109	3	shimony	shimony	NOUN
bracis-28351	109	4	also	also	ADV
bracis-28351	109	5	point	point	VERB
bracis-28351	109	6	out	out	ADP
bracis-28351	109	7	that	that	SCONJ
bracis-28351	109	8	nodes	node	NOUN
bracis-28351	109	9	closer	close	ADJ
bracis-28351	109	10	to	to	ADP
bracis-28351	109	11	the	the	DET
bracis-28351	109	12	root	root	NOUN
bracis-28351	109	13	and	and	CCONJ
bracis-28351	109	14	those	those	PRON
bracis-28351	109	15	deeper	deep	ADJ
bracis-28351	109	16	in	in	ADP
bracis-28351	109	17	the	the	DET
bracis-28351	109	18	tree	tree	NOUN
bracis-28351	109	19	have	have	VERB
bracis-28351	109	20	different	different	ADJ
bracis-28351	109	21	goals	goal	NOUN
bracis-28351	109	22	.	.	PUNCT
bracis-28351	110	1	the	the	DET
bracis-28351	110	2	former	former	ADJ
bracis-28351	110	3	is	be	AUX
bracis-28351	110	4	more	more	ADV
bracis-28351	110	5	crucial	crucial	ADJ
bracis-28351	110	6	for	for	ADP
bracis-28351	110	7	move	move	NOUN
bracis-28351	110	8	recommendations	recommendation	NOUN
bracis-28351	110	9	.	.	PUNCT
bracis-28351	111	1	as	as	ADP
bracis-28351	111	2	a	a	DET
bracis-28351	111	3	result	result	NOUN
bracis-28351	111	4	,	,	PUNCT
bracis-28351	111	5	the	the	DET
bracis-28351	111	6	search	search	NOUN
bracis-28351	111	7	strategy	strategy	NOUN
bracis-28351	111	8	near	near	ADP
bracis-28351	111	9	the	the	DET
bracis-28351	111	10	root	root	NOUN
bracis-28351	111	11	should	should	AUX
bracis-28351	111	12	prioritize	prioritize	VERB
bracis-28351	111	13	reducing	reduce	VERB
bracis-28351	111	14	simple	simple	ADJ
bracis-28351	111	15	regret	regret	NOUN
bracis-28351	111	16	more	more	ADV
bracis-28351	111	17	quickly	quickly	ADV
bracis-28351	111	18	,	,	PUNCT
bracis-28351	111	19	while	while	SCONJ
bracis-28351	111	20	nodes	node	NOUN
bracis-28351	111	21	deeper	deep	ADJ
bracis-28351	111	22	in	in	ADP
bracis-28351	111	23	the	the	DET
bracis-28351	111	24	tree	tree	NOUN
bracis-28351	111	25	should	should	AUX
bracis-28351	111	26	aim	aim	VERB
bracis-28351	111	27	to	to	PART
bracis-28351	111	28	match	match	VERB
bracis-28351	111	29	the	the	DET
bracis-28351	111	30	value	value	NOUN
bracis-28351	111	31	of	of	ADP
bracis-28351	111	32	taking	take	VERB
bracis-28351	111	33	the	the	DET
bracis-28351	111	34	optimal	optimal	ADJ
bracis-28351	111	35	path	path	NOUN
bracis-28351	111	36	,	,	PUNCT
bracis-28351	111	37	aligning	align	VERB
bracis-28351	111	38	more	more	ADJ
bracis-28351	111	39	with	with	ADP
bracis-28351	111	40	cumulative	cumulative	ADJ
bracis-28351	111	41	regret	regret	PROPN
bracis-28351	111	42	minimization	minimization	PROPN
bracis-28351	111	43	.	.	PUNCT
bracis-28351	112	1	the	the	DET
bracis-28351	112	2	simple	simple	ADJ
bracis-28351	112	3	regret	regret	NOUN
bracis-28351	112	4	plus	plus	CCONJ
bracis-28351	112	5	cumulative	cumulative	ADJ
bracis-28351	112	6	regret	regret	NOUN
bracis-28351	112	7	(	(	PUNCT
bracis-28351	112	8	sr+cr	sr+cr	NOUN
bracis-28351	112	9	)	)	PUNCT
bracis-28351	112	10	scheme	scheme	NOUN
bracis-28351	112	11	proposed	propose	VERB
bracis-28351	112	12	by	by	ADP
bracis-28351	112	13	tolpin	tolpin	NOUN
bracis-28351	112	14	and	and	CCONJ
bracis-28351	112	15	shimony	shimony	ADJ
bracis-28351	112	16	integrates	integrate	NOUN
bracis-28351	112	17	two	two	NUM
bracis-28351	112	18	different	different	ADJ
bracis-28351	112	19	policies	policy	NOUN
bracis-28351	112	20	to	to	PART
bracis-28351	112	21	strike	strike	VERB
bracis-28351	112	22	a	a	DET
bracis-28351	112	23	balance	balance	NOUN
bracis-28351	112	24	between	between	ADP
bracis-28351	112	25	minimizing	minimize	VERB
bracis-28351	112	26	simple	simple	ADJ
bracis-28351	112	27	regret	regret	NOUN
bracis-28351	112	28	and	and	CCONJ
bracis-28351	112	29	cumulative	cumulative	ADJ
bracis-28351	112	30	regret	regret	NOUN
bracis-28351	112	31	.	.	PUNCT
bracis-28351	113	1	they	they	PRON
bracis-28351	113	2	introduced	introduce	VERB
bracis-28351	113	3	two	two	NUM
bracis-28351	113	4	specific	specific	ADJ
bracis-28351	113	5	algorithms	algorithm	NOUN
bracis-28351	113	6	,	,	PUNCT
bracis-28351	113	7	both	both	PRON
bracis-28351	113	8	of	of	ADP
bracis-28351	113	9	which	which	PRON
bracis-28351	113	10	combine	combine	VERB
bracis-28351	113	11	the	the	DET
bracis-28351	113	12	uct	uct	PROPN
bracis-28351	113	13	policy	policy	NOUN
bracis-28351	113	14	with	with	ADP
bracis-28351	113	15	more	more	ADJ
bracis-28351	113	16	exploratory	exploratory	ADJ
bracis-28351	113	17	strategies	strategy	NOUN
bracis-28351	113	18	.	.	PUNCT
bracis-28351	114	1	the	the	DET
bracis-28351	114	2	first	first	ADJ
bracis-28351	114	3	one	one	NUM
bracis-28351	114	4	,	,	PUNCT
bracis-28351	114	5	\(\text	\(\text	X
bracis-28351	114	6	{	{	PUNCT
bracis-28351	114	7	ucb}{\sqrt{\text	ucb}{\sqrt{\text	X
bracis-28351	114	8	{	{	PUNCT
bracis-28351	114	9	}	}	PUNCT
bracis-28351	114	10	}	}	PUNCT
bracis-28351	114	11	}	}	PUNCT
bracis-28351	115	1	+	+	CCONJ
bracis-28351	115	2	\text	\text	ADP
bracis-28351	115	3	{	{	PUNCT
bracis-28351	115	4	uct}\	uct}\	PROPN
bracis-28351	115	5	)	)	PUNCT
bracis-28351	115	6	,	,	PUNCT
bracis-28351	115	7	operates	operate	VERB
bracis-28351	115	8	by	by	ADP
bracis-28351	115	9	applying	apply	VERB
bracis-28351	115	10	the	the	DET
bracis-28351	115	11	\(\text	\(\text	NOUN
bracis-28351	115	12	{	{	PUNCT
bracis-28351	115	13	ucb}{\sqrt{\text	ucb}{\sqrt{\text	X
bracis-28351	115	14	{	{	PUNCT
bracis-28351	115	15	}	}	PUNCT
bracis-28351	115	16	}	}	PUNCT
bracis-28351	115	17	}	}	PUNCT
bracis-28351	115	18	\	\	NOUN
bracis-28351	115	19	)	)	PUNCT
bracis-28351	115	20	policy	policy	NOUN
bracis-28351	115	21	at	at	ADP
bracis-28351	115	22	the	the	DET
bracis-28351	115	23	root	root	NOUN
bracis-28351	115	24	node	node	NOUN
bracis-28351	115	25	and	and	CCONJ
bracis-28351	115	26	\(\text	\(\text	NOUN
bracis-28351	115	27	{	{	PUNCT
bracis-28351	115	28	ucb}_1\	ucb}_1\	NUM
bracis-28351	115	29	)	)	PUNCT
bracis-28351	115	30	to	to	ADP
bracis-28351	115	31	all	all	DET
bracis-28351	115	32	child	child	NOUN
bracis-28351	115	33	nodes	node	NOUN
bracis-28351	115	34	.	.	PUNCT
bracis-28351	116	1	their	their	PRON
bracis-28351	116	2	second	second	ADJ
bracis-28351	116	3	algorithm	algorithm	NOUN
bracis-28351	116	4	,	,	PUNCT
bracis-28351	116	5	\(\frac{1}{2}\text	\(\frac{1}{2}\text	PROPN
bracis-28351	116	6	{	{	PUNCT
bracis-28351	116	7	-greedy	-greedy	PROPN
bracis-28351	116	8	}	}	PUNCT
bracis-28351	116	9	+	+	X
bracis-28351	116	10	\text	\text	PROPN
bracis-28351	116	11	{	{	PUNCT
bracis-28351	116	12	uct}\	uct}\	PROPN
bracis-28351	116	13	)	)	PUNCT
bracis-28351	116	14	,	,	PUNCT
bracis-28351	116	15	operates	operate	VERB
bracis-28351	116	16	by	by	ADP
bracis-28351	116	17	randomly	randomly	ADV
bracis-28351	116	18	selecting	select	VERB
bracis-28351	116	19	a	a	DET
bracis-28351	116	20	node	node	NOUN
bracis-28351	116	21	at	at	ADP
bracis-28351	116	22	the	the	DET
bracis-28351	116	23	root	root	NOUN
bracis-28351	116	24	with	with	ADP
bracis-28351	116	25	a	a	DET
bracis-28351	116	26	50	50	NUM
bracis-28351	116	27	%	%	NOUN
bracis-28351	116	28	probability	probability	NOUN
bracis-28351	116	29	.	.	PUNCT
bracis-28351	117	1	3.2	3.2	NUM
bracis-28351	117	2	hybrid	hybrid	ADJ
bracis-28351	117	3	monte	monte	PROPN
bracis-28351	117	4	carlo	carlo	PROPN
bracis-28351	117	5	tree	tree	NOUN
bracis-28351	117	6	search	search	PROPN
bracis-28351	117	7	hybrid	hybrid	ADJ
bracis-28351	117	8	monte	monte	PROPN
bracis-28351	117	9	carlo	carlo	PROPN
bracis-28351	117	10	tree	tree	NOUN
bracis-28351	117	11	search	search	NOUN
bracis-28351	117	12	(	(	PUNCT
bracis-28351	117	13	h	h	NOUN
bracis-28351	117	14	-	-	PUNCT
bracis-28351	117	15	mcts	mct	NOUN
bracis-28351	117	16	)	)	PUNCT
bracis-28351	117	17	 	 	SPACE
bracis-28351	118	1	[	[	X
bracis-28351	118	2	10	10	NUM
bracis-28351	118	3	]	]	PUNCT
bracis-28351	118	4	is	be	AUX
bracis-28351	118	5	a	a	DET
bracis-28351	118	6	sr+cr	sr+cr	NOUN
bracis-28351	118	7	algorithm	algorithm	NOUN
bracis-28351	118	8	that	that	PRON
bracis-28351	118	9	combines	combine	VERB
bracis-28351	118	10	the	the	DET
bracis-28351	118	11	sequential	sequential	ADJ
bracis-28351	118	12	halving	halving	NOUN
bracis-28351	118	13	applied	apply	VERB
bracis-28351	118	14	on	on	ADP
bracis-28351	118	15	trees	tree	NOUN
bracis-28351	118	16	(	(	PUNCT
bracis-28351	118	17	shot	shot	NOUN
bracis-28351	118	18	)	)	PUNCT
bracis-28351	118	19	algorithm	algorithm	NOUN
bracis-28351	118	20	 	 	SPACE
bracis-28351	119	1	[	[	X
bracis-28351	119	2	4	4	X
bracis-28351	119	3	]	]	PUNCT
bracis-28351	119	4	with	with	ADP
bracis-28351	119	5	uct	uct	PROPN
bracis-28351	119	6	.	.	PUNCT
bracis-28351	119	7	shot	shot	PROPN
bracis-28351	119	8	is	be	AUX
bracis-28351	119	9	a	a	DET
bracis-28351	119	10	recursive	recursive	ADJ
bracis-28351	119	11	adaptation	adaptation	NOUN
bracis-28351	119	12	of	of	ADP
bracis-28351	119	13	sequential	sequential	ADJ
bracis-28351	119	14	halving	halving	NOUN
bracis-28351	119	15	,	,	PUNCT
bracis-28351	119	16	used	use	VERB
bracis-28351	119	17	for	for	ADP
bracis-28351	119	18	constructing	construct	VERB
bracis-28351	119	19	game	game	NOUN
bracis-28351	119	20	-	-	PUNCT
bracis-28351	119	21	trees	tree	NOUN
bracis-28351	119	22	using	use	VERB
bracis-28351	119	23	a	a	DET
bracis-28351	119	24	non	non	ADJ
bracis-28351	119	25	-	-	ADJ
bracis-28351	119	26	exploiting	exploit	VERB
bracis-28351	119	27	policy	policy	NOUN
bracis-28351	119	28	.	.	PUNCT
bracis-28351	120	1	in	in	ADP
bracis-28351	120	2	h	h	NOUN
bracis-28351	120	3	-	-	PUNCT
bracis-28351	120	4	mcts	mct	NOUN
bracis-28351	120	5	,	,	PUNCT
bracis-28351	120	6	shot	shot	NOUN
bracis-28351	120	7	is	be	AUX
bracis-28351	120	8	used	use	VERB
bracis-28351	120	9	not	not	PART
bracis-28351	120	10	only	only	ADV
bracis-28351	120	11	at	at	ADP
bracis-28351	120	12	the	the	DET
bracis-28351	120	13	root	root	NOUN
bracis-28351	120	14	node	node	NOUN
bracis-28351	120	15	but	but	CCONJ
bracis-28351	120	16	also	also	ADV
bracis-28351	120	17	deeper	deeply	ADV
bracis-28351	120	18	within	within	ADP
bracis-28351	120	19	the	the	DET
bracis-28351	120	20	tree	tree	NOUN
bracis-28351	120	21	to	to	PART
bracis-28351	120	22	address	address	VERB
bracis-28351	120	23	simple	simple	ADJ
bracis-28351	120	24	regret	regret	PROPN
bracis-28351	120	25	minimization	minimization	PROPN
bracis-28351	120	26	.	.	PUNCT
bracis-28351	121	1	the	the	DET
bracis-28351	121	2	proposed	propose	VERB
bracis-28351	121	3	method	method	NOUN
bracis-28351	121	4	switches	switch	NOUN
bracis-28351	121	5	from	from	ADP
bracis-28351	121	6	uct	uct	PROPN
bracis-28351	121	7	to	to	PART
bracis-28351	121	8	shot	shoot	VERB
bracis-28351	121	9	when	when	SCONJ
bracis-28351	121	10	the	the	DET
bracis-28351	121	11	computational	computational	ADJ
bracis-28351	121	12	budget	budget	NOUN
bracis-28351	121	13	spent	spend	VERB
bracis-28351	121	14	in	in	ADP
bracis-28351	121	15	the	the	DET
bracis-28351	121	16	node	node	NOUN
bracis-28351	121	17	achieves	achieve	VERB
bracis-28351	121	18	a	a	DET
bracis-28351	121	19	certain	certain	ADJ
bracis-28351	121	20	threshold	threshold	NOUN
bracis-28351	121	21	,	,	PUNCT
bracis-28351	121	22	after	after	ADP
bracis-28351	121	23	considering	consider	VERB
bracis-28351	121	24	changing	change	VERB
bracis-28351	121	25	the	the	DET
bracis-28351	121	26	policy	policy	NOUN
bracis-28351	121	27	to	to	PART
bracis-28351	121	28	be	be	AUX
bracis-28351	121	29	safe	safe	ADJ
bracis-28351	121	30	(	(	PUNCT
bracis-28351	121	31	when	when	SCONJ
bracis-28351	121	32	a	a	DET
bracis-28351	121	33	subset	subset	NOUN
bracis-28351	121	34	of	of	ADP
bracis-28351	121	35	good	good	ADJ
bracis-28351	121	36	moves	move	NOUN
bracis-28351	121	37	are	be	AUX
bracis-28351	121	38	already	already	ADV
bracis-28351	121	39	identified	identify	VERB
bracis-28351	121	40	and	and	CCONJ
bracis-28351	121	41	evaluated	evaluate	VERB
bracis-28351	121	42	)	)	PUNCT
bracis-28351	121	43	.	.	PUNCT
bracis-28351	122	1	the	the	DET
bracis-28351	122	2	algorithm	algorithm	NOUN
bracis-28351	122	3	shifts	shift	NOUN
bracis-28351	122	4	its	its	PRON
bracis-28351	122	5	focus	focus	NOUN
bracis-28351	122	6	from	from	ADP
bracis-28351	122	7	minimizing	minimize	VERB
bracis-28351	122	8	cumulative	cumulative	ADJ
bracis-28351	122	9	regret	regret	NOUN
bracis-28351	122	10	to	to	ADP
bracis-28351	122	11	minimizing	minimize	VERB
bracis-28351	122	12	simple	simple	ADJ
bracis-28351	122	13	regret	regret	NOUN
bracis-28351	122	14	after	after	ADP
bracis-28351	122	15	beginning	begin	VERB
bracis-28351	122	16	to	to	PART
bracis-28351	122	17	expand	expand	VERB
bracis-28351	122	18	shot	shot	NOUN
bracis-28351	122	19	within	within	ADP
bracis-28351	122	20	uct	uct	PROPN
bracis-28351	122	21	regions	region	NOUN
bracis-28351	122	22	that	that	PRON
bracis-28351	122	23	have	have	AUX
bracis-28351	122	24	been	be	AUX
bracis-28351	122	25	sufficiently	sufficiently	ADV
bracis-28351	122	26	visited	visit	VERB
bracis-28351	122	27	.	.	PUNCT
bracis-28351	123	1	since	since	SCONJ
bracis-28351	123	2	the	the	DET
bracis-28351	123	3	computational	computational	ADJ
bracis-28351	123	4	budget	budget	NOUN
bracis-28351	123	5	per	per	ADP
bracis-28351	123	6	node	node	NOUN
bracis-28351	123	7	is	be	AUX
bracis-28351	123	8	initially	initially	ADV
bracis-28351	123	9	small	small	ADJ
bracis-28351	123	10	,	,	PUNCT
bracis-28351	123	11	the	the	DET
bracis-28351	123	12	simple	simple	ADJ
bracis-28351	123	13	regret	regret	NOUN
bracis-28351	123	14	tree	tree	NOUN
bracis-28351	123	15	remains	remain	VERB
bracis-28351	123	16	shallow	shallow	ADJ
bracis-28351	123	17	,	,	PUNCT
bracis-28351	123	18	as	as	SCONJ
bracis-28351	123	19	shot	shot	NOUN
bracis-28351	123	20	eliminate	eliminate	VERB
bracis-28351	123	21	nodes	node	NOUN
bracis-28351	123	22	from	from	ADP
bracis-28351	123	23	selection	selection	NOUN
bracis-28351	123	24	,	,	PUNCT
bracis-28351	123	25	the	the	DET
bracis-28351	123	26	budget	budget	NOUN
bracis-28351	123	27	spent	spend	VERB
bracis-28351	123	28	increases	increase	NOUN
bracis-28351	123	29	,	,	PUNCT
bracis-28351	123	30	causing	cause	VERB
bracis-28351	123	31	the	the	DET
bracis-28351	123	32	shot	shot	NOUN
bracis-28351	123	33	tree	tree	NOUN
bracis-28351	123	34	to	to	PART
bracis-28351	123	35	grow	grow	VERB
bracis-28351	123	36	deeper	deep	ADJ
bracis-28351	123	37	.	.	PUNCT
bracis-28351	124	1	h	h	NOUN
bracis-28351	124	2	-	-	PUNCT
bracis-28351	124	3	mcts	mcts	PROPN
bracis-28351	124	4	outperforms	outperform	NOUN
bracis-28351	124	5	uct	uct	NOUN
bracis-28351	124	6	for	for	ADP
bracis-28351	124	7	various	various	ADJ
bracis-28351	124	8	exploration	exploration	NOUN
bracis-28351	124	9	coefficients	coefficient	NOUN
bracis-28351	124	10	 	 	SPACE
bracis-28351	124	11	[	[	X
bracis-28351	124	12	10	10	NUM
bracis-28351	124	13	]	]	PUNCT
bracis-28351	124	14	and	and	CCONJ
bracis-28351	124	15	is	be	AUX
bracis-28351	124	16	highly	highly	ADV
bracis-28351	124	17	effective	effective	ADJ
bracis-28351	124	18	in	in	ADP
bracis-28351	124	19	games	game	NOUN
bracis-28351	124	20	with	with	ADP
bracis-28351	124	21	large	large	ADJ
bracis-28351	124	22	branching	branch	VERB
bracis-28351	124	23	factors	factor	NOUN
bracis-28351	124	24	,	,	PUNCT
bracis-28351	124	25	as	as	SCONJ
bracis-28351	124	26	it	it	PRON
bracis-28351	124	27	prunes	prune	VERB
bracis-28351	124	28	low	low	ADV
bracis-28351	124	29	-	-	PUNCT
bracis-28351	124	30	promising	promise	VERB
bracis-28351	124	31	nodes	node	NOUN
bracis-28351	124	32	and	and	CCONJ
bracis-28351	124	33	directs	direct	VERB
bracis-28351	124	34	the	the	DET
bracis-28351	124	35	search	search	NOUN
bracis-28351	124	36	towards	towards	ADP
bracis-28351	124	37	the	the	DET
bracis-28351	124	38	most	most	ADV
bracis-28351	124	39	promising	promising	ADJ
bracis-28351	124	40	areas	area	NOUN
bracis-28351	124	41	.	.	PUNCT
bracis-28351	125	1	4	4	NUM
bracis-28351	125	2	improving	improve	VERB
bracis-28351	125	3	uct	uct	NOUN
bracis-28351	125	4	in	in	ADP
bracis-28351	125	5	 	 	SPACE
bracis-28351	125	6	time	time	NOUN
bracis-28351	125	7	-	-	PUNCT
bracis-28351	125	8	restricted	restrict	VERB
bracis-28351	125	9	scenarios	scenario	NOUN
bracis-28351	125	10	in	in	ADP
bracis-28351	125	11	this	this	DET
bracis-28351	125	12	section	section	NOUN
bracis-28351	125	13	,	,	PUNCT
bracis-28351	125	14	we	we	PRON
bracis-28351	125	15	present	present	VERB
bracis-28351	125	16	a	a	DET
bracis-28351	125	17	new	new	ADJ
bracis-28351	125	18	sr+cr	sr+cr	NOUN
bracis-28351	125	19	algorithm	algorithm	NOUN
bracis-28351	125	20	,	,	PUNCT
bracis-28351	125	21	and	and	CCONJ
bracis-28351	125	22	a	a	DET
bracis-28351	125	23	new	new	ADJ
bracis-28351	125	24	method	method	NOUN
bracis-28351	125	25	to	to	PART
bracis-28351	125	26	calculate	calculate	VERB
bracis-28351	125	27	the	the	DET
bracis-28351	125	28	amount	amount	NOUN
bracis-28351	125	29	of	of	ADP
bracis-28351	125	30	time	time	NOUN
bracis-28351	125	31	the	the	DET
bracis-28351	125	32	agent	agent	NOUN
bracis-28351	125	33	should	should	AUX
bracis-28351	125	34	spend	spend	VERB
bracis-28351	125	35	in	in	ADP
bracis-28351	125	36	each	each	DET
bracis-28351	125	37	move	move	NOUN
bracis-28351	125	38	,	,	PUNCT
bracis-28351	125	39	assuming	assume	VERB
bracis-28351	125	40	a	a	DET
bracis-28351	125	41	time	time	NOUN
bracis-28351	125	42	constraint	constraint	NOUN
bracis-28351	125	43	for	for	ADP
bracis-28351	125	44	the	the	DET
bracis-28351	125	45	entire	entire	ADJ
bracis-28351	125	46	game	game	NOUN
bracis-28351	125	47	.	.	PUNCT
bracis-28351	126	1	4.1	4.1	NUM
bracis-28351	126	2	\(\text	\(\text	NOUN
bracis-28351	126	3	{	{	PUNCT
bracis-28351	126	4	uct}_{{\sqrt{\text	uct}_{{\sqrt{\text	PROPN
bracis-28351	126	5	{	{	PUNCT
bracis-28351	126	6	sh}}}}\	sh}}}}\	NOUN
bracis-28351	126	7	)	)	PUNCT
bracis-28351	126	8	although	although	SCONJ
bracis-28351	126	9	h	h	NOUN
bracis-28351	126	10	-	-	PUNCT
bracis-28351	126	11	mcts	mct	NOUN
bracis-28351	126	12	is	be	AUX
bracis-28351	126	13	promising	promise	VERB
bracis-28351	126	14	at	at	ADP
bracis-28351	126	15	balancing	balance	VERB
bracis-28351	126	16	simple	simple	ADJ
bracis-28351	126	17	and	and	CCONJ
bracis-28351	126	18	cumulative	cumulative	ADJ
bracis-28351	126	19	regret	regret	NOUN
bracis-28351	126	20	,	,	PUNCT
bracis-28351	126	21	it	it	PRON
bracis-28351	126	22	requires	require	VERB
bracis-28351	126	23	a	a	DET
bracis-28351	126	24	predefined	predefined	ADJ
bracis-28351	126	25	budget	budget	NOUN
bracis-28351	126	26	for	for	ADP
bracis-28351	126	27	the	the	DET
bracis-28351	126	28	shot	shot	NOUN
bracis-28351	126	29	portion	portion	NOUN
bracis-28351	126	30	,	,	PUNCT
bracis-28351	126	31	which	which	PRON
bracis-28351	126	32	is	be	AUX
bracis-28351	126	33	not	not	PART
bracis-28351	126	34	possible	possible	ADJ
bracis-28351	126	35	to	to	PART
bracis-28351	126	36	estimate	estimate	VERB
bracis-28351	126	37	for	for	ADP
bracis-28351	126	38	previous	previous	ADJ
bracis-28351	126	39	unknown	unknown	ADJ
bracis-28351	126	40	domains	domain	NOUN
bracis-28351	126	41	.	.	PUNCT
bracis-28351	127	1	furthermore	furthermore	ADV
bracis-28351	127	2	,	,	PUNCT
bracis-28351	127	3	by	by	ADP
bracis-28351	127	4	neglecting	neglect	VERB
bracis-28351	127	5	the	the	DET
bracis-28351	127	6	exploitation	exploitation	NOUN
bracis-28351	127	7	of	of	ADP
bracis-28351	127	8	nodes	node	NOUN
bracis-28351	127	9	,	,	PUNCT
bracis-28351	127	10	the	the	DET
bracis-28351	127	11	agent	agent	NOUN
bracis-28351	127	12	becomes	become	VERB
bracis-28351	127	13	prone	prone	ADJ
bracis-28351	127	14	to	to	ADP
bracis-28351	127	15	excessive	excessive	ADJ
bracis-28351	127	16	resource	resource	NOUN
bracis-28351	127	17	allocation	allocation	NOUN
bracis-28351	127	18	in	in	ADP
bracis-28351	127	19	unpromising	unpromising	ADJ
bracis-28351	127	20	regions	region	NOUN
bracis-28351	127	21	.	.	PUNCT
bracis-28351	128	1	to	to	PART
bracis-28351	128	2	enhance	enhance	VERB
bracis-28351	128	3	the	the	DET
bracis-28351	128	4	performance	performance	NOUN
bracis-28351	128	5	of	of	ADP
bracis-28351	128	6	uct	uct	PROPN
bracis-28351	128	7	under	under	ADP
bracis-28351	128	8	a	a	DET
bracis-28351	128	9	ggp	ggp	NOUN
bracis-28351	128	10	environment	environment	NOUN
bracis-28351	128	11	with	with	ADP
bracis-28351	128	12	rigid	rigid	ADJ
bracis-28351	128	13	time	time	NOUN
bracis-28351	128	14	constraints	constraint	NOUN
bracis-28351	128	15	,	,	PUNCT
bracis-28351	128	16	we	we	PRON
bracis-28351	128	17	propose	propose	VERB
bracis-28351	128	18	a	a	DET
bracis-28351	128	19	different	different	ADJ
bracis-28351	128	20	sr+cr	sr+cr	NOUN
bracis-28351	128	21	method	method	NOUN
bracis-28351	128	22	,	,	PUNCT
bracis-28351	128	23	using	use	VERB
bracis-28351	128	24	sequential	sequential	ADJ
bracis-28351	128	25	halving	halving	NOUN
bracis-28351	128	26	and	and	CCONJ
bracis-28351	128	27	,	,	PUNCT
bracis-28351	128	28	as	as	SCONJ
bracis-28351	128	29	shown	show	VERB
bracis-28351	128	30	in	in	ADP
bracis-28351	128	31	algorithm	algorithm	NOUN
bracis-28351	128	32	 	 	SPACE
bracis-28351	128	33	3	3	NUM
bracis-28351	128	34	.	.	PUNCT
bracis-28351	129	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	129	2	{	{	PUNCT
bracis-28351	129	3	sh}}}}\	sh}}}}\	NOUN
bracis-28351	129	4	)	)	PUNCT
bracis-28351	129	5	prioritize	prioritize	VERB
bracis-28351	129	6	simple	simple	ADJ
bracis-28351	129	7	regret	regret	NOUN
bracis-28351	129	8	minimization	minimization	NOUN
bracis-28351	129	9	at	at	ADP
bracis-28351	129	10	root	root	NOUN
bracis-28351	129	11	node	node	NOUN
bracis-28351	129	12	by	by	ADP
bracis-28351	129	13	combining	combine	VERB
bracis-28351	129	14	with	with	ADP
bracis-28351	129	15	sequential	sequential	ADJ
bracis-28351	129	16	halving	halving	NOUN
bracis-28351	129	17	eliminations	elimination	NOUN
bracis-28351	129	18	,	,	PUNCT
bracis-28351	129	19	and	and	CCONJ
bracis-28351	129	20	the	the	DET
bracis-28351	129	21	cumulative	cumulative	ADJ
bracis-28351	129	22	regret	regret	PROPN
bracis-28351	129	23	component	component	PROPN
bracis-28351	129	24	uses	use	VERB
bracis-28351	129	25	uct	uct	PROPN
bracis-28351	129	26	.	.	PUNCT
bracis-28351	130	1	in	in	ADP
bracis-28351	130	2	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	130	3	{	{	PUNCT
bracis-28351	130	4	sh}}}}\	sh}}}}\	NOUN
bracis-28351	130	5	)	)	PUNCT
bracis-28351	130	6	,	,	PUNCT
bracis-28351	130	7	the	the	DET
bracis-28351	130	8	aim	aim	NOUN
bracis-28351	130	9	of	of	ADP
bracis-28351	130	10	sequential	sequential	ADJ
bracis-28351	130	11	halving	halving	NOUN
bracis-28351	130	12	is	be	AUX
bracis-28351	130	13	not	not	PART
bracis-28351	130	14	to	to	PART
bracis-28351	130	15	converge	converge	VERB
bracis-28351	130	16	to	to	ADP
bracis-28351	130	17	the	the	DET
bracis-28351	130	18	single	single	ADJ
bracis-28351	130	19	best	good	ADJ
bracis-28351	130	20	move	move	NOUN
bracis-28351	130	21	,	,	PUNCT
bracis-28351	130	22	but	but	CCONJ
bracis-28351	130	23	rather	rather	ADV
bracis-28351	130	24	to	to	PART
bracis-28351	130	25	limit	limit	VERB
bracis-28351	130	26	the	the	DET
bracis-28351	130	27	number	number	NOUN
bracis-28351	130	28	of	of	ADP
bracis-28351	130	29	children	child	NOUN
bracis-28351	130	30	to	to	PART
bracis-28351	130	31	search	search	VERB
bracis-28351	130	32	,	,	PUNCT
bracis-28351	130	33	which	which	PRON
bracis-28351	130	34	allows	allow	VERB
bracis-28351	130	35	to	to	PART
bracis-28351	130	36	explore	explore	VERB
bracis-28351	130	37	the	the	DET
bracis-28351	130	38	most	most	ADV
bracis-28351	130	39	promising	promising	ADJ
bracis-28351	130	40	areas	area	NOUN
bracis-28351	130	41	.	.	PUNCT
bracis-28351	131	1	we	we	PRON
bracis-28351	131	2	set	set	VERB
bracis-28351	131	3	a	a	DET
bracis-28351	131	4	lower	low	ADJ
bracis-28351	131	5	limit	limit	NOUN
bracis-28351	131	6	,	,	PUNCT
bracis-28351	131	7	\(k_{min}\	\(k_{min}\	NOUN
bracis-28351	131	8	)	)	PUNCT
bracis-28351	131	9	,	,	PUNCT
bracis-28351	131	10	on	on	ADP
bracis-28351	131	11	the	the	DET
bracis-28351	131	12	number	number	NOUN
bracis-28351	131	13	of	of	ADP
bracis-28351	131	14	child	child	NOUN
bracis-28351	131	15	nodes	node	NOUN
bracis-28351	131	16	necessary	necessary	ADJ
bracis-28351	131	17	for	for	SCONJ
bracis-28351	131	18	the	the	DET
bracis-28351	131	19	elimination	elimination	NOUN
bracis-28351	131	20	process	process	NOUN
bracis-28351	131	21	to	to	PART
bracis-28351	131	22	occur	occur	VERB
bracis-28351	131	23	.	.	PUNCT
bracis-28351	132	1	the	the	DET
bracis-28351	132	2	halving	halve	VERB
bracis-28351	132	3	operation	operation	NOUN
bracis-28351	132	4	is	be	AUX
bracis-28351	132	5	executed	execute	VERB
bracis-28351	132	6	by	by	ADP
bracis-28351	132	7	dividing	divide	VERB
bracis-28351	132	8	k	k	PROPN
bracis-28351	132	9	by	by	ADP
bracis-28351	132	10	two	two	NUM
bracis-28351	132	11	.	.	PUNCT
bracis-28351	133	1	during	during	ADP
bracis-28351	133	2	the	the	DET
bracis-28351	133	3	child	child	NOUN
bracis-28351	133	4	selection	selection	NOUN
bracis-28351	133	5	process	process	NOUN
bracis-28351	133	6	at	at	ADP
bracis-28351	133	7	the	the	DET
bracis-28351	133	8	root	root	NOUN
bracis-28351	133	9	,	,	PUNCT
bracis-28351	133	10	we	we	PRON
bracis-28351	133	11	use	use	VERB
bracis-28351	133	12	k	k	PROPN
bracis-28351	133	13	to	to	PART
bracis-28351	133	14	constrain	constrain	VERB
bracis-28351	133	15	the	the	DET
bracis-28351	133	16	selection	selection	NOUN
bracis-28351	133	17	to	to	ADP
bracis-28351	133	18	the	the	DET
bracis-28351	133	19	first	first	ADJ
bracis-28351	133	20	k	k	PROPN
bracis-28351	133	21	child	child	NOUN
bracis-28351	133	22	nodes	nod	VERB
bracis-28351	133	23	.	.	PUNCT
bracis-28351	134	1	upon	upon	SCONJ
bracis-28351	134	2	reaching	reach	VERB
bracis-28351	134	3	a	a	DET
bracis-28351	134	4	new	new	ADJ
bracis-28351	134	5	elimination	elimination	NOUN
bracis-28351	134	6	point	point	NOUN
bracis-28351	134	7	,	,	PUNCT
bracis-28351	134	8	the	the	DET
bracis-28351	134	9	algorithm	algorithm	NOUN
bracis-28351	134	10	arranges	arrange	VERB
bracis-28351	134	11	the	the	DET
bracis-28351	134	12	root	root	NOUN
bracis-28351	134	13	’s	’s	PART
bracis-28351	134	14	child	child	NOUN
bracis-28351	134	15	nodes	node	NOUN
bracis-28351	134	16	in	in	ADP
bracis-28351	134	17	descending	descend	VERB
bracis-28351	134	18	order	order	NOUN
bracis-28351	134	19	according	accord	VERB
bracis-28351	134	20	to	to	ADP
bracis-28351	134	21	their	their	PRON
bracis-28351	134	22	anticipated	anticipate	VERB
bracis-28351	134	23	reward	reward	NOUN
bracis-28351	134	24	.	.	PUNCT
bracis-28351	135	1	we	we	PRON
bracis-28351	135	2	employ	employ	VERB
bracis-28351	135	3	an	an	DET
bracis-28351	135	4	iterative	iterative	NOUN
bracis-28351	135	5	methodology	methodology	NOUN
bracis-28351	135	6	(	(	PUNCT
bracis-28351	135	7	presented	present	VERB
bracis-28351	135	8	at	at	ADP
bracis-28351	135	9	line	line	NOUN
bracis-28351	135	10	 	 	SPACE
bracis-28351	135	11	11	11	NUM
bracis-28351	135	12	)	)	PUNCT
bracis-28351	135	13	to	to	PART
bracis-28351	135	14	ascertain	ascertain	VERB
bracis-28351	135	15	when	when	SCONJ
bracis-28351	135	16	to	to	PART
bracis-28351	135	17	halve	halve	VERB
bracis-28351	135	18	the	the	DET
bracis-28351	135	19	number	number	NOUN
bracis-28351	135	20	of	of	ADP
bracis-28351	135	21	children	child	NOUN
bracis-28351	135	22	.	.	PUNCT
bracis-28351	136	1	we	we	PRON
bracis-28351	136	2	compute	compute	VERB
bracis-28351	136	3	a	a	DET
bracis-28351	136	4	ratio	ratio	NOUN
bracis-28351	136	5	representing	represent	VERB
bracis-28351	136	6	the	the	DET
bracis-28351	136	7	fraction	fraction	NOUN
bracis-28351	136	8	of	of	ADP
bracis-28351	136	9	halving	halve	VERB
bracis-28351	136	10	stages	stage	NOUN
bracis-28351	136	11	already	already	ADV
bracis-28351	136	12	completed	complete	VERB
bracis-28351	136	13	.	.	PUNCT
bracis-28351	137	1	for	for	ADP
bracis-28351	137	2	that	that	PRON
bracis-28351	137	3	,	,	PUNCT
bracis-28351	137	4	we	we	PRON
bracis-28351	137	5	divide	divide	VERB
bracis-28351	137	6	the	the	DET
bracis-28351	137	7	halve	halve	NOUN
bracis-28351	137	8	counter	counter	NOUN
bracis-28351	137	9	h	h	NOUN
bracis-28351	137	10	by	by	ADP
bracis-28351	137	11	the	the	DET
bracis-28351	137	12	maximum	maximum	ADJ
bracis-28351	137	13	number	number	NOUN
bracis-28351	137	14	of	of	ADP
bracis-28351	137	15	halving	halve	VERB
bracis-28351	137	16	operations	operation	NOUN
bracis-28351	137	17	\(\log	\(\log	VERB
bracis-28351	137	18	_	_	NOUN
bracis-28351	137	19	2{n}\	2{n}\	NUM
bracis-28351	137	20	)	)	PUNCT
bracis-28351	137	21	.	.	PUNCT
bracis-28351	138	1	we	we	PRON
bracis-28351	138	2	compute	compute	VERB
bracis-28351	138	3	the	the	DET
bracis-28351	138	4	resource	resource	NOUN
bracis-28351	138	5	allocation	allocation	NOUN
bracis-28351	138	6	required	require	VERB
bracis-28351	138	7	for	for	ADP
bracis-28351	138	8	the	the	DET
bracis-28351	138	9	next	next	ADJ
bracis-28351	138	10	halving	halve	VERB
bracis-28351	138	11	operation	operation	NOUN
bracis-28351	138	12	multiplying	multiply	VERB
bracis-28351	138	13	this	this	DET
bracis-28351	138	14	ratio	ratio	NOUN
bracis-28351	138	15	with	with	ADP
bracis-28351	138	16	the	the	DET
bracis-28351	138	17	total	total	ADJ
bracis-28351	138	18	resource	resource	NOUN
bracis-28351	138	19	\(\mathcal	\(\mathcal	ADJ
bracis-28351	138	20	{	{	PUNCT
bracis-28351	138	21	r}\	r}\	NUM
bracis-28351	138	22	)	)	PUNCT
bracis-28351	138	23	.	.	PUNCT
bracis-28351	139	1	after	after	SCONJ
bracis-28351	139	2	the	the	DET
bracis-28351	139	3	used	use	VERB
bracis-28351	139	4	resource	resource	NOUN
bracis-28351	139	5	r	r	NOUN
bracis-28351	139	6	surpasses	surpasse	NOUN
bracis-28351	139	7	this	this	DET
bracis-28351	139	8	value	value	NOUN
bracis-28351	139	9	,	,	PUNCT
bracis-28351	139	10	we	we	PRON
bracis-28351	139	11	increment	increment	VERB
bracis-28351	139	12	h	h	NOUN
bracis-28351	139	13	by	by	ADP
bracis-28351	139	14	one	one	NUM
bracis-28351	139	15	.	.	PUNCT
bracis-28351	140	1	this	this	DET
bracis-28351	140	2	method	method	NOUN
bracis-28351	140	3	ensures	ensure	VERB
bracis-28351	140	4	that	that	SCONJ
bracis-28351	140	5	the	the	DET
bracis-28351	140	6	same	same	ADJ
bracis-28351	140	7	portion	portion	NOUN
bracis-28351	140	8	of	of	ADP
bracis-28351	140	9	\(\mathcal	\(\mathcal	ADJ
bracis-28351	140	10	{	{	PUNCT
bracis-28351	140	11	r}\	r}\	NUM
bracis-28351	140	12	)	)	PUNCT
bracis-28351	140	13	is	be	AUX
bracis-28351	140	14	equally	equally	ADV
bracis-28351	140	15	divided	divide	VERB
bracis-28351	140	16	across	across	ADP
bracis-28351	140	17	all	all	DET
bracis-28351	140	18	halving	halve	VERB
bracis-28351	140	19	stages	stage	NOUN
bracis-28351	140	20	.	.	PUNCT
bracis-28351	141	1	a	a	DET
bracis-28351	141	2	key	key	ADJ
bracis-28351	141	3	distinction	distinction	NOUN
bracis-28351	141	4	from	from	ADP
bracis-28351	141	5	traditional	traditional	ADJ
bracis-28351	141	6	mcts	mct	NOUN
bracis-28351	141	7	lies	lie	VERB
bracis-28351	141	8	in	in	ADP
bracis-28351	141	9	the	the	DET
bracis-28351	141	10	separate	separate	ADJ
bracis-28351	141	11	treatment	treatment	NOUN
bracis-28351	141	12	of	of	ADP
bracis-28351	141	13	root	root	NOUN
bracis-28351	141	14	selection	selection	NOUN
bracis-28351	141	15	.	.	PUNCT
bracis-28351	142	1	the	the	DET
bracis-28351	142	2	root	root	NOUN
bracis-28351	142	3	selection	selection	NOUN
bracis-28351	142	4	,	,	PUNCT
bracis-28351	142	5	depicted	depict	VERB
bracis-28351	142	6	at	at	ADP
bracis-28351	142	7	line	line	NOUN
bracis-28351	142	8	 	 	SPACE
bracis-28351	142	9	13	13	NUM
bracis-28351	142	10	,	,	PUNCT
bracis-28351	142	11	iterates	iterate	VERB
bracis-28351	142	12	over	over	ADP
bracis-28351	142	13	the	the	DET
bracis-28351	142	14	first	first	ADJ
bracis-28351	142	15	k	k	PROPN
bracis-28351	142	16	-	-	PUNCT
bracis-28351	142	17	th	th	VERB
bracis-28351	142	18	children	child	NOUN
bracis-28351	142	19	,	,	PUNCT
bracis-28351	142	20	by	by	ADP
bracis-28351	142	21	calling	call	VERB
bracis-28351	142	22	the	the	DET
bracis-28351	142	23	\(\textsc	\(\textsc	PROPN
bracis-28351	142	24	{	{	PUNCT
bracis-28351	142	25	head}{ch	head}{ch	PROPN
bracis-28351	142	26	,	,	PUNCT
bracis-28351	142	27	k}\	k}\	NOUN
bracis-28351	142	28	)	)	PUNCT
bracis-28351	142	29	function	function	NOUN
bracis-28351	142	30	.	.	PUNCT
bracis-28351	143	1	the	the	DET
bracis-28351	143	2	selected	select	VERB
bracis-28351	143	3	child	child	NOUN
bracis-28351	143	4	is	be	AUX
bracis-28351	143	5	the	the	DET
bracis-28351	143	6	one	one	NUM
bracis-28351	143	7	which	which	PRON
bracis-28351	143	8	maximizes	maximize	VERB
bracis-28351	143	9	\(\pi	\(\pi	PROPN
bracis-28351	143	10	_	_	PUNCT
bracis-28351	143	11	{	{	PUNCT
bracis-28351	143	12	ucb_{\sqrt{\text	ucb_{\sqrt{\text	X
bracis-28351	143	13	{	{	PUNCT
bracis-28351	143	14	}	}	PUNCT
bracis-28351	143	15	}	}	PUNCT
bracis-28351	143	16	}	}	PUNCT
bracis-28351	143	17	}	}	PUNCT
bracis-28351	143	18	\	\	NOUN
bracis-28351	143	19	)	)	PUNCT
bracis-28351	143	20	.	.	PUNCT
bracis-28351	144	1	notice	notice	VERB
bracis-28351	144	2	that	that	SCONJ
bracis-28351	144	3	rather	rather	ADV
bracis-28351	144	4	than	than	ADP
bracis-28351	144	5	eliminating	eliminate	VERB
bracis-28351	144	6	moves	move	NOUN
bracis-28351	144	7	based	base	VERB
bracis-28351	144	8	on	on	ADP
bracis-28351	144	9	the	the	DET
bracis-28351	144	10	number	number	NOUN
bracis-28351	144	11	of	of	ADP
bracis-28351	144	12	visits	visit	NOUN
bracis-28351	144	13	a	a	DET
bracis-28351	144	14	node	node	NOUN
bracis-28351	144	15	has	have	VERB
bracis-28351	144	16	,	,	PUNCT
bracis-28351	144	17	we	we	PRON
bracis-28351	144	18	determine	determine	VERB
bracis-28351	144	19	when	when	SCONJ
bracis-28351	144	20	to	to	PART
bracis-28351	144	21	apply	apply	VERB
bracis-28351	144	22	eliminations	elimination	NOUN
bracis-28351	144	23	based	base	VERB
bracis-28351	144	24	on	on	ADP
bracis-28351	144	25	\(\mathcal	\(\mathcal	ADJ
bracis-28351	144	26	{	{	PUNCT
bracis-28351	144	27	r}\	r}\	NUM
bracis-28351	144	28	)	)	PUNCT
bracis-28351	144	29	,	,	PUNCT
bracis-28351	144	30	which	which	PRON
bracis-28351	144	31	can	can	AUX
bracis-28351	144	32	be	be	AUX
bracis-28351	144	33	time	time	NOUN
bracis-28351	144	34	or	or	CCONJ
bracis-28351	144	35	number	number	NOUN
bracis-28351	144	36	of	of	ADP
bracis-28351	144	37	simulations	simulation	NOUN
bracis-28351	144	38	.	.	PUNCT
bracis-28351	145	1	4.2	4.2	NUM
bracis-28351	145	2	clock	clock	NOUN
bracis-28351	145	3	bonus	bonus	NOUN
bracis-28351	145	4	time	time	NOUN
bracis-28351	145	5	ggp	ggp	PROPN
bracis-28351	145	6	agents	agent	NOUN
bracis-28351	145	7	play	play	VERB
bracis-28351	145	8	games	game	NOUN
bracis-28351	145	9	without	without	ADP
bracis-28351	145	10	prior	prior	ADJ
bracis-28351	145	11	knowledge	knowledge	NOUN
bracis-28351	145	12	,	,	PUNCT
bracis-28351	145	13	usually	usually	ADV
bracis-28351	145	14	with	with	ADP
bracis-28351	145	15	a	a	DET
bracis-28351	145	16	time	time	NOUN
bracis-28351	145	17	limit	limit	NOUN
bracis-28351	145	18	for	for	ADP
bracis-28351	145	19	the	the	DET
bracis-28351	145	20	entire	entire	ADJ
bracis-28351	145	21	game	game	NOUN
bracis-28351	145	22	.	.	PUNCT
bracis-28351	146	1	agents	agent	NOUN
bracis-28351	146	2	must	must	AUX
bracis-28351	146	3	allocate	allocate	VERB
bracis-28351	146	4	time	time	NOUN
bracis-28351	146	5	for	for	ADP
bracis-28351	146	6	each	each	DET
bracis-28351	146	7	move	move	NOUN
bracis-28351	146	8	.	.	PUNCT
bracis-28351	147	1	a	a	DET
bracis-28351	147	2	common	common	ADJ
bracis-28351	147	3	strategy	strategy	NOUN
bracis-28351	147	4	is	be	AUX
bracis-28351	147	5	to	to	PART
bracis-28351	147	6	use	use	VERB
bracis-28351	147	7	a	a	DET
bracis-28351	147	8	predefined	predefine	VERB
bracis-28351	147	9	fixed	fix	VERB
bracis-28351	147	10	time	time	NOUN
bracis-28351	147	11	budget	budget	NOUN
bracis-28351	147	12	,	,	PUNCT
bracis-28351	147	13	which	which	PRON
bracis-28351	147	14	can	can	AUX
bracis-28351	147	15	lead	lead	VERB
bracis-28351	147	16	to	to	ADP
bracis-28351	147	17	inefficient	inefficient	ADJ
bracis-28351	147	18	time	time	NOUN
bracis-28351	147	19	management	management	NOUN
bracis-28351	147	20	,	,	PUNCT
bracis-28351	147	21	either	either	CCONJ
bracis-28351	147	22	by	by	ADP
bracis-28351	147	23	exhausting	exhaust	VERB
bracis-28351	147	24	the	the	DET
bracis-28351	147	25	time	time	NOUN
bracis-28351	147	26	on	on	ADP
bracis-28351	147	27	long	long	ADJ
bracis-28351	147	28	games	game	NOUN
bracis-28351	147	29	,	,	PUNCT
bracis-28351	147	30	or	or	CCONJ
bracis-28351	147	31	leaving	leave	VERB
bracis-28351	147	32	unused	unused	ADJ
bracis-28351	147	33	time	time	NOUN
bracis-28351	147	34	in	in	ADP
bracis-28351	147	35	shorter	short	ADJ
bracis-28351	147	36	games	game	NOUN
bracis-28351	147	37	.	.	PUNCT
bracis-28351	148	1	we	we	PRON
bracis-28351	148	2	propose	propose	VERB
bracis-28351	148	3	a	a	DET
bracis-28351	148	4	method	method	NOUN
bracis-28351	148	5	for	for	ADP
bracis-28351	148	6	estimating	estimate	VERB
bracis-28351	148	7	the	the	DET
bracis-28351	148	8	time	time	NOUN
bracis-28351	148	9	to	to	PART
bracis-28351	148	10	spend	spend	VERB
bracis-28351	148	11	on	on	ADP
bracis-28351	148	12	each	each	DET
bracis-28351	148	13	move	move	NOUN
bracis-28351	148	14	in	in	ADP
bracis-28351	148	15	a	a	DET
bracis-28351	148	16	ggp	ggp	NOUN
bracis-28351	148	17	environment	environment	NOUN
bracis-28351	148	18	,	,	PUNCT
bracis-28351	148	19	using	use	VERB
bracis-28351	148	20	a	a	DET
bracis-28351	148	21	certain	certain	ADJ
bracis-28351	148	22	number	number	NOUN
bracis-28351	148	23	of	of	ADP
bracis-28351	148	24	simulations	simulation	NOUN
bracis-28351	148	25	during	during	ADP
bracis-28351	148	26	the	the	DET
bracis-28351	148	27	search	search	NOUN
bracis-28351	148	28	to	to	PART
bracis-28351	148	29	gather	gather	VERB
bracis-28351	148	30	information	information	NOUN
bracis-28351	148	31	about	about	ADP
bracis-28351	148	32	the	the	DET
bracis-28351	148	33	game	game	NOUN
bracis-28351	148	34	itself	itself	PRON
bracis-28351	148	35	.	.	PUNCT
bracis-28351	149	1	our	our	PRON
bracis-28351	149	2	model	model	NOUN
bracis-28351	149	3	employs	employ	VERB
bracis-28351	149	4	a	a	DET
bracis-28351	149	5	minimum	minimum	ADJ
bracis-28351	149	6	thinking	thinking	NOUN
bracis-28351	149	7	time	time	NOUN
bracis-28351	149	8	,	,	PUNCT
bracis-28351	149	9	and	and	CCONJ
bracis-28351	149	10	for	for	ADP
bracis-28351	149	11	games	game	NOUN
bracis-28351	149	12	where	where	SCONJ
bracis-28351	149	13	the	the	DET
bracis-28351	149	14	agent	agent	NOUN
bracis-28351	149	15	can	can	AUX
bracis-28351	149	16	spend	spend	VERB
bracis-28351	149	17	more	more	ADJ
bracis-28351	149	18	time	time	NOUN
bracis-28351	149	19	,	,	PUNCT
bracis-28351	149	20	it	it	PRON
bracis-28351	149	21	provides	provide	VERB
bracis-28351	149	22	a	a	DET
bracis-28351	149	23	thinking	thinking	NOUN
bracis-28351	149	24	time	time	NOUN
bracis-28351	149	25	bonus	bonus	NOUN
bracis-28351	149	26	.	.	PUNCT
bracis-28351	150	1	the	the	DET
bracis-28351	150	2	clock	clock	NOUN
bracis-28351	150	3	bonus	bonus	NOUN
bracis-28351	150	4	time	time	NOUN
bracis-28351	150	5	(	(	PUNCT
bracis-28351	150	6	cbt	cbt	NOUN
bracis-28351	150	7	)	)	PUNCT
bracis-28351	150	8	formula	formula	NOUN
bracis-28351	150	9	is	be	AUX
bracis-28351	150	10	as	as	SCONJ
bracis-28351	150	11	follows	follow	VERB
bracis-28351	150	12	:	:	PUNCT
bracis-28351	150	13	$	$	SYM
bracis-28351	150	14	$	$	SYM
bracis-28351	150	15	\begin{aligned	\begin{aligne	VERB
bracis-28351	150	16	}	}	PUNCT
bracis-28351	150	17	cbt	cbt	NOUN
bracis-28351	150	18	=	=	SYM
bracis-28351	150	19	\max	\max	PROPN
bracis-28351	150	20	(	(	PUNCT
bracis-28351	150	21	\tau	\tau	PROPN
bracis-28351	150	22	_	_	PUNCT
bracis-28351	150	23	{	{	PUNCT
bracis-28351	150	24	min	min	NOUN
bracis-28351	150	25	}	}	PUNCT
bracis-28351	150	26	,	,	PUNCT
bracis-28351	150	27	\min	\min	PROPN
bracis-28351	150	28	(	(	PUNCT
bracis-28351	150	29	\tau	\tau	PROPN
bracis-28351	150	30	_	_	PUNCT
bracis-28351	150	31	{	{	PUNCT
bracis-28351	150	32	max	max	NOUN
bracis-28351	150	33	}	}	PUNCT
bracis-28351	150	34	,	,	PUNCT
bracis-28351	150	35	g/\overline{m	g/\overline{m	NOUN
bracis-28351	150	36	}	}	PUNCT
bracis-28351	150	37	)	)	PUNCT
bracis-28351	150	38	)	)	PUNCT
bracis-28351	151	1	\tau	\tau	PROPN
bracis-28351	151	2	_	_	PRON
bracis-28351	151	3	{	{	PUNCT
bracis-28351	151	4	min	min	NOUN
bracis-28351	151	5	}	}	PUNCT
bracis-28351	151	6	.	.	PUNCT
bracis-28351	152	1	\end{aligned}$$	\end{aligned}$$	PROPN
bracis-28351	152	2	(	(	PUNCT
bracis-28351	152	3	4	4	NUM
bracis-28351	152	4	)	)	PUNCT
bracis-28351	152	5	in	in	ADP
bracis-28351	152	6	eq	eq	ADP
bracis-28351	152	7	.	.	PUNCT
bracis-28351	152	8	 	 	SPACE
bracis-28351	152	9	4	4	NUM
bracis-28351	152	10	,	,	PUNCT
bracis-28351	152	11	g	g	PROPN
bracis-28351	152	12	is	be	AUX
bracis-28351	152	13	the	the	DET
bracis-28351	152	14	total	total	ADJ
bracis-28351	152	15	time	time	NOUN
bracis-28351	152	16	budget	budget	NOUN
bracis-28351	152	17	,	,	PUNCT
bracis-28351	152	18	\(\tau	\(\tau	X
bracis-28351	153	1	_	_	PRON
bracis-28351	153	2	{	{	PUNCT
bracis-28351	153	3	min}\	min}\	NOUN
bracis-28351	153	4	)	)	PUNCT
bracis-28351	153	5	and	and	CCONJ
bracis-28351	153	6	\(\tau	\(\tau	X
bracis-28351	153	7	_	_	PRON
bracis-28351	153	8	{	{	PUNCT
bracis-28351	153	9	max}\	max}\	PROPN
bracis-28351	153	10	)	)	PUNCT
bracis-28351	153	11	are	be	AUX
bracis-28351	153	12	the	the	DET
bracis-28351	153	13	minimum	minimum	ADJ
bracis-28351	153	14	and	and	CCONJ
bracis-28351	153	15	maximum	maximum	ADV
bracis-28351	153	16	allowed	allow	VERB
bracis-28351	153	17	thinking	thinking	NOUN
bracis-28351	153	18	times	time	NOUN
bracis-28351	153	19	per	per	ADP
bracis-28351	153	20	move	move	NOUN
bracis-28351	153	21	,	,	PUNCT
bracis-28351	153	22	respectively	respectively	ADV
bracis-28351	153	23	.	.	PUNCT
bracis-28351	154	1	the	the	DET
bracis-28351	154	2	bonus	bonus	NOUN
bracis-28351	154	3	is	be	AUX
bracis-28351	154	4	given	give	VERB
bracis-28351	154	5	by	by	ADP
bracis-28351	154	6	g	g	NOUN
bracis-28351	154	7	divided	divide	VERB
bracis-28351	154	8	by	by	ADP
bracis-28351	154	9	the	the	DET
bracis-28351	154	10	estimated	estimate	VERB
bracis-28351	154	11	number	number	NOUN
bracis-28351	154	12	of	of	ADP
bracis-28351	154	13	moves	move	NOUN
bracis-28351	154	14	left	leave	VERB
bracis-28351	154	15	to	to	PART
bracis-28351	154	16	finish	finish	VERB
bracis-28351	154	17	the	the	DET
bracis-28351	154	18	game	game	NOUN
bracis-28351	154	19	\(\overline{m}\	\(\overline{m}\	NOUN
bracis-28351	154	20	)	)	PUNCT
bracis-28351	154	21	,	,	PUNCT
bracis-28351	154	22	which	which	PRON
bracis-28351	154	23	we	we	PRON
bracis-28351	154	24	compute	compute	VERB
bracis-28351	154	25	using	use	VERB
bracis-28351	154	26	playouts	playout	NOUN
bracis-28351	154	27	.	.	PUNCT
bracis-28351	155	1	the	the	DET
bracis-28351	155	2	max	max	PROPN
bracis-28351	155	3	and	and	CCONJ
bracis-28351	155	4	min	min	PROPN
bracis-28351	155	5	functions	function	NOUN
bracis-28351	155	6	ensure	ensure	VERB
bracis-28351	155	7	that	that	SCONJ
bracis-28351	155	8	the	the	DET
bracis-28351	155	9	agent	agent	NOUN
bracis-28351	155	10	performs	perform	VERB
bracis-28351	155	11	at	at	ADP
bracis-28351	155	12	least	least	ADJ
bracis-28351	155	13	the	the	DET
bracis-28351	155	14	minimum	minimum	ADJ
bracis-28351	155	15	thinking	thinking	NOUN
bracis-28351	155	16	time	time	NOUN
bracis-28351	155	17	and	and	CCONJ
bracis-28351	155	18	avoids	avoid	VERB
bracis-28351	155	19	overestimating	overestimate	VERB
bracis-28351	155	20	the	the	DET
bracis-28351	155	21	time	time	NOUN
bracis-28351	155	22	it	it	PRON
bracis-28351	155	23	has	have	VERB
bracis-28351	155	24	.	.	PUNCT
bracis-28351	156	1	we	we	PRON
bracis-28351	156	2	then	then	ADV
bracis-28351	156	3	discount	discount	VERB
bracis-28351	156	4	the	the	DET
bracis-28351	156	5	new	new	ADJ
bracis-28351	156	6	time	time	NOUN
bracis-28351	156	7	by	by	ADP
bracis-28351	156	8	\(\tau	\(\tau	PROPN
bracis-28351	157	1	_	_	PRON
bracis-28351	157	2	{	{	PUNCT
bracis-28351	157	3	min}\	min}\	X
bracis-28351	157	4	)	)	PUNCT
bracis-28351	157	5	because	because	SCONJ
bracis-28351	157	6	it	it	PRON
bracis-28351	157	7	is	be	AUX
bracis-28351	157	8	a	a	DET
bracis-28351	157	9	bonus	bonus	NOUN
bracis-28351	157	10	increased	increase	VERB
bracis-28351	157	11	to	to	ADP
bracis-28351	157	12	the	the	DET
bracis-28351	157	13	minimum	minimum	ADJ
bracis-28351	157	14	thinking	thinking	NOUN
bracis-28351	157	15	time	time	NOUN
bracis-28351	157	16	.	.	PUNCT
bracis-28351	158	1	one	one	NUM
bracis-28351	158	2	way	way	NOUN
bracis-28351	158	3	to	to	PART
bracis-28351	158	4	integrate	integrate	VERB
bracis-28351	158	5	cbt	cbt	NOUN
bracis-28351	158	6	with	with	ADP
bracis-28351	158	7	mcts	mct	NOUN
bracis-28351	158	8	consists	consist	VERB
bracis-28351	158	9	of	of	ADP
bracis-28351	158	10	calling	call	VERB
bracis-28351	158	11	cbt	cbt	NOUN
bracis-28351	158	12	after	after	ADP
bracis-28351	158	13	half	half	NOUN
bracis-28351	158	14	of	of	ADP
bracis-28351	158	15	\(\tau	\(\tau	NOUN
bracis-28351	158	16	_	_	PRON
bracis-28351	158	17	{	{	PUNCT
bracis-28351	158	18	min}\	min}\	X
bracis-28351	158	19	)	)	PUNCT
bracis-28351	158	20	has	have	AUX
bracis-28351	158	21	passed	pass	VERB
bracis-28351	158	22	,	,	PUNCT
bracis-28351	158	23	which	which	PRON
bracis-28351	158	24	is	be	AUX
bracis-28351	159	1	when	when	SCONJ
bracis-28351	159	2	\(r	\(r	ADJ
bracis-28351	159	3	\ge	\ge	PROPN
bracis-28351	159	4	\mathcal	\mathcal	ADJ
bracis-28351	159	5	{	{	PUNCT
bracis-28351	159	6	r}/2\	r}/2\	PROPN
bracis-28351	159	7	)	)	PUNCT
bracis-28351	159	8	.	.	PUNCT
bracis-28351	160	1	5	5	NUM
bracis-28351	160	2	experiments	experiment	NOUN
bracis-28351	160	3	to	to	PART
bracis-28351	160	4	evaluate	evaluate	VERB
bracis-28351	160	5	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	160	6	{	{	PUNCT
bracis-28351	160	7	sh}}}}\	sh}}}}\	NOUN
bracis-28351	160	8	)	)	PUNCT
bracis-28351	160	9	,	,	PUNCT
bracis-28351	160	10	we	we	PRON
bracis-28351	160	11	conduct	conduct	VERB
bracis-28351	160	12	two	two	NUM
bracis-28351	160	13	experiments	experiment	NOUN
bracis-28351	160	14	.	.	PUNCT
bracis-28351	161	1	first	first	ADV
bracis-28351	161	2	,	,	PUNCT
bracis-28351	161	3	we	we	PRON
bracis-28351	161	4	examined	examine	VERB
bracis-28351	161	5	the	the	DET
bracis-28351	161	6	agent	agent	NOUN
bracis-28351	161	7	’s	’s	PART
bracis-28351	161	8	decision	decision	NOUN
bracis-28351	161	9	-	-	PUNCT
bracis-28351	161	10	making	making	NOUN
bracis-28351	161	11	in	in	ADP
bracis-28351	161	12	two	two	NUM
bracis-28351	161	13	different	different	ADJ
bracis-28351	161	14	scenarios	scenario	NOUN
bracis-28351	161	15	of	of	ADP
bracis-28351	161	16	reward	reward	NOUN
bracis-28351	161	17	variance	variance	NOUN
bracis-28351	161	18	.	.	PUNCT
bracis-28351	162	1	this	this	DET
bracis-28351	162	2	design	design	NOUN
bracis-28351	162	3	simulate	simulate	NOUN
bracis-28351	162	4	game	game	NOUN
bracis-28351	162	5	situations	situation	NOUN
bracis-28351	162	6	where	where	SCONJ
bracis-28351	162	7	making	make	VERB
bracis-28351	162	8	a	a	DET
bracis-28351	162	9	suboptimal	suboptimal	ADJ
bracis-28351	162	10	choice	choice	NOUN
bracis-28351	162	11	significantly	significantly	ADV
bracis-28351	162	12	affects	affect	VERB
bracis-28351	162	13	the	the	DET
bracis-28351	162	14	outcome	outcome	NOUN
bracis-28351	162	15	(	(	PUNCT
bracis-28351	162	16	high	high	ADJ
bracis-28351	162	17	variance	variance	NOUN
bracis-28351	162	18	)	)	PUNCT
bracis-28351	162	19	,	,	PUNCT
bracis-28351	162	20	as	as	ADV
bracis-28351	162	21	well	well	ADV
bracis-28351	162	22	as	as	ADP
bracis-28351	162	23	those	those	PRON
bracis-28351	162	24	where	where	SCONJ
bracis-28351	162	25	suboptimal	suboptimal	ADJ
bracis-28351	162	26	choices	choice	NOUN
bracis-28351	162	27	have	have	VERB
bracis-28351	162	28	a	a	DET
bracis-28351	162	29	milder	mild	ADJ
bracis-28351	162	30	effect	effect	NOUN
bracis-28351	162	31	and	and	CCONJ
bracis-28351	162	32	are	be	AUX
bracis-28351	162	33	less	less	ADV
bracis-28351	162	34	harmful	harmful	ADJ
bracis-28351	162	35	(	(	PUNCT
bracis-28351	162	36	low	low	ADJ
bracis-28351	162	37	variance	variance	NOUN
bracis-28351	162	38	)	)	PUNCT
bracis-28351	162	39	.	.	PUNCT
bracis-28351	163	1	however	however	ADV
bracis-28351	163	2	,	,	PUNCT
bracis-28351	163	3	in	in	ADP
bracis-28351	163	4	these	these	DET
bracis-28351	163	5	latter	latter	ADJ
bracis-28351	163	6	scenarios	scenario	NOUN
bracis-28351	163	7	,	,	PUNCT
bracis-28351	163	8	a	a	DET
bracis-28351	163	9	series	series	NOUN
bracis-28351	163	10	of	of	ADP
bracis-28351	163	11	misjudgments	misjudgment	NOUN
bracis-28351	163	12	due	due	ADP
bracis-28351	163	13	to	to	ADP
bracis-28351	163	14	lack	lack	NOUN
bracis-28351	163	15	of	of	ADP
bracis-28351	163	16	confidence	confidence	NOUN
bracis-28351	163	17	in	in	ADP
bracis-28351	163	18	the	the	DET
bracis-28351	163	19	most	most	ADV
bracis-28351	163	20	rewarding	rewarding	ADJ
bracis-28351	163	21	decision	decision	NOUN
bracis-28351	163	22	can	can	AUX
bracis-28351	163	23	potentially	potentially	ADV
bracis-28351	163	24	lead	lead	VERB
bracis-28351	163	25	to	to	ADP
bracis-28351	163	26	an	an	DET
bracis-28351	163	27	overall	overall	ADJ
bracis-28351	163	28	loss	loss	NOUN
bracis-28351	163	29	.	.	PUNCT
bracis-28351	164	1	the	the	DET
bracis-28351	164	2	second	second	ADJ
bracis-28351	164	3	test	test	NOUN
bracis-28351	164	4	examine	examine	VERB
bracis-28351	164	5	our	our	PRON
bracis-28351	164	6	agent	agent	NOUN
bracis-28351	164	7	’s	’s	PART
bracis-28351	164	8	performance	performance	NOUN
bracis-28351	164	9	within	within	ADP
bracis-28351	164	10	a	a	DET
bracis-28351	164	11	practical	practical	ADJ
bracis-28351	164	12	context	context	NOUN
bracis-28351	164	13	.	.	PUNCT
bracis-28351	165	1	we	we	PRON
bracis-28351	165	2	utilized	utilize	VERB
bracis-28351	165	3	a	a	DET
bracis-28351	165	4	game	game	NOUN
bracis-28351	165	5	competition	competition	NOUN
bracis-28351	165	6	called	call	VERB
bracis-28351	165	7	kilothon	kilothon	PROPN
bracis-28351	165	8	,	,	PUNCT
bracis-28351	165	9	hosted	host	VERB
bracis-28351	165	10	within	within	ADP
bracis-28351	165	11	the	the	DET
bracis-28351	165	12	ludii	ludii	PROPN
bracis-28351	165	13	environment	environment	NOUN
bracis-28351	165	14	.	.	PUNCT
bracis-28351	166	1	this	this	DET
bracis-28351	166	2	competition	competition	NOUN
bracis-28351	166	3	served	serve	VERB
bracis-28351	166	4	as	as	ADP
bracis-28351	166	5	a	a	DET
bracis-28351	166	6	benchmark	benchmark	NOUN
bracis-28351	166	7	on	on	ADP
bracis-28351	166	8	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	166	9	{	{	PUNCT
bracis-28351	166	10	sh}}}}\	sh}}}}\	NOUN
bracis-28351	166	11	)	)	PUNCT
bracis-28351	166	12	performance	performance	NOUN
bracis-28351	166	13	in	in	ADP
bracis-28351	166	14	a	a	DET
bracis-28351	166	15	ggp	ggp	PROPN
bracis-28351	166	16	environment	environment	NOUN
bracis-28351	166	17	.	.	PUNCT
bracis-28351	167	1	5.1	5.1	NUM
bracis-28351	167	2	prize	prize	PROPN
bracis-28351	167	3	box	box	PROPN
bracis-28351	167	4	selection	selection	NOUN
bracis-28351	167	5	experiment	experiment	NOUN
bracis-28351	167	6	the	the	DET
bracis-28351	167	7	prize	prize	PROPN
bracis-28351	167	8	box	box	PROPN
bracis-28351	167	9	selection	selection	NOUN
bracis-28351	167	10	experiment	experiment	NOUN
bracis-28351	167	11	is	be	AUX
bracis-28351	167	12	a	a	DET
bracis-28351	167	13	simplified	simplified	ADJ
bracis-28351	167	14	mab	mab	NOUN
bracis-28351	167	15	where	where	SCONJ
bracis-28351	167	16	there	there	PRON
bracis-28351	167	17	are	be	VERB
bracis-28351	167	18	k	k	PROPN
bracis-28351	167	19	boxes	box	NOUN
bracis-28351	167	20	containing	contain	VERB
bracis-28351	167	21	a	a	DET
bracis-28351	167	22	deterministic	deterministic	ADJ
bracis-28351	167	23	amount	amount	NOUN
bracis-28351	167	24	of	of	ADP
bracis-28351	167	25	money	money	NOUN
bracis-28351	167	26	.	.	PUNCT
bracis-28351	168	1	the	the	DET
bracis-28351	168	2	money	money	NOUN
bracis-28351	168	3	for	for	ADP
bracis-28351	168	4	each	each	DET
bracis-28351	168	5	box	box	NOUN
bracis-28351	168	6	is	be	AUX
bracis-28351	168	7	pre	pre	VERB
bracis-28351	168	8	-	-	VERB
bracis-28351	168	9	selected	select	VERB
bracis-28351	168	10	from	from	ADP
bracis-28351	168	11	a	a	DET
bracis-28351	168	12	gaussian	gaussian	ADJ
bracis-28351	168	13	distribution	distribution	NOUN
bracis-28351	168	14	\(n(\mu	\(n(\mu	NOUN
bracis-28351	168	15	,	,	PUNCT
bracis-28351	168	16	\sigma	\sigma	PROPN
bracis-28351	168	17	)	)	PUNCT
bracis-28351	168	18	\	\	PROPN
bracis-28351	168	19	)	)	PUNCT
bracis-28351	168	20	.	.	PUNCT
bracis-28351	169	1	we	we	PRON
bracis-28351	169	2	test	test	VERB
bracis-28351	169	3	different	different	ADJ
bracis-28351	169	4	policies	policy	NOUN
bracis-28351	169	5	for	for	ADP
bracis-28351	169	6	a	a	DET
bracis-28351	169	7	given	give	VERB
bracis-28351	169	8	number	number	NOUN
bracis-28351	169	9	of	of	ADP
bracis-28351	169	10	trials	trial	NOUN
bracis-28351	169	11	and	and	CCONJ
bracis-28351	169	12	number	number	NOUN
bracis-28351	169	13	of	of	ADP
bracis-28351	169	14	boxes	box	NOUN
bracis-28351	169	15	,	,	PUNCT
bracis-28351	169	16	recording	record	VERB
bracis-28351	169	17	how	how	SCONJ
bracis-28351	169	18	often	often	ADV
bracis-28351	169	19	the	the	DET
bracis-28351	169	20	policy	policy	NOUN
bracis-28351	169	21	selects	select	VERB
bracis-28351	169	22	each	each	DET
bracis-28351	169	23	box	box	NOUN
bracis-28351	169	24	during	during	ADP
bracis-28351	169	25	the	the	DET
bracis-28351	169	26	experiment	experiment	NOUN
bracis-28351	169	27	.	.	PUNCT
bracis-28351	170	1	we	we	PRON
bracis-28351	170	2	compare	compare	VERB
bracis-28351	170	3	\(\text	\(\text	NOUN
bracis-28351	170	4	{	{	PUNCT
bracis-28351	170	5	ucb}_1\	ucb}_1\	NUM
bracis-28351	170	6	)	)	PUNCT
bracis-28351	170	7	,	,	PUNCT
bracis-28351	170	8	sequential	sequential	ADJ
bracis-28351	170	9	halving	halving	NOUN
bracis-28351	170	10	,	,	PUNCT
bracis-28351	170	11	,	,	PUNCT
bracis-28351	170	12	and	and	CCONJ
bracis-28351	170	13	ucb\(_{\sqrt{\text	ucb\(_{\sqrt{\text	PROPN
bracis-28351	170	14	{	{	PUNCT
bracis-28351	170	15	sh}}}\	sh}}}\	PROPN
bracis-28351	170	16	)	)	PUNCT
bracis-28351	170	17	(	(	PUNCT
bracis-28351	170	18	root	root	NOUN
bracis-28351	170	19	policy	policy	NOUN
bracis-28351	170	20	of	of	ADP
bracis-28351	170	21	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	170	22	{	{	PUNCT
bracis-28351	170	23	sh}}}}\	sh}}}}\	NOUN
bracis-28351	170	24	)	)	PUNCT
bracis-28351	170	25	)	)	PUNCT
bracis-28351	170	26	,	,	PUNCT
bracis-28351	170	27	at	at	ADP
bracis-28351	170	28	a	a	DET
bracis-28351	170	29	scenario	scenario	NOUN
bracis-28351	170	30	with	with	ADP
bracis-28351	170	31	high	high	ADJ
bracis-28351	170	32	and	and	CCONJ
bracis-28351	170	33	low	low	ADJ
bracis-28351	170	34	variance	variance	NOUN
bracis-28351	170	35	in	in	ADP
bracis-28351	170	36	reward	reward	NOUN
bracis-28351	170	37	’s	’s	PART
bracis-28351	170	38	distributions	distribution	NOUN
bracis-28351	170	39	.	.	PUNCT
bracis-28351	171	1	both	both	DET
bracis-28351	171	2	scenarios	scenario	NOUN
bracis-28351	171	3	with	with	ADP
bracis-28351	171	4	10000	10000	NUM
bracis-28351	171	5	trials	trial	NOUN
bracis-28351	171	6	for	for	ADP
bracis-28351	171	7	distribute	distribute	VERB
bracis-28351	171	8	across	across	ADP
bracis-28351	171	9	30	30	NUM
bracis-28351	171	10	boxes	box	NOUN
bracis-28351	171	11	.	.	PUNCT
bracis-28351	172	1	in	in	ADP
bracis-28351	172	2	the	the	DET
bracis-28351	172	3	low	low	ADJ
bracis-28351	172	4	variance	variance	NOUN
bracis-28351	172	5	case	case	NOUN
bracis-28351	172	6	,	,	PUNCT
bracis-28351	172	7	we	we	PRON
bracis-28351	172	8	set	set	VERB
bracis-28351	172	9	\(\mu	\(\mu	PROPN
bracis-28351	172	10	=	=	NOUN
bracis-28351	172	11	0.3\	0.3\	NUM
bracis-28351	172	12	)	)	PUNCT
bracis-28351	172	13	and	and	CCONJ
bracis-28351	172	14	\(\sigma	\(\sigma	NOUN
bracis-28351	172	15	=	=	SYM
bracis-28351	172	16	0.05\	0.05\	PROPN
bracis-28351	172	17	)	)	PUNCT
bracis-28351	172	18	,	,	PUNCT
bracis-28351	172	19	limited	limit	VERB
bracis-28351	172	20	to	to	ADP
bracis-28351	172	21	[	[	X
bracis-28351	172	22	−0.5	−0.5	PROPN
bracis-28351	172	23	,	,	PUNCT
bracis-28351	172	24	0.5	0.5	NUM
bracis-28351	172	25	]	]	PUNCT
bracis-28351	172	26	.	.	PUNCT
bracis-28351	173	1	for	for	ADP
bracis-28351	173	2	the	the	DET
bracis-28351	173	3	high	high	ADJ
bracis-28351	173	4	variance	variance	NOUN
bracis-28351	173	5	case	case	NOUN
bracis-28351	173	6	,	,	PUNCT
bracis-28351	173	7	we	we	PRON
bracis-28351	173	8	set	set	VERB
bracis-28351	173	9	\(\mu	\(\mu	PROPN
bracis-28351	173	10	=	=	PUNCT
bracis-28351	173	11	0.3\	0.3\	NUM
bracis-28351	173	12	)	)	PUNCT
bracis-28351	173	13	and	and	CCONJ
bracis-28351	173	14	\(\sigma	\(\sigma	NOUN
bracis-28351	173	15	=	=	SYM
bracis-28351	173	16	0.5\	0.5\	NUM
bracis-28351	173	17	)	)	PUNCT
bracis-28351	173	18	,	,	PUNCT
bracis-28351	173	19	limited	limit	VERB
bracis-28351	173	20	to	to	ADP
bracis-28351	173	21	[	[	X
bracis-28351	173	22	−1,1	−1,1	NOUN
bracis-28351	173	23	]	]	PUNCT
bracis-28351	173	24	.	.	PUNCT
bracis-28351	174	1	fig	fig	NOUN
bracis-28351	174	2	.	.	PUNCT
bracis-28351	175	1	1	1	X
bracis-28351	175	2	.	.	X
bracis-28351	175	3	box	box	NOUN
bracis-28351	175	4	selection	selection	NOUN
bracis-28351	175	5	frequency	frequency	NOUN
bracis-28351	175	6	under	under	ADP
bracis-28351	175	7	low	low	ADJ
bracis-28351	175	8	variance	variance	NOUN
bracis-28351	175	9	reward	reward	NOUN
bracis-28351	175	10	distribution	distribution	NOUN
bracis-28351	175	11	.	.	PUNCT
bracis-28351	176	1	full	full	ADJ
bracis-28351	176	2	size	size	NOUN
bracis-28351	176	3	image	image	NOUN
bracis-28351	176	4	figure	figure	NOUN
bracis-28351	176	5	 	 	SPACE
bracis-28351	176	6	1	1	NUM
bracis-28351	176	7	depicts	depict	VERB
bracis-28351	176	8	the	the	DET
bracis-28351	176	9	low	low	ADJ
bracis-28351	176	10	variance	variance	NOUN
bracis-28351	176	11	scenario	scenario	NOUN
bracis-28351	176	12	,	,	PUNCT
bracis-28351	176	13	where	where	SCONJ
bracis-28351	176	14	the	the	DET
bracis-28351	176	15	boxes	box	NOUN
bracis-28351	176	16	are	be	AUX
bracis-28351	176	17	arranged	arrange	VERB
bracis-28351	176	18	in	in	ADP
bracis-28351	176	19	descending	descend	VERB
bracis-28351	176	20	order	order	NOUN
bracis-28351	176	21	,	,	PUNCT
bracis-28351	176	22	displaying	display	VERB
bracis-28351	176	23	only	only	ADV
bracis-28351	176	24	the	the	DET
bracis-28351	176	25	20	20	NUM
bracis-28351	176	26	boxes	box	NOUN
bracis-28351	176	27	with	with	ADP
bracis-28351	176	28	the	the	DET
bracis-28351	176	29	highest	high	ADJ
bracis-28351	176	30	rewards	reward	NOUN
bracis-28351	176	31	(	(	PUNCT
bracis-28351	176	32	i.e.	i.e.	X
bracis-28351	176	33	,	,	PUNCT
bracis-28351	176	34	boxes	box	NOUN
bracis-28351	176	35	1–10	1–10	PROPN
bracis-28351	176	36	have	have	VERB
bracis-28351	176	37	the	the	DET
bracis-28351	176	38	lowest	low	ADJ
bracis-28351	176	39	reward	reward	NOUN
bracis-28351	176	40	and	and	CCONJ
bracis-28351	176	41	are	be	AUX
bracis-28351	176	42	omitted	omit	VERB
bracis-28351	176	43	)	)	PUNCT
bracis-28351	176	44	.	.	PUNCT
bracis-28351	177	1	in	in	ADP
bracis-28351	177	2	this	this	DET
bracis-28351	177	3	scenario	scenario	NOUN
bracis-28351	177	4	,	,	PUNCT
bracis-28351	177	5	 	 	SPACE
bracis-28351	177	6	presents	present	VERB
bracis-28351	177	7	the	the	DET
bracis-28351	177	8	most	most	ADV
bracis-28351	177	9	dispersed	disperse	VERB
bracis-28351	177	10	trials	trial	NOUN
bracis-28351	177	11	among	among	ADP
bracis-28351	177	12	all	all	DET
bracis-28351	177	13	boxes	box	NOUN
bracis-28351	177	14	,	,	PUNCT
bracis-28351	177	15	with	with	ADP
bracis-28351	177	16	\(\text	\(\text	NOUN
bracis-28351	177	17	{	{	PUNCT
bracis-28351	177	18	ucb}_1\	ucb}_1\	NUM
bracis-28351	177	19	)	)	PUNCT
bracis-28351	177	20	following	follow	VERB
bracis-28351	177	21	a	a	DET
bracis-28351	177	22	similar	similar	ADJ
bracis-28351	177	23	pattern	pattern	NOUN
bracis-28351	177	24	.	.	PUNCT
bracis-28351	178	1	the	the	DET
bracis-28351	178	2	use	use	NOUN
bracis-28351	178	3	of	of	ADP
bracis-28351	178	4	eliminations	elimination	NOUN
bracis-28351	178	5	in	in	ADP
bracis-28351	178	6	this	this	DET
bracis-28351	178	7	specific	specific	ADJ
bracis-28351	178	8	scenario	scenario	NOUN
bracis-28351	178	9	guides	guide	VERB
bracis-28351	178	10	the	the	DET
bracis-28351	178	11	policies	policy	NOUN
bracis-28351	178	12	that	that	PRON
bracis-28351	178	13	adopt	adopt	VERB
bracis-28351	178	14	them	they	PRON
bracis-28351	178	15	towards	towards	ADP
bracis-28351	178	16	more	more	ADV
bracis-28351	178	17	focused	focused	ADJ
bracis-28351	178	18	selections	selection	NOUN
bracis-28351	178	19	,	,	PUNCT
bracis-28351	178	20	ucb\(_{\sqrt{\text	ucb\(_{\sqrt{\text	PROPN
bracis-28351	178	21	{	{	PUNCT
bracis-28351	178	22	sh}}}\	sh}}}\	PROPN
bracis-28351	178	23	)	)	PUNCT
bracis-28351	178	24	and	and	CCONJ
bracis-28351	178	25	sequential	sequential	ADJ
bracis-28351	178	26	halving	halving	NOUN
bracis-28351	178	27	concentrated	concentrate	VERB
bracis-28351	178	28	a	a	DET
bracis-28351	178	29	higher	high	ADJ
bracis-28351	178	30	quantity	quantity	NOUN
bracis-28351	178	31	of	of	ADP
bracis-28351	178	32	resources	resource	NOUN
bracis-28351	178	33	on	on	ADP
bracis-28351	178	34	a	a	DET
bracis-28351	178	35	smaller	small	ADJ
bracis-28351	178	36	subset	subset	NOUN
bracis-28351	178	37	of	of	ADP
bracis-28351	178	38	boxes	box	NOUN
bracis-28351	178	39	than	than	ADP
bracis-28351	178	40	\(\text	\(\text	NOUN
bracis-28351	178	41	{	{	PUNCT
bracis-28351	178	42	ucb}_1\	ucb}_1\	NUM
bracis-28351	178	43	)	)	PUNCT
bracis-28351	178	44	and	and	CCONJ
bracis-28351	178	45	.	.	PUNCT
bracis-28351	179	1	in	in	ADP
bracis-28351	179	2	the	the	DET
bracis-28351	179	3	high	high	ADJ
bracis-28351	179	4	variance	variance	NOUN
bracis-28351	179	5	test	test	NOUN
bracis-28351	179	6	at	at	ADP
bracis-28351	179	7	fig	fig	NOUN
bracis-28351	179	8	.	.	PUNCT
bracis-28351	179	9	 	 	SPACE
bracis-28351	179	10	2	2	NUM
bracis-28351	179	11	,	,	PUNCT
bracis-28351	179	12	both	both	DET
bracis-28351	179	13	\(\text	\(\text	NOUN
bracis-28351	179	14	{	{	PUNCT
bracis-28351	179	15	ucb}_1\	ucb}_1\	NUM
bracis-28351	179	16	)	)	PUNCT
bracis-28351	179	17	and	and	CCONJ
bracis-28351	179	18	ucb\(_{\sqrt{\text	ucb\(_{\sqrt{\text	PROPN
bracis-28351	179	19	{	{	PUNCT
bracis-28351	179	20	sh}}}\	sh}}}\	PROPN
bracis-28351	179	21	)	)	PUNCT
bracis-28351	179	22	exhibit	exhibit	VERB
bracis-28351	179	23	a	a	DET
bracis-28351	179	24	stronger	strong	ADJ
bracis-28351	179	25	preference	preference	NOUN
bracis-28351	179	26	for	for	ADP
bracis-28351	179	27	the	the	DET
bracis-28351	179	28	highest	high	ADJ
bracis-28351	179	29	rewarded	reward	VERB
bracis-28351	179	30	box	box	NOUN
bracis-28351	179	31	.	.	PUNCT
bracis-28351	180	1	while	while	SCONJ
bracis-28351	180	2	sequential	sequential	ADJ
bracis-28351	180	3	halving	halving	NOUN
bracis-28351	180	4	does	do	AUX
bracis-28351	180	5	not	not	PART
bracis-28351	180	6	change	change	VERB
bracis-28351	180	7	its	its	PRON
bracis-28351	180	8	selection	selection	NOUN
bracis-28351	180	9	distribution	distribution	NOUN
bracis-28351	180	10	no	no	ADV
bracis-28351	180	11	matter	matter	ADV
bracis-28351	180	12	the	the	DET
bracis-28351	180	13	reward	reward	NOUN
bracis-28351	180	14	distribution	distribution	NOUN
bracis-28351	180	15	is	be	AUX
bracis-28351	180	16	,	,	PUNCT
bracis-28351	180	17	due	due	ADP
bracis-28351	180	18	to	to	ADP
bracis-28351	180	19	its	its	PRON
bracis-28351	180	20	non	non	ADJ
bracis-28351	180	21	-	-	ADJ
bracis-28351	180	22	exploiting	exploiting	ADJ
bracis-28351	180	23	nature	nature	NOUN
bracis-28351	180	24	.	.	PUNCT
bracis-28351	181	1	and	and	CCONJ
bracis-28351	181	2	sequential	sequential	ADJ
bracis-28351	181	3	halving	halving	NOUN
bracis-28351	181	4	share	share	NOUN
bracis-28351	181	5	more	more	ADV
bracis-28351	181	6	similar	similar	ADJ
bracis-28351	181	7	frequencies	frequency	NOUN
bracis-28351	181	8	of	of	ADP
bracis-28351	181	9	selection	selection	NOUN
bracis-28351	181	10	between	between	ADP
bracis-28351	181	11	them	they	PRON
bracis-28351	181	12	,	,	PUNCT
bracis-28351	181	13	indicating	indicate	VERB
bracis-28351	181	14	their	their	PRON
bracis-28351	181	15	preference	preference	NOUN
bracis-28351	181	16	for	for	ADP
bracis-28351	181	17	exploration	exploration	NOUN
bracis-28351	181	18	over	over	ADP
bracis-28351	181	19	\(\text	\(\text	NOUN
bracis-28351	181	20	{	{	PUNCT
bracis-28351	181	21	ucb}_1\	ucb}_1\	NUM
bracis-28351	181	22	)	)	PUNCT
bracis-28351	181	23	.	.	PUNCT
bracis-28351	182	1	using	use	VERB
bracis-28351	182	2	ucb\(_{\sqrt{\text	ucb\(_{\sqrt{\text	PROPN
bracis-28351	182	3	{	{	PUNCT
bracis-28351	182	4	sh}}}\	sh}}}\	PROPN
bracis-28351	182	5	)	)	PUNCT
bracis-28351	182	6	avoids	avoid	VERB
bracis-28351	182	7	overspending	overspending	NOUN
bracis-28351	182	8	trials	trial	NOUN
bracis-28351	182	9	on	on	ADP
bracis-28351	182	10	the	the	DET
bracis-28351	182	11	best	good	ADJ
bracis-28351	182	12	box	box	NOUN
bracis-28351	182	13	in	in	ADP
bracis-28351	182	14	high	high	ADJ
bracis-28351	182	15	-	-	PUNCT
bracis-28351	182	16	variance	variance	NOUN
bracis-28351	182	17	scenarios	scenario	NOUN
bracis-28351	182	18	,	,	PUNCT
bracis-28351	182	19	which	which	PRON
bracis-28351	182	20	can	can	AUX
bracis-28351	182	21	be	be	AUX
bracis-28351	182	22	a	a	DET
bracis-28351	182	23	desirable	desirable	ADJ
bracis-28351	182	24	characteristic	characteristic	NOUN
bracis-28351	182	25	from	from	ADP
bracis-28351	182	26	the	the	DET
bracis-28351	182	27	perspective	perspective	NOUN
bracis-28351	182	28	of	of	ADP
bracis-28351	182	29	simple	simple	ADJ
bracis-28351	182	30	regret	regret	PROPN
bracis-28351	182	31	minimization	minimization	PROPN
bracis-28351	182	32	,	,	PUNCT
bracis-28351	182	33	although	although	SCONJ
bracis-28351	182	34	it	it	PRON
bracis-28351	182	35	has	have	VERB
bracis-28351	182	36	a	a	DET
bracis-28351	182	37	clear	clear	ADJ
bracis-28351	182	38	preference	preference	NOUN
bracis-28351	182	39	for	for	ADP
bracis-28351	182	40	the	the	DET
bracis-28351	182	41	best	good	ADJ
bracis-28351	182	42	rewarding	rewarding	ADJ
bracis-28351	182	43	box	box	NOUN
bracis-28351	182	44	.	.	PUNCT
bracis-28351	183	1	fig	fig	NOUN
bracis-28351	183	2	.	.	PUNCT
bracis-28351	184	1	2	2	X
bracis-28351	184	2	.	.	X
bracis-28351	184	3	box	box	NOUN
bracis-28351	184	4	selection	selection	NOUN
bracis-28351	184	5	frequency	frequency	NOUN
bracis-28351	184	6	under	under	ADP
bracis-28351	184	7	high	high	ADJ
bracis-28351	184	8	variance	variance	NOUN
bracis-28351	184	9	reward	reward	NOUN
bracis-28351	184	10	distribution	distribution	NOUN
bracis-28351	184	11	.	.	PUNCT
bracis-28351	185	1	full	full	ADJ
bracis-28351	185	2	size	size	NOUN
bracis-28351	185	3	image	image	NOUN
bracis-28351	185	4	our	our	PRON
bracis-28351	185	5	analysis	analysis	NOUN
bracis-28351	185	6	emphasizes	emphasize	VERB
bracis-28351	185	7	that	that	SCONJ
bracis-28351	185	8	while	while	SCONJ
bracis-28351	185	9	exploiting	exploit	VERB
bracis-28351	185	10	(	(	PUNCT
bracis-28351	185	11	i.e.	i.e.	X
bracis-28351	185	12	allocating	allocate	VERB
bracis-28351	185	13	budget	budget	NOUN
bracis-28351	185	14	to	to	ADP
bracis-28351	185	15	the	the	DET
bracis-28351	185	16	most	most	ADV
bracis-28351	185	17	promising	promising	ADJ
bracis-28351	185	18	option	option	NOUN
bracis-28351	185	19	)	)	PUNCT
bracis-28351	185	20	is	be	AUX
bracis-28351	185	21	valuable	valuable	ADJ
bracis-28351	185	22	for	for	ADP
bracis-28351	185	23	reward	reward	NOUN
bracis-28351	185	24	maximization	maximization	NOUN
bracis-28351	185	25	,	,	PUNCT
bracis-28351	185	26	exploration	exploration	NOUN
bracis-28351	185	27	is	be	AUX
bracis-28351	185	28	crucial	crucial	ADJ
bracis-28351	185	29	in	in	ADP
bracis-28351	185	30	game	game	NOUN
bracis-28351	185	31	playing	playing	NOUN
bracis-28351	185	32	as	as	SCONJ
bracis-28351	185	33	it	it	PRON
bracis-28351	185	34	leads	lead	VERB
bracis-28351	185	35	to	to	ADP
bracis-28351	185	36	the	the	DET
bracis-28351	185	37	rapid	rapid	ADJ
bracis-28351	185	38	discovery	discovery	NOUN
bracis-28351	185	39	of	of	ADP
bracis-28351	185	40	beneficial	beneficial	ADJ
bracis-28351	185	41	moves	move	NOUN
bracis-28351	185	42	.	.	PUNCT
bracis-28351	186	1	in	in	ADP
bracis-28351	186	2	this	this	DET
bracis-28351	186	3	context	context	NOUN
bracis-28351	186	4	,	,	PUNCT
bracis-28351	186	5	ucb\(_{\sqrt{\text	ucb\(_{\sqrt{\text	PROPN
bracis-28351	186	6	{	{	PUNCT
bracis-28351	186	7	sh}}}\	sh}}}\	PROPN
bracis-28351	186	8	)	)	PUNCT
bracis-28351	186	9	displays	display	VERB
bracis-28351	186	10	a	a	DET
bracis-28351	186	11	particularly	particularly	ADV
bracis-28351	186	12	desirable	desirable	ADJ
bracis-28351	186	13	quality	quality	NOUN
bracis-28351	186	14	of	of	ADP
bracis-28351	186	15	enhanced	enhanced	ADJ
bracis-28351	186	16	exploration	exploration	NOUN
bracis-28351	186	17	in	in	ADP
bracis-28351	186	18	our	our	PRON
bracis-28351	186	19	experiments	experiment	NOUN
bracis-28351	186	20	.	.	PUNCT
bracis-28351	187	1	essentially	essentially	ADV
bracis-28351	187	2	,	,	PUNCT
bracis-28351	187	3	the	the	DET
bracis-28351	187	4	primary	primary	ADJ
bracis-28351	187	5	objective	objective	NOUN
bracis-28351	187	6	is	be	AUX
bracis-28351	187	7	to	to	PART
bracis-28351	187	8	identify	identify	VERB
bracis-28351	187	9	and	and	CCONJ
bracis-28351	187	10	execute	execute	VERB
bracis-28351	187	11	the	the	DET
bracis-28351	187	12	optimal	optimal	ADJ
bracis-28351	187	13	move	move	NOUN
bracis-28351	187	14	in	in	ADP
bracis-28351	187	15	the	the	DET
bracis-28351	187	16	game	game	NOUN
bracis-28351	187	17	.	.	PUNCT
bracis-28351	188	1	the	the	DET
bracis-28351	188	2	frequency	frequency	NOUN
bracis-28351	188	3	of	of	ADP
bracis-28351	188	4	selecting	select	VERB
bracis-28351	188	5	the	the	DET
bracis-28351	188	6	best	good	ADJ
bracis-28351	188	7	move	move	NOUN
bracis-28351	188	8	during	during	ADP
bracis-28351	188	9	the	the	DET
bracis-28351	188	10	search	search	NOUN
bracis-28351	188	11	is	be	AUX
bracis-28351	188	12	not	not	PART
bracis-28351	188	13	of	of	ADP
bracis-28351	188	14	primary	primary	ADJ
bracis-28351	188	15	concern	concern	NOUN
bracis-28351	188	16	.	.	PUNCT
bracis-28351	189	1	furthermore	furthermore	ADV
bracis-28351	189	2	,	,	PUNCT
bracis-28351	189	3	ucb\(_{\sqrt{\text	ucb\(_{\sqrt{\text	PROPN
bracis-28351	189	4	{	{	PUNCT
bracis-28351	189	5	sh}}}\	sh}}}\	PROPN
bracis-28351	189	6	)	)	PUNCT
bracis-28351	189	7	appears	appear	VERB
bracis-28351	189	8	to	to	PART
bracis-28351	189	9	be	be	AUX
bracis-28351	189	10	less	less	ADV
bracis-28351	189	11	sensitive	sensitive	ADJ
bracis-28351	189	12	to	to	ADP
bracis-28351	189	13	varying	vary	VERB
bracis-28351	189	14	rewards	reward	NOUN
bracis-28351	189	15	distributions	distribution	NOUN
bracis-28351	189	16	.	.	PUNCT
bracis-28351	190	1	this	this	DET
bracis-28351	190	2	resilience	resilience	NOUN
bracis-28351	190	3	stems	stem	VERB
bracis-28351	190	4	from	from	ADP
bracis-28351	190	5	its	its	PRON
bracis-28351	190	6	ability	ability	NOUN
bracis-28351	190	7	to	to	PART
bracis-28351	190	8	not	not	PART
bracis-28351	190	9	overlook	overlook	VERB
bracis-28351	190	10	exploitation	exploitation	NOUN
bracis-28351	190	11	in	in	ADP
bracis-28351	190	12	high	high	ADJ
bracis-28351	190	13	variance	variance	NOUN
bracis-28351	190	14	scenarios	scenario	NOUN
bracis-28351	190	15	,	,	PUNCT
bracis-28351	190	16	and	and	CCONJ
bracis-28351	190	17	to	to	PART
bracis-28351	190	18	focus	focus	VERB
bracis-28351	190	19	resources	resource	NOUN
bracis-28351	190	20	on	on	ADP
bracis-28351	190	21	low	low	ADJ
bracis-28351	190	22	variance	variance	NOUN
bracis-28351	190	23	situations	situation	NOUN
bracis-28351	190	24	through	through	ADP
bracis-28351	190	25	the	the	DET
bracis-28351	190	26	application	application	NOUN
bracis-28351	190	27	of	of	ADP
bracis-28351	190	28	sequential	sequential	ADJ
bracis-28351	190	29	halving	halving	NOUN
bracis-28351	190	30	eliminations	elimination	NOUN
bracis-28351	190	31	.	.	PUNCT
bracis-28351	191	1	5.2	5.2	NUM
bracis-28351	191	2	ggp	ggp	NOUN
bracis-28351	191	3	competition	competition	NOUN
bracis-28351	191	4	experiment	experiment	NOUN
bracis-28351	191	5	general	general	ADJ
bracis-28351	191	6	game	game	NOUN
bracis-28351	191	7	playing	playing	NOUN
bracis-28351	191	8	(	(	PUNCT
bracis-28351	191	9	ggp	ggp	NOUN
bracis-28351	191	10	)	)	PUNCT
bracis-28351	191	11	is	be	AUX
bracis-28351	191	12	a	a	DET
bracis-28351	191	13	research	research	NOUN
bracis-28351	191	14	area	area	NOUN
bracis-28351	191	15	focused	focus	VERB
bracis-28351	191	16	on	on	ADP
bracis-28351	191	17	developing	develop	VERB
bracis-28351	191	18	intelligent	intelligent	ADJ
bracis-28351	191	19	agents	agent	NOUN
bracis-28351	191	20	capable	capable	ADJ
bracis-28351	191	21	of	of	ADP
bracis-28351	191	22	playing	play	VERB
bracis-28351	191	23	a	a	DET
bracis-28351	191	24	wide	wide	ADJ
bracis-28351	191	25	variety	variety	NOUN
bracis-28351	191	26	of	of	ADP
bracis-28351	191	27	games	game	NOUN
bracis-28351	191	28	without	without	ADP
bracis-28351	191	29	prior	prior	ADJ
bracis-28351	191	30	knowledge	knowledge	NOUN
bracis-28351	191	31	of	of	ADP
bracis-28351	191	32	any	any	DET
bracis-28351	191	33	specific	specific	ADJ
bracis-28351	191	34	game	game	NOUN
bracis-28351	191	35	being	be	AUX
bracis-28351	191	36	played	play	VERB
bracis-28351	191	37	 	 	SPACE
bracis-28351	191	38	[	[	X
bracis-28351	191	39	5	5	NUM
bracis-28351	191	40	]	]	PUNCT
bracis-28351	191	41	.	.	PUNCT
bracis-28351	192	1	ludii	ludii	PROPN
bracis-28351	192	2	is	be	AUX
bracis-28351	192	3	a	a	DET
bracis-28351	192	4	system	system	NOUN
bracis-28351	192	5	for	for	ADP
bracis-28351	192	6	general	general	ADJ
bracis-28351	192	7	game	game	NOUN
bracis-28351	192	8	research	research	NOUN
bracis-28351	192	9	,	,	PUNCT
bracis-28351	192	10	which	which	PRON
bracis-28351	192	11	has	have	AUX
bracis-28351	192	12	contributed	contribute	VERB
bracis-28351	192	13	significantly	significantly	ADV
bracis-28351	192	14	to	to	ADP
bracis-28351	192	15	the	the	DET
bracis-28351	192	16	field	field	NOUN
bracis-28351	192	17	.	.	PUNCT
bracis-28351	193	1	games	game	NOUN
bracis-28351	193	2	are	be	AUX
bracis-28351	193	3	implemented	implement	VERB
bracis-28351	193	4	using	use	VERB
bracis-28351	193	5	ludii	ludii	NOUN
bracis-28351	193	6	’s	’s	PART
bracis-28351	193	7	game	game	NOUN
bracis-28351	193	8	description	description	NOUN
bracis-28351	193	9	language	language	NOUN
bracis-28351	193	10	(	(	PUNCT
bracis-28351	193	11	gdl	gdl	NOUN
bracis-28351	193	12	)	)	PUNCT
bracis-28351	193	13	.	.	PUNCT
bracis-28351	194	1	ludii	ludii	PROPN
bracis-28351	194	2	’s	’s	PART
bracis-28351	194	3	gdl	gdl	NOUN
bracis-28351	194	4	is	be	AUX
bracis-28351	194	5	robust	robust	ADJ
bracis-28351	194	6	and	and	CCONJ
bracis-28351	194	7	straightforward	straightforward	ADJ
bracis-28351	194	8	,	,	PUNCT
bracis-28351	194	9	it	it	PRON
bracis-28351	194	10	allows	allow	VERB
bracis-28351	194	11	researchers	researcher	NOUN
bracis-28351	194	12	and	and	CCONJ
bracis-28351	194	13	game	game	NOUN
bracis-28351	194	14	designers	designer	NOUN
bracis-28351	194	15	to	to	PART
bracis-28351	194	16	create	create	VERB
bracis-28351	194	17	new	new	ADJ
bracis-28351	194	18	games	game	NOUN
bracis-28351	194	19	and	and	CCONJ
bracis-28351	194	20	even	even	ADV
bracis-28351	194	21	reproduce	reproduce	VERB
bracis-28351	194	22	historical	historical	ADJ
bracis-28351	194	23	ones	one	NOUN
bracis-28351	194	24	 	 	SPACE
bracis-28351	195	1	[	[	X
bracis-28351	195	2	12	12	NUM
bracis-28351	195	3	]	]	PUNCT
bracis-28351	195	4	.	.	PUNCT
bracis-28351	196	1	ludii	ludii	PROPN
bracis-28351	196	2	hosted	host	VERB
bracis-28351	196	3	a	a	DET
bracis-28351	196	4	ggp	ggp	NOUN
bracis-28351	196	5	competition	competition	NOUN
bracis-28351	196	6	,	,	PUNCT
bracis-28351	196	7	where	where	SCONJ
bracis-28351	196	8	games	game	NOUN
bracis-28351	196	9	chosen	choose	VERB
bracis-28351	196	10	for	for	ADP
bracis-28351	196	11	the	the	DET
bracis-28351	196	12	competition	competition	NOUN
bracis-28351	196	13	were	be	AUX
bracis-28351	196	14	turn	turn	NOUN
bracis-28351	196	15	-	-	PUNCT
bracis-28351	196	16	based	base	VERB
bracis-28351	196	17	,	,	PUNCT
bracis-28351	196	18	adversarial	adversarial	ADJ
bracis-28351	196	19	,	,	PUNCT
bracis-28351	196	20	sequential	sequential	ADJ
bracis-28351	196	21	,	,	PUNCT
bracis-28351	196	22	and	and	CCONJ
bracis-28351	196	23	fully	fully	ADV
bracis-28351	196	24	observable	observable	ADJ
bracis-28351	196	25	,	,	PUNCT
bracis-28351	196	26	including	include	VERB
bracis-28351	196	27	deterministic	deterministic	ADJ
bracis-28351	196	28	and	and	CCONJ
bracis-28351	196	29	stochastic	stochastic	ADJ
bracis-28351	196	30	games	game	NOUN
bracis-28351	196	31	.	.	PUNCT
bracis-28351	197	1	kilothon	kilothon	PROPN
bracis-28351	197	2	was	be	AUX
bracis-28351	197	3	one	one	NUM
bracis-28351	197	4	of	of	ADP
bracis-28351	197	5	the	the	DET
bracis-28351	197	6	competition	competition	NOUN
bracis-28351	197	7	tracks	track	NOUN
bracis-28351	197	8	,	,	PUNCT
bracis-28351	197	9	where	where	SCONJ
bracis-28351	197	10	participants	participant	NOUN
bracis-28351	197	11	play	play	VERB
bracis-28351	197	12	1094	1094	NUM
bracis-28351	197	13	games	game	NOUN
bracis-28351	197	14	against	against	ADP
bracis-28351	197	15	an	an	DET
bracis-28351	197	16	implementation	implementation	NOUN
bracis-28351	197	17	of	of	ADP
bracis-28351	197	18	uct	uct	PROPN
bracis-28351	197	19	algorithm	algorithm	PROPN
bracis-28351	197	20	,	,	PUNCT
bracis-28351	197	21	native	native	ADJ
bracis-28351	197	22	from	from	ADP
bracis-28351	197	23	ludii	ludii	NOUN
bracis-28351	197	24	(	(	PUNCT
bracis-28351	197	25	which	which	PRON
bracis-28351	197	26	we	we	PRON
bracis-28351	197	27	will	will	AUX
bracis-28351	197	28	refer	refer	VERB
bracis-28351	197	29	to	to	ADP
bracis-28351	197	30	as	as	ADP
bracis-28351	197	31	kilothon	kilothon	PRON
bracis-28351	197	32	agent	agent	NOUN
bracis-28351	197	33	)	)	PUNCT
bracis-28351	197	34	.	.	PUNCT
bracis-28351	198	1	each	each	DET
bracis-28351	198	2	agent	agent	NOUN
bracis-28351	198	3	has	have	VERB
bracis-28351	198	4	a	a	DET
bracis-28351	198	5	strict	strict	ADJ
bracis-28351	198	6	one	one	NUM
bracis-28351	198	7	-	-	PUNCT
bracis-28351	198	8	minute	minute	NOUN
bracis-28351	198	9	time	time	NOUN
bracis-28351	198	10	limit	limit	NOUN
bracis-28351	198	11	to	to	PART
bracis-28351	198	12	play	play	VERB
bracis-28351	198	13	each	each	DET
bracis-28351	198	14	game	game	NOUN
bracis-28351	198	15	in	in	ADP
bracis-28351	198	16	its	its	PRON
bracis-28351	198	17	entirety	entirety	NOUN
bracis-28351	198	18	.	.	PUNCT
bracis-28351	199	1	when	when	SCONJ
bracis-28351	199	2	the	the	DET
bracis-28351	199	3	one	one	NUM
bracis-28351	199	4	-	-	PUNCT
bracis-28351	199	5	minute	minute	NOUN
bracis-28351	199	6	time	time	NOUN
bracis-28351	199	7	limit	limit	NOUN
bracis-28351	199	8	is	be	AUX
bracis-28351	199	9	reached	reach	VERB
bracis-28351	199	10	,	,	PUNCT
bracis-28351	199	11	the	the	DET
bracis-28351	199	12	agent	agent	NOUN
bracis-28351	199	13	must	must	AUX
bracis-28351	199	14	resort	resort	VERB
bracis-28351	199	15	to	to	ADP
bracis-28351	199	16	random	random	ADJ
bracis-28351	199	17	moves	move	NOUN
bracis-28351	199	18	until	until	SCONJ
bracis-28351	199	19	the	the	DET
bracis-28351	199	20	game	game	NOUN
bracis-28351	199	21	concludes	conclude	VERB
bracis-28351	199	22	.	.	PUNCT
bracis-28351	200	1	the	the	DET
bracis-28351	200	2	kilothon	kilothon	PROPN
bracis-28351	200	3	agent	agent	NOUN
bracis-28351	200	4	uses	use	VERB
bracis-28351	200	5	a	a	DET
bracis-28351	200	6	fixed	fix	VERB
bracis-28351	200	7	thinking	thinking	NOUN
bracis-28351	200	8	time	time	NOUN
bracis-28351	200	9	of	of	ADP
bracis-28351	200	10	0.5	0.5	NUM
bracis-28351	200	11	 	 	SPACE
bracis-28351	200	12	s	s	NOUN
bracis-28351	200	13	per	per	ADP
bracis-28351	200	14	move	move	NOUN
bracis-28351	200	15	,	,	PUNCT
bracis-28351	200	16	and	and	CCONJ
bracis-28351	200	17	incorporates	incorporate	VERB
bracis-28351	200	18	two	two	NUM
bracis-28351	200	19	modifications	modification	NOUN
bracis-28351	200	20	to	to	ADP
bracis-28351	200	21	the	the	DET
bracis-28351	200	22	pure	pure	ADJ
bracis-28351	200	23	uct	uct	PROPN
bracis-28351	200	24	algorithm	algorithm	NOUN
bracis-28351	200	25	:	:	PUNCT
bracis-28351	200	26	tree	tree	NOUN
bracis-28351	200	27	reuse	reuse	NOUN
bracis-28351	200	28	enables	enable	VERB
bracis-28351	200	29	the	the	DET
bracis-28351	200	30	agent	agent	NOUN
bracis-28351	200	31	to	to	PART
bracis-28351	200	32	store	store	VERB
bracis-28351	200	33	the	the	DET
bracis-28351	200	34	search	search	NOUN
bracis-28351	200	35	tree	tree	NOUN
bracis-28351	200	36	from	from	ADP
bracis-28351	200	37	previous	previous	ADJ
bracis-28351	200	38	plays	play	NOUN
bracis-28351	200	39	and	and	CCONJ
bracis-28351	200	40	reusing	reuse	VERB
bracis-28351	200	41	it	it	PRON
bracis-28351	200	42	in	in	ADP
bracis-28351	200	43	the	the	DET
bracis-28351	200	44	future	future	NOUN
bracis-28351	200	45	,	,	PUNCT
bracis-28351	200	46	and	and	CCONJ
bracis-28351	200	47	open	open	ADJ
bracis-28351	200	48	loop	loop	NOUN
bracis-28351	200	49	 	 	SPACE
bracis-28351	201	1	[	[	X
bracis-28351	201	2	11	11	NUM
bracis-28351	201	3	]	]	PUNCT
bracis-28351	201	4	for	for	ADP
bracis-28351	201	5	dealing	deal	VERB
bracis-28351	201	6	with	with	ADP
bracis-28351	201	7	stochastic	stochastic	ADJ
bracis-28351	201	8	games	game	NOUN
bracis-28351	201	9	.	.	PUNCT
bracis-28351	202	1	experimentation	experimentation	NOUN
bracis-28351	202	2	.	.	PUNCT
bracis-28351	203	1	as	as	ADP
bracis-28351	203	2	a	a	DET
bracis-28351	203	3	baseline	baseline	NOUN
bracis-28351	203	4	,	,	PUNCT
bracis-28351	203	5	we	we	PRON
bracis-28351	203	6	implemented	implement	VERB
bracis-28351	203	7	our	our	PRON
bracis-28351	203	8	uct	uct	PROPN
bracis-28351	203	9	version	version	NOUN
bracis-28351	203	10	,	,	PUNCT
bracis-28351	203	11	without	without	SCONJ
bracis-28351	203	12	tree	tree	NOUN
bracis-28351	203	13	reuse	reuse	VERB
bracis-28351	203	14	neither	neither	CCONJ
bracis-28351	203	15	open	open	ADJ
bracis-28351	203	16	loop	loop	NOUN
bracis-28351	203	17	,	,	PUNCT
bracis-28351	203	18	to	to	PART
bracis-28351	203	19	compete	compete	VERB
bracis-28351	203	20	against	against	ADP
bracis-28351	203	21	the	the	DET
bracis-28351	203	22	kilothon	kilothon	ADJ
bracis-28351	203	23	agent	agent	NOUN
bracis-28351	203	24	,	,	PUNCT
bracis-28351	203	25	and	and	CCONJ
bracis-28351	203	26	compare	compare	VERB
bracis-28351	203	27	results	result	NOUN
bracis-28351	203	28	with	with	ADP
bracis-28351	203	29	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	203	30	{	{	PUNCT
bracis-28351	203	31	sh}}}}\	sh}}}}\	NOUN
bracis-28351	203	32	)	)	PUNCT
bracis-28351	203	33	.	.	PUNCT
bracis-28351	204	1	for	for	ADP
bracis-28351	204	2	both	both	PRON
bracis-28351	204	3	,	,	PUNCT
bracis-28351	204	4	we	we	PRON
bracis-28351	204	5	use	use	VERB
bracis-28351	204	6	0.5	0.5	NUM
bracis-28351	204	7	 	 	SPACE
bracis-28351	204	8	s	s	NOUN
bracis-28351	204	9	of	of	ADP
bracis-28351	204	10	thinking	thinking	NOUN
bracis-28351	204	11	time	time	NOUN
bracis-28351	204	12	,	,	PUNCT
bracis-28351	204	13	and	and	CCONJ
bracis-28351	204	14	we	we	PRON
bracis-28351	204	15	differentiate	differentiate	VERB
bracis-28351	204	16	agents	agent	NOUN
bracis-28351	204	17	when	when	SCONJ
bracis-28351	204	18	using	use	VERB
bracis-28351	204	19	the	the	DET
bracis-28351	204	20	cbt	cbt	NOUN
bracis-28351	204	21	method	method	NOUN
bracis-28351	204	22	(	(	PUNCT
bracis-28351	204	23	which	which	PRON
bracis-28351	204	24	also	also	ADV
bracis-28351	204	25	uses	use	VERB
bracis-28351	204	26	0.5	0.5	NUM
bracis-28351	204	27	 	 	SPACE
bracis-28351	204	28	s	s	NOUN
bracis-28351	204	29	as	as	ADP
bracis-28351	204	30	its	its	PRON
bracis-28351	204	31	\(\tau	\(\tau	NOUN
bracis-28351	204	32	_	_	PRON
bracis-28351	204	33	{	{	PUNCT
bracis-28351	204	34	min}\	min}\	NOUN
bracis-28351	204	35	)	)	PUNCT
bracis-28351	204	36	and	and	CCONJ
bracis-28351	204	37	2	2	NUM
bracis-28351	204	38	 	 	SPACE
bracis-28351	204	39	s	s	NOUN
bracis-28351	204	40	as	as	ADP
bracis-28351	204	41	\(\tau	\(\tau	PROPN
bracis-28351	204	42	_	_	PRON
bracis-28351	204	43	{	{	PUNCT
bracis-28351	204	44	max}\	max}\	PROPN
bracis-28351	204	45	)	)	PUNCT
bracis-28351	204	46	)	)	PUNCT
bracis-28351	204	47	.	.	PUNCT
bracis-28351	205	1	we	we	PRON
bracis-28351	205	2	conduct	conduct	VERB
bracis-28351	205	3	10	10	NUM
bracis-28351	205	4	kilothon	kilothon	ADJ
bracis-28351	205	5	trials	trial	NOUN
bracis-28351	205	6	for	for	ADP
bracis-28351	205	7	each	each	DET
bracis-28351	205	8	agent	agent	NOUN
bracis-28351	205	9	,	,	PUNCT
bracis-28351	205	10	computing	compute	VERB
bracis-28351	205	11	the	the	DET
bracis-28351	205	12	average	average	ADJ
bracis-28351	205	13	payoff	payoff	NOUN
bracis-28351	205	14	of	of	ADP
bracis-28351	205	15	our	our	PRON
bracis-28351	205	16	agents	agent	NOUN
bracis-28351	205	17	to	to	PART
bracis-28351	205	18	evaluate	evaluate	VERB
bracis-28351	205	19	their	their	PRON
bracis-28351	205	20	effectiveness	effectiveness	NOUN
bracis-28351	205	21	in	in	ADP
bracis-28351	205	22	kilothon	kilothon	PROPN
bracis-28351	205	23	.	.	PUNCT
bracis-28351	205	24	table	table	NOUN
bracis-28351	205	25	1	1	NUM
bracis-28351	205	26	.	.	PUNCT
bracis-28351	205	27	average	average	ADJ
bracis-28351	205	28	payoff	payoff	NOUN
bracis-28351	205	29	±	±	NUM
bracis-28351	205	30	standard	standard	ADJ
bracis-28351	205	31	deviation	deviation	NOUN
bracis-28351	205	32	and	and	CCONJ
bracis-28351	205	33	maximum	maximum	ADJ
bracis-28351	205	34	payoff	payoff	NOUN
bracis-28351	205	35	of	of	ADP
bracis-28351	205	36	each	each	DET
bracis-28351	205	37	agent	agent	NOUN
bracis-28351	205	38	in	in	ADP
bracis-28351	205	39	kilothon.full	kilothon.full	NOUN
bracis-28351	205	40	size	size	NOUN
bracis-28351	205	41	table	table	NOUN
bracis-28351	205	42	table	table	NOUN
bracis-28351	205	43	 	 	SPACE
bracis-28351	205	44	1	1	NUM
bracis-28351	205	45	presents	present	VERB
bracis-28351	205	46	the	the	DET
bracis-28351	205	47	average	average	ADJ
bracis-28351	205	48	payoff	payoff	NOUN
bracis-28351	205	49	±	±	NUM
bracis-28351	205	50	standard	standard	ADJ
bracis-28351	205	51	deviation	deviation	NOUN
bracis-28351	205	52	of	of	ADP
bracis-28351	205	53	our	our	PRON
bracis-28351	205	54	tested	test	VERB
bracis-28351	205	55	agents	agent	NOUN
bracis-28351	205	56	across	across	ADP
bracis-28351	205	57	all	all	DET
bracis-28351	205	58	games	game	NOUN
bracis-28351	205	59	,	,	PUNCT
bracis-28351	205	60	along	along	ADP
bracis-28351	205	61	with	with	ADP
bracis-28351	205	62	the	the	DET
bracis-28351	205	63	maximum	maximum	ADJ
bracis-28351	205	64	payoff	payoff	NOUN
bracis-28351	205	65	achieved	achieve	VERB
bracis-28351	205	66	by	by	ADP
bracis-28351	205	67	each	each	PRON
bracis-28351	205	68	of	of	ADP
bracis-28351	205	69	them	they	PRON
bracis-28351	205	70	.	.	PUNCT
bracis-28351	206	1	our	our	PRON
bracis-28351	206	2	results	result	NOUN
bracis-28351	206	3	highlights	highlight	VERB
bracis-28351	206	4	the	the	DET
bracis-28351	206	5	performance	performance	NOUN
bracis-28351	206	6	of	of	ADP
bracis-28351	206	7	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	206	8	{	{	PUNCT
bracis-28351	206	9	sh}}}}\	sh}}}}\	NOUN
bracis-28351	206	10	)	)	PUNCT
bracis-28351	206	11	method	method	NOUN
bracis-28351	206	12	over	over	ADP
bracis-28351	206	13	uct	uct	PROPN
bracis-28351	206	14	,	,	PUNCT
bracis-28351	206	15	which	which	PRON
bracis-28351	206	16	achieves	achieve	VERB
bracis-28351	206	17	better	well	ADJ
bracis-28351	206	18	scores	score	NOUN
bracis-28351	206	19	than	than	ADP
bracis-28351	206	20	uct	uct	PROPN
bracis-28351	206	21	including	include	VERB
bracis-28351	206	22	after	after	ADP
bracis-28351	206	23	adding	add	VERB
bracis-28351	206	24	the	the	DET
bracis-28351	206	25	cbt	cbt	NOUN
bracis-28351	206	26	method	method	NOUN
bracis-28351	206	27	.	.	PUNCT
bracis-28351	207	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	ADV
bracis-28351	207	2	{	{	PUNCT
bracis-28351	207	3	sh}}}}^{cbt}\	sh}}}}^{cbt}\	PUNCT
bracis-28351	207	4	)	)	PUNCT
bracis-28351	207	5	had	have	VERB
bracis-28351	207	6	the	the	DET
bracis-28351	207	7	highest	high	ADJ
bracis-28351	207	8	score	score	NOUN
bracis-28351	207	9	,	,	PUNCT
bracis-28351	207	10	that	that	PRON
bracis-28351	207	11	could	could	AUX
bracis-28351	207	12	achieve	achieve	VERB
bracis-28351	207	13	second	second	ADJ
bracis-28351	207	14	place	place	NOUN
bracis-28351	207	15	in	in	ADP
bracis-28351	207	16	the	the	DET
bracis-28351	207	17	official	official	ADJ
bracis-28351	207	18	competition	competition	NOUN
bracis-28351	207	19	,	,	PUNCT
bracis-28351	207	20	where	where	SCONJ
bracis-28351	207	21	the	the	DET
bracis-28351	207	22	first	first	ADJ
bracis-28351	207	23	place	place	NOUN
bracis-28351	207	24	achieved	achieve	VERB
bracis-28351	207	25	0.231	0.231	NUM
bracis-28351	207	26	,	,	PUNCT
bracis-28351	207	27	and	and	CCONJ
bracis-28351	207	28	the	the	DET
bracis-28351	207	29	second	second	ADJ
bracis-28351	207	30	0.031	0.031	NUM
bracis-28351	207	31	.	.	PUNCT
bracis-28351	208	1	the	the	DET
bracis-28351	208	2	board	board	NOUN
bracis-28351	208	3	games	game	NOUN
bracis-28351	208	4	category	category	NOUN
bracis-28351	208	5	,	,	PUNCT
bracis-28351	208	6	contains	contain	VERB
bracis-28351	208	7	the	the	DET
bracis-28351	208	8	vast	vast	ADJ
bracis-28351	208	9	majority	majority	NOUN
bracis-28351	208	10	of	of	ADP
bracis-28351	208	11	games	game	NOUN
bracis-28351	208	12	in	in	ADP
bracis-28351	208	13	kilothon	kilothon	PRON
bracis-28351	208	14	contest	contest	NOUN
bracis-28351	208	15	.	.	PUNCT
bracis-28351	209	1	ludii	ludii	PROPN
bracis-28351	209	2	board	board	PROPN
bracis-28351	209	3	games	game	NOUN
bracis-28351	209	4	are	be	AUX
bracis-28351	209	5	classified	classify	VERB
bracis-28351	209	6	according	accord	VERB
bracis-28351	209	7	the	the	DET
bracis-28351	209	8	following	follow	VERB
bracis-28351	209	9	classifications	classification	NOUN
bracis-28351	209	10	 	 	SPACE
bracis-28351	210	1	[	[	X
bracis-28351	210	2	2	2	NUM
bracis-28351	210	3	,	,	PUNCT
bracis-28351	210	4	8	8	NUM
bracis-28351	210	5	]	]	NOUN
bracis-28351	210	6	:	:	PUNCT
bracis-28351	210	7	hunt	hunt	NOUN
bracis-28351	210	8	,	,	PUNCT
bracis-28351	210	9	where	where	SCONJ
bracis-28351	210	10	a	a	DET
bracis-28351	210	11	player	player	NOUN
bracis-28351	210	12	controls	control	VERB
bracis-28351	210	13	more	more	ADJ
bracis-28351	210	14	pieces	piece	NOUN
bracis-28351	210	15	and	and	CCONJ
bracis-28351	210	16	aims	aim	VERB
bracis-28351	210	17	to	to	PART
bracis-28351	210	18	immobilize	immobilize	VERB
bracis-28351	210	19	the	the	DET
bracis-28351	210	20	opponent	opponent	NOUN
bracis-28351	210	21	;	;	PUNCT
bracis-28351	210	22	race	race	NOUN
bracis-28351	210	23	,	,	PUNCT
bracis-28351	210	24	where	where	SCONJ
bracis-28351	210	25	the	the	DET
bracis-28351	210	26	first	first	ADJ
bracis-28351	210	27	to	to	PART
bracis-28351	210	28	complete	complete	VERB
bracis-28351	210	29	a	a	DET
bracis-28351	210	30	course	course	NOUN
bracis-28351	210	31	,	,	PUNCT
bracis-28351	210	32	with	with	ADP
bracis-28351	210	33	moves	move	NOUN
bracis-28351	210	34	controlled	control	VERB
bracis-28351	210	35	by	by	ADP
bracis-28351	210	36	dice	dice	NOUN
bracis-28351	210	37	or	or	CCONJ
bracis-28351	210	38	other	other	ADJ
bracis-28351	210	39	random	random	ADJ
bracis-28351	210	40	elements	element	NOUN
bracis-28351	210	41	,	,	PUNCT
bracis-28351	210	42	wins	win	VERB
bracis-28351	210	43	;	;	PUNCT
bracis-28351	210	44	sow	sow	VERB
bracis-28351	210	45	or	or	CCONJ
bracis-28351	210	46	mancala	mancala	NOUN
bracis-28351	210	47	,	,	PUNCT
bracis-28351	210	48	where	where	SCONJ
bracis-28351	210	49	players	player	NOUN
bracis-28351	210	50	sow	sow	VERB
bracis-28351	210	51	seeds	seed	NOUN
bracis-28351	210	52	to	to	ADP
bracis-28351	210	53	specific	specific	ADJ
bracis-28351	210	54	positions	position	NOUN
bracis-28351	210	55	and	and	CCONJ
bracis-28351	210	56	capture	capture	VERB
bracis-28351	210	57	opponent	opponent	NOUN
bracis-28351	210	58	seeds	seed	NOUN
bracis-28351	210	59	;	;	PUNCT
bracis-28351	210	60	space	space	NOUN
bracis-28351	210	61	,	,	PUNCT
bracis-28351	210	62	where	where	SCONJ
bracis-28351	210	63	players	player	NOUN
bracis-28351	210	64	place	place	VERB
bracis-28351	210	65	and/or	and/or	CCONJ
bracis-28351	210	66	move	move	VERB
bracis-28351	210	67	pieces	piece	NOUN
bracis-28351	210	68	to	to	PART
bracis-28351	210	69	achieve	achieve	VERB
bracis-28351	210	70	a	a	DET
bracis-28351	210	71	specific	specific	ADJ
bracis-28351	210	72	pattern	pattern	NOUN
bracis-28351	210	73	,	,	PUNCT
bracis-28351	210	74	with	with	ADP
bracis-28351	210	75	possibility	possibility	NOUN
bracis-28351	210	76	of	of	ADP
bracis-28351	210	77	blocks	block	NOUN
bracis-28351	210	78	and	and	CCONJ
bracis-28351	210	79	captures	capture	NOUN
bracis-28351	210	80	;	;	PUNCT
bracis-28351	210	81	and	and	CCONJ
bracis-28351	210	82	war	war	NOUN
bracis-28351	210	83	,	,	PUNCT
bracis-28351	210	84	where	where	SCONJ
bracis-28351	210	85	the	the	DET
bracis-28351	210	86	goal	goal	NOUN
bracis-28351	210	87	is	be	AUX
bracis-28351	210	88	to	to	PART
bracis-28351	210	89	control	control	VERB
bracis-28351	210	90	territory	territory	NOUN
bracis-28351	210	91	,	,	PUNCT
bracis-28351	210	92	immobilize	immobilize	VERB
bracis-28351	210	93	or	or	CCONJ
bracis-28351	210	94	capture	capture	VERB
bracis-28351	210	95	all	all	DET
bracis-28351	210	96	opponent	opponent	NOUN
bracis-28351	210	97	’s	’s	PART
bracis-28351	210	98	pieces	piece	NOUN
bracis-28351	210	99	.	.	PUNCT
bracis-28351	211	1	fig	fig	NOUN
bracis-28351	211	2	.	.	PUNCT
bracis-28351	212	1	3	3	X
bracis-28351	212	2	.	.	X
bracis-28351	212	3	winning	win	VERB
bracis-28351	212	4	percentage	percentage	NOUN
bracis-28351	212	5	in	in	ADP
bracis-28351	212	6	board	board	NOUN
bracis-28351	212	7	categories	category	NOUN
bracis-28351	212	8	for	for	ADP
bracis-28351	212	9	each	each	DET
bracis-28351	212	10	agent	agent	NOUN
bracis-28351	212	11	,	,	PUNCT
bracis-28351	212	12	after	after	ADP
bracis-28351	212	13	running	run	VERB
bracis-28351	212	14	10	10	NUM
bracis-28351	212	15	kilothon	kilothon	ADJ
bracis-28351	212	16	tournaments	tournament	NOUN
bracis-28351	212	17	each	each	PRON
bracis-28351	212	18	.	.	PUNCT
bracis-28351	213	1	full	full	ADJ
bracis-28351	213	2	size	size	NOUN
bracis-28351	213	3	image	image	NOUN
bracis-28351	213	4	figure	figure	NOUN
bracis-28351	213	5	 	 	SPACE
bracis-28351	213	6	3	3	NUM
bracis-28351	213	7	showcases	showcase	VERB
bracis-28351	213	8	the	the	DET
bracis-28351	213	9	winning	win	VERB
bracis-28351	213	10	rate	rate	NOUN
bracis-28351	213	11	of	of	ADP
bracis-28351	213	12	our	our	PRON
bracis-28351	213	13	agents	agent	NOUN
bracis-28351	213	14	under	under	ADP
bracis-28351	213	15	the	the	DET
bracis-28351	213	16	five	five	NUM
bracis-28351	213	17	board	board	NOUN
bracis-28351	213	18	game	game	NOUN
bracis-28351	213	19	categories	category	NOUN
bracis-28351	213	20	.	.	PUNCT
bracis-28351	214	1	the	the	DET
bracis-28351	214	2	win	win	NOUN
bracis-28351	214	3	ratio	ratio	NOUN
bracis-28351	214	4	is	be	AUX
bracis-28351	214	5	computed	compute	VERB
bracis-28351	214	6	as	as	ADP
bracis-28351	214	7	win/(win+loss	win/(win+loss	X
bracis-28351	214	8	)	)	PUNCT
bracis-28351	214	9	,	,	PUNCT
bracis-28351	214	10	not	not	PART
bracis-28351	214	11	including	include	VERB
bracis-28351	214	12	draws	draw	NOUN
bracis-28351	214	13	.	.	PUNCT
bracis-28351	215	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	215	2	{	{	PUNCT
bracis-28351	215	3	sh}}}}\	sh}}}}\	NOUN
bracis-28351	215	4	)	)	PUNCT
bracis-28351	215	5	outperforms	outperform	VERB
bracis-28351	215	6	uct	uct	PROPN
bracis-28351	215	7	in	in	ADP
bracis-28351	215	8	sow	sow	PROPN
bracis-28351	215	9	(	(	PUNCT
bracis-28351	215	10	+6	+6	PROPN
bracis-28351	215	11	%	%	NOUN
bracis-28351	215	12	)	)	PUNCT
bracis-28351	215	13	,	,	PUNCT
bracis-28351	215	14	space	space	NOUN
bracis-28351	215	15	(	(	PUNCT
bracis-28351	215	16	+7	+7	INTJ
bracis-28351	215	17	%	%	NOUN
bracis-28351	215	18	)	)	PUNCT
bracis-28351	215	19	,	,	PUNCT
bracis-28351	215	20	and	and	CCONJ
bracis-28351	215	21	war	war	NOUN
bracis-28351	215	22	(	(	PUNCT
bracis-28351	215	23	+4	+4	PROPN
bracis-28351	215	24	%	%	NOUN
bracis-28351	215	25	)	)	PUNCT
bracis-28351	215	26	games	game	NOUN
bracis-28351	215	27	.	.	PUNCT
bracis-28351	216	1	against	against	ADP
bracis-28351	216	2	the	the	DET
bracis-28351	216	3	kilothon	kilothon	ADJ
bracis-28351	216	4	agent	agent	NOUN
bracis-28351	216	5	,	,	PUNCT
bracis-28351	216	6	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	216	7	{	{	PUNCT
bracis-28351	216	8	sh}}}}\	sh}}}}\	NOUN
bracis-28351	216	9	)	)	PUNCT
bracis-28351	216	10	secures	secure	VERB
bracis-28351	216	11	the	the	DET
bracis-28351	216	12	respective	respective	ADJ
bracis-28351	216	13	win	win	NOUN
bracis-28351	216	14	ratios	ratio	NOUN
bracis-28351	216	15	in	in	ADP
bracis-28351	216	16	hunt	hunt	NOUN
bracis-28351	216	17	,	,	PUNCT
bracis-28351	216	18	race	race	NOUN
bracis-28351	216	19	,	,	PUNCT
bracis-28351	216	20	sow	sow	NOUN
bracis-28351	216	21	,	,	PUNCT
bracis-28351	216	22	space	space	NOUN
bracis-28351	216	23	and	and	CCONJ
bracis-28351	216	24	war	war	NOUN
bracis-28351	216	25	,	,	PUNCT
bracis-28351	216	26	respectively	respectively	ADV
bracis-28351	216	27	:	:	PUNCT
bracis-28351	216	28	56	56	NUM
bracis-28351	216	29	%	%	NOUN
bracis-28351	216	30	,	,	PUNCT
bracis-28351	216	31	53	53	NUM
bracis-28351	216	32	%	%	NOUN
bracis-28351	216	33	,	,	PUNCT
bracis-28351	216	34	57	57	NUM
bracis-28351	216	35	%	%	NOUN
bracis-28351	216	36	,	,	PUNCT
bracis-28351	216	37	55	55	NUM
bracis-28351	216	38	%	%	NOUN
bracis-28351	216	39	,	,	PUNCT
bracis-28351	216	40	51	51	NUM
bracis-28351	216	41	%	%	NOUN
bracis-28351	216	42	.	.	PUNCT
bracis-28351	217	1	sow	sow	VERB
bracis-28351	217	2	and	and	CCONJ
bracis-28351	217	3	space	space	NOUN
bracis-28351	217	4	games	game	NOUN
bracis-28351	217	5	shows	show	VERB
bracis-28351	217	6	the	the	DET
bracis-28351	217	7	highest	high	ADJ
bracis-28351	217	8	variability	variability	NOUN
bracis-28351	217	9	among	among	ADP
bracis-28351	217	10	agents	agent	NOUN
bracis-28351	217	11	,	,	PUNCT
bracis-28351	217	12	with	with	ADP
bracis-28351	217	13	the	the	DET
bracis-28351	217	14	highest	high	ADJ
bracis-28351	217	15	scores	score	NOUN
bracis-28351	217	16	achieved	achieve	VERB
bracis-28351	217	17	by	by	ADP
bracis-28351	217	18	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	217	19	{	{	PUNCT
bracis-28351	217	20	sh}}}}^{cbt}\	sh}}}}^{cbt}\	NOUN
bracis-28351	217	21	)	)	PUNCT
bracis-28351	217	22	of	of	ADP
bracis-28351	217	23	69	69	NUM
bracis-28351	217	24	%	%	NOUN
bracis-28351	217	25	and	and	CCONJ
bracis-28351	217	26	63	63	NUM
bracis-28351	217	27	%	%	NOUN
bracis-28351	217	28	.	.	PUNCT
bracis-28351	218	1	both	both	DET
bracis-28351	218	2	these	these	DET
bracis-28351	218	3	games	game	NOUN
bracis-28351	218	4	display	display	VERB
bracis-28351	218	5	significant	significant	ADJ
bracis-28351	218	6	performance	performance	NOUN
bracis-28351	218	7	boosts	boost	VERB
bracis-28351	218	8	via	via	ADP
bracis-28351	218	9	the	the	DET
bracis-28351	218	10	cbt	cbt	NOUN
bracis-28351	218	11	method	method	NOUN
bracis-28351	218	12	for	for	ADP
bracis-28351	218	13	\(\text	\(\text	NOUN
bracis-28351	218	14	{	{	PUNCT
bracis-28351	218	15	uct}^{cbt}\	uct}^{cbt}\	NOUN
bracis-28351	218	16	)	)	PUNCT
bracis-28351	218	17	and	and	CCONJ
bracis-28351	218	18	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	ADV
bracis-28351	218	19	{	{	PUNCT
bracis-28351	218	20	sh}}}}^{cbt}\	sh}}}}^{cbt}\	NUM
bracis-28351	218	21	)	)	PUNCT
bracis-28351	218	22	,	,	PUNCT
bracis-28351	218	23	both	both	PRON
bracis-28351	218	24	surpassing	surpass	VERB
bracis-28351	218	25	a	a	DET
bracis-28351	218	26	60	60	NUM
bracis-28351	218	27	%	%	NOUN
bracis-28351	218	28	win	win	NOUN
bracis-28351	218	29	rate	rate	NOUN
bracis-28351	218	30	.	.	PUNCT
bracis-28351	219	1	our	our	PRON
bracis-28351	219	2	evaluations	evaluation	NOUN
bracis-28351	219	3	reveal	reveal	VERB
bracis-28351	219	4	that	that	SCONJ
bracis-28351	219	5	the	the	DET
bracis-28351	219	6	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	219	7	{	{	PUNCT
bracis-28351	219	8	sh}}}}\	sh}}}}\	NOUN
bracis-28351	219	9	)	)	PUNCT
bracis-28351	219	10	strategy	strategy	NOUN
bracis-28351	219	11	,	,	PUNCT
bracis-28351	219	12	especially	especially	ADV
bracis-28351	219	13	with	with	ADP
bracis-28351	219	14	the	the	DET
bracis-28351	219	15	cbt	cbt	NOUN
bracis-28351	219	16	method	method	NOUN
bracis-28351	219	17	,	,	PUNCT
bracis-28351	219	18	outperforms	outperform	VERB
bracis-28351	219	19	baseline	baseline	PROPN
bracis-28351	219	20	uct	uct	PROPN
bracis-28351	219	21	.	.	PUNCT
bracis-28351	220	1	the	the	DET
bracis-28351	220	2	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	220	3	{	{	PUNCT
bracis-28351	220	4	sh}}}}^{cbt}\	sh}}}}^{cbt}\	NUM
bracis-28351	220	5	)	)	PUNCT
bracis-28351	220	6	agent	agent	NOUN
bracis-28351	220	7	had	have	VERB
bracis-28351	220	8	the	the	DET
bracis-28351	220	9	highest	high	ADJ
bracis-28351	220	10	score	score	NOUN
bracis-28351	220	11	,	,	PUNCT
bracis-28351	220	12	showcasing	showcase	VERB
bracis-28351	220	13	its	its	PRON
bracis-28351	220	14	improvement	improvement	NOUN
bracis-28351	220	15	over	over	ADP
bracis-28351	220	16	the	the	DET
bracis-28351	220	17	baseline	baseline	NOUN
bracis-28351	220	18	.	.	PUNCT
bracis-28351	221	1	ggp	ggp	PROPN
bracis-28351	221	2	subset	subset	VERB
bracis-28351	221	3	:	:	PUNCT
bracis-28351	221	4	five	five	NUM
bracis-28351	221	5	board	board	NOUN
bracis-28351	221	6	games	game	NOUN
bracis-28351	221	7	.	.	PUNCT
bracis-28351	222	1	while	while	SCONJ
bracis-28351	222	2	kilothon	kilothon	DET
bracis-28351	222	3	competition	competition	NOUN
bracis-28351	222	4	encompassed	encompass	VERB
bracis-28351	222	5	an	an	DET
bracis-28351	222	6	extensive	extensive	ADJ
bracis-28351	222	7	variety	variety	NOUN
bracis-28351	222	8	of	of	ADP
bracis-28351	222	9	games	game	NOUN
bracis-28351	222	10	,	,	PUNCT
bracis-28351	222	11	we	we	PRON
bracis-28351	222	12	examine	examine	VERB
bracis-28351	222	13	a	a	DET
bracis-28351	222	14	subset	subset	NOUN
bracis-28351	222	15	that	that	PRON
bracis-28351	222	16	fell	fall	VERB
bracis-28351	222	17	within	within	ADP
bracis-28351	222	18	the	the	DET
bracis-28351	222	19	board	board	NOUN
bracis-28351	222	20	game	game	NOUN
bracis-28351	222	21	category	category	NOUN
bracis-28351	222	22	.	.	PUNCT
bracis-28351	223	1	to	to	ADP
bracis-28351	223	2	this	this	DET
bracis-28351	223	3	end	end	NOUN
bracis-28351	223	4	,	,	PUNCT
bracis-28351	223	5	we	we	PRON
bracis-28351	223	6	selected	select	VERB
bracis-28351	223	7	games	game	NOUN
bracis-28351	223	8	that	that	PRON
bracis-28351	223	9	were	be	AUX
bracis-28351	223	10	also	also	ADV
bracis-28351	223	11	part	part	NOUN
bracis-28351	223	12	of	of	ADP
bracis-28351	223	13	a	a	DET
bracis-28351	223	14	study	study	NOUN
bracis-28351	223	15	conducted	conduct	VERB
bracis-28351	223	16	by	by	ADP
bracis-28351	223	17	pepels	pepel	NOUN
bracis-28351	223	18	 	 	SPACE
bracis-28351	224	1	[	[	X
bracis-28351	224	2	9	9	NUM
bracis-28351	224	3	]	]	PUNCT
bracis-28351	224	4	.	.	PUNCT
bracis-28351	225	1	we	we	PRON
bracis-28351	225	2	compare	compare	VERB
bracis-28351	225	3	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	ADP
bracis-28351	225	4	{	{	PUNCT
bracis-28351	225	5	sh}}}}\	sh}}}}\	NOUN
bracis-28351	225	6	)	)	PUNCT
bracis-28351	225	7	vs	vs	ADP
bracis-28351	225	8	uct	uct	PROPN
bracis-28351	225	9	,	,	PUNCT
bracis-28351	225	10	where	where	SCONJ
bracis-28351	225	11	both	both	DET
bracis-28351	225	12	agents	agent	NOUN
bracis-28351	225	13	had	have	VERB
bracis-28351	225	14	0.5	0.5	NUM
bracis-28351	225	15	,	,	PUNCT
bracis-28351	225	16	1	1	NUM
bracis-28351	225	17	,	,	PUNCT
bracis-28351	225	18	and	and	CCONJ
bracis-28351	225	19	2	2	NUM
bracis-28351	225	20	 	 	SPACE
bracis-28351	225	21	s	s	NOUN
bracis-28351	225	22	of	of	ADP
bracis-28351	225	23	thinking	thinking	NOUN
bracis-28351	225	24	time	time	NOUN
bracis-28351	225	25	for	for	ADP
bracis-28351	225	26	each	each	DET
bracis-28351	225	27	move	move	NOUN
bracis-28351	225	28	.	.	PUNCT
bracis-28351	226	1	each	each	DET
bracis-28351	226	2	experiment	experiment	NOUN
bracis-28351	226	3	running	run	VERB
bracis-28351	226	4	over	over	ADP
bracis-28351	226	5	1000	1000	NUM
bracis-28351	226	6	matches	match	NOUN
bracis-28351	226	7	.	.	PUNCT
bracis-28351	227	1	table	table	NOUN
bracis-28351	227	2	 	 	SPACE
bracis-28351	227	3	2	2	NUM
bracis-28351	227	4	showcases	showcase	VERB
bracis-28351	227	5	the	the	DET
bracis-28351	227	6	results	result	NOUN
bracis-28351	227	7	.	.	PUNCT
bracis-28351	228	1	table	table	NOUN
bracis-28351	228	2	2	2	NUM
bracis-28351	228	3	.	.	PUNCT
bracis-28351	229	1	win	win	NOUN
bracis-28351	229	2	rate	rate	NOUN
bracis-28351	229	3	of	of	ADP
bracis-28351	229	4	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	229	5	{	{	PUNCT
bracis-28351	229	6	sh}}}}\	sh}}}}\	NOUN
bracis-28351	229	7	)	)	PUNCT
bracis-28351	229	8	against	against	ADP
bracis-28351	229	9	uct.full	uct.full	NOUN
bracis-28351	229	10	size	size	NOUN
bracis-28351	229	11	table	table	NOUN
bracis-28351	229	12	our	our	PRON
bracis-28351	229	13	study	study	NOUN
bracis-28351	229	14	reveals	reveal	VERB
bracis-28351	229	15	the	the	DET
bracis-28351	229	16	advantages	advantage	NOUN
bracis-28351	229	17	of	of	ADP
bracis-28351	229	18	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	229	19	{	{	PUNCT
bracis-28351	229	20	sh}}}}\	sh}}}}\	NOUN
bracis-28351	229	21	)	)	PUNCT
bracis-28351	229	22	over	over	ADP
bracis-28351	229	23	uct	uct	PROPN
bracis-28351	229	24	across	across	ADP
bracis-28351	229	25	various	various	ADJ
bracis-28351	229	26	game	game	NOUN
bracis-28351	229	27	domains	domain	NOUN
bracis-28351	229	28	.	.	PUNCT
bracis-28351	230	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	230	2	{	{	PUNCT
bracis-28351	230	3	sh}}}}\	sh}}}}\	NOUN
bracis-28351	230	4	)	)	PUNCT
bracis-28351	230	5	makes	make	VERB
bracis-28351	230	6	a	a	DET
bracis-28351	230	7	better	well	ADJ
bracis-28351	230	8	use	use	NOUN
bracis-28351	230	9	of	of	ADP
bracis-28351	230	10	the	the	DET
bracis-28351	230	11	time	time	NOUN
bracis-28351	230	12	budget	budget	NOUN
bracis-28351	230	13	,	,	PUNCT
bracis-28351	230	14	as	as	SCONJ
bracis-28351	230	15	its	its	PRON
bracis-28351	230	16	win	win	NOUN
bracis-28351	230	17	rate	rate	NOUN
bracis-28351	230	18	over	over	ADP
bracis-28351	230	19	uct	uct	PROPN
bracis-28351	230	20	increases	increase	VERB
bracis-28351	230	21	significantly	significantly	ADV
bracis-28351	230	22	when	when	SCONJ
bracis-28351	230	23	the	the	DET
bracis-28351	230	24	budget	budget	NOUN
bracis-28351	230	25	increases	increase	VERB
bracis-28351	230	26	.	.	PUNCT
bracis-28351	231	1	in	in	ADP
bracis-28351	231	2	pentalath	pentalath	NOUN
bracis-28351	231	3	,	,	PUNCT
bracis-28351	231	4	the	the	DET
bracis-28351	231	5	win	win	NOUN
bracis-28351	231	6	rate	rate	NOUN
bracis-28351	231	7	began	begin	VERB
bracis-28351	231	8	at	at	ADP
bracis-28351	231	9	51.7	51.7	NUM
bracis-28351	231	10	%	%	NOUN
bracis-28351	231	11	and	and	CCONJ
bracis-28351	231	12	rose	rise	VERB
bracis-28351	231	13	to	to	ADP
bracis-28351	231	14	66.8	66.8	NUM
bracis-28351	231	15	%	%	NOUN
bracis-28351	231	16	as	as	SCONJ
bracis-28351	231	17	the	the	DET
bracis-28351	231	18	thinking	thinking	NOUN
bracis-28351	231	19	time	time	NOUN
bracis-28351	231	20	increased	increase	VERB
bracis-28351	231	21	,	,	PUNCT
bracis-28351	231	22	while	while	SCONJ
bracis-28351	231	23	nogo	nogo	PROPN
bracis-28351	231	24	achieved	achieve	VERB
bracis-28351	231	25	the	the	DET
bracis-28351	231	26	highest	high	ADJ
bracis-28351	231	27	final	final	ADJ
bracis-28351	231	28	win	win	NOUN
bracis-28351	231	29	rate	rate	NOUN
bracis-28351	231	30	of	of	ADP
bracis-28351	231	31	79.6	79.6	NUM
bracis-28351	231	32	%	%	NOUN
bracis-28351	231	33	.	.	PUNCT
bracis-28351	232	1	both	both	PRON
bracis-28351	232	2	breakthrough	breakthrough	NOUN
bracis-28351	232	3	and	and	CCONJ
bracis-28351	232	4	amazons	amazon	NOUN
bracis-28351	232	5	exhibited	exhibit	VERB
bracis-28351	232	6	a	a	DET
bracis-28351	232	7	significant	significant	ADJ
bracis-28351	232	8	increase	increase	NOUN
bracis-28351	232	9	in	in	ADP
bracis-28351	232	10	win	win	NOUN
bracis-28351	232	11	rates	rate	NOUN
bracis-28351	232	12	,	,	PUNCT
bracis-28351	232	13	escalating	escalate	VERB
bracis-28351	232	14	from	from	ADP
bracis-28351	232	15	less	less	ADJ
bracis-28351	232	16	than	than	ADP
bracis-28351	232	17	50	50	NUM
bracis-28351	232	18	%	%	NOUN
bracis-28351	232	19	to	to	ADP
bracis-28351	232	20	66.9	66.9	NUM
bracis-28351	232	21	%	%	NOUN
bracis-28351	232	22	and	and	CCONJ
bracis-28351	232	23	70.1	70.1	NUM
bracis-28351	232	24	%	%	NOUN
bracis-28351	232	25	,	,	PUNCT
bracis-28351	232	26	respectively	respectively	ADV
bracis-28351	232	27	.	.	PUNCT
bracis-28351	233	1	the	the	DET
bracis-28351	233	2	overall	overall	ADJ
bracis-28351	233	3	result	result	NOUN
bracis-28351	233	4	shows	show	VERB
bracis-28351	233	5	that	that	SCONJ
bracis-28351	233	6	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	233	7	{	{	PUNCT
bracis-28351	233	8	sh}}}}\	sh}}}}\	NOUN
bracis-28351	233	9	)	)	PUNCT
bracis-28351	233	10	improve	improve	VERB
bracis-28351	233	11	its	its	PRON
bracis-28351	233	12	advantage	advantage	NOUN
bracis-28351	233	13	over	over	ADP
bracis-28351	233	14	uct	uct	PROPN
bracis-28351	233	15	after	after	SCONJ
bracis-28351	233	16	both	both	PRON
bracis-28351	233	17	had	have	AUX
bracis-28351	233	18	increased	increase	VERB
bracis-28351	233	19	its	its	PRON
bracis-28351	233	20	thinking	thinking	NOUN
bracis-28351	233	21	time	time	NOUN
bracis-28351	233	22	,	,	PUNCT
bracis-28351	233	23	achieving	achieve	VERB
bracis-28351	233	24	win	win	NOUN
bracis-28351	233	25	rates	rate	NOUN
bracis-28351	233	26	of	of	ADP
bracis-28351	233	27	53	53	NUM
bracis-28351	233	28	%	%	NOUN
bracis-28351	233	29	up	up	ADP
bracis-28351	233	30	to	to	ADP
bracis-28351	233	31	71	71	NUM
bracis-28351	233	32	%	%	NOUN
bracis-28351	233	33	.	.	PUNCT
bracis-28351	234	1	6	6	NUM
bracis-28351	234	2	conclusion	conclusion	NOUN
bracis-28351	234	3	this	this	DET
bracis-28351	234	4	work	work	NOUN
bracis-28351	234	5	addresses	address	VERB
bracis-28351	234	6	two	two	NUM
bracis-28351	234	7	drawbacks	drawback	NOUN
bracis-28351	234	8	in	in	ADP
bracis-28351	234	9	uct	uct	PROPN
bracis-28351	234	10	,	,	PUNCT
bracis-28351	234	11	the	the	DET
bracis-28351	234	12	base	base	NOUN
bracis-28351	234	13	method	method	NOUN
bracis-28351	234	14	of	of	ADP
bracis-28351	234	15	most	most	ADJ
bracis-28351	234	16	general	general	ADJ
bracis-28351	234	17	game	game	NOUN
bracis-28351	234	18	playing	playing	NOUN
bracis-28351	234	19	(	(	PUNCT
bracis-28351	234	20	ggp	ggp	NOUN
bracis-28351	234	21	)	)	PUNCT
bracis-28351	234	22	agents	agent	NOUN
bracis-28351	234	23	:	:	PUNCT
bracis-28351	234	24	(	(	PUNCT
bracis-28351	234	25	i	i	NOUN
bracis-28351	234	26	)	)	PUNCT
bracis-28351	234	27	uct	uct	PROPN
bracis-28351	234	28	exploitation	exploitation	NOUN
bracis-28351	234	29	factor	factor	NOUN
bracis-28351	234	30	guarantees	guarantee	VERB
bracis-28351	234	31	asymptotic	asymptotic	ADJ
bracis-28351	234	32	optimality	optimality	NOUN
bracis-28351	234	33	but	but	CCONJ
bracis-28351	234	34	suffers	suffer	VERB
bracis-28351	234	35	from	from	ADP
bracis-28351	234	36	simple	simple	ADJ
bracis-28351	234	37	regret	regret	PROPN
bracis-28351	234	38	minimization	minimization	NOUN
bracis-28351	234	39	;	;	PUNCT
bracis-28351	234	40	(	(	PUNCT
bracis-28351	234	41	ii	ii	NOUN
bracis-28351	234	42	)	)	PUNCT
bracis-28351	234	43	the	the	DET
bracis-28351	234	44	use	use	NOUN
bracis-28351	234	45	of	of	ADP
bracis-28351	234	46	fixed	fix	VERB
bracis-28351	234	47	time	time	NOUN
bracis-28351	234	48	-	-	PUNCT
bracis-28351	234	49	budget	budget	NOUN
bracis-28351	234	50	for	for	ADP
bracis-28351	234	51	search	search	NOUN
bracis-28351	234	52	per	per	ADP
bracis-28351	234	53	move	move	NOUN
bracis-28351	234	54	may	may	AUX
bracis-28351	234	55	be	be	AUX
bracis-28351	234	56	an	an	DET
bracis-28351	234	57	overestimate	overestimate	NOUN
bracis-28351	234	58	and	and	CCONJ
bracis-28351	234	59	an	an	DET
bracis-28351	234	60	underestimate	underestimate	ADJ
bracis-28351	234	61	for	for	ADP
bracis-28351	234	62	long	long	ADJ
bracis-28351	234	63	and	and	CCONJ
bracis-28351	234	64	short	short	ADJ
bracis-28351	234	65	games	game	NOUN
bracis-28351	234	66	,	,	PUNCT
bracis-28351	234	67	respectively	respectively	ADV
bracis-28351	234	68	.	.	PUNCT
bracis-28351	235	1	for	for	ADP
bracis-28351	235	2	(	(	PUNCT
bracis-28351	235	3	i	i	NOUN
bracis-28351	235	4	)	)	PUNCT
bracis-28351	235	5	,	,	PUNCT
bracis-28351	235	6	we	we	PRON
bracis-28351	235	7	introduce	introduce	VERB
bracis-28351	235	8	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	235	9	{	{	PUNCT
bracis-28351	235	10	sh}}}}\	sh}}}}\	NOUN
bracis-28351	235	11	)	)	PUNCT
bracis-28351	235	12	,	,	PUNCT
bracis-28351	235	13	a	a	DET
bracis-28351	235	14	new	new	ADJ
bracis-28351	235	15	mcts	mct	NOUN
bracis-28351	235	16	method	method	NOUN
bracis-28351	235	17	,	,	PUNCT
bracis-28351	235	18	which	which	PRON
bracis-28351	235	19	foregoes	forego	VERB
bracis-28351	235	20	the	the	DET
bracis-28351	235	21	asymptotic	asymptotic	ADJ
bracis-28351	235	22	optimality	optimality	NOUN
bracis-28351	235	23	in	in	ADP
bracis-28351	235	24	exchange	exchange	NOUN
bracis-28351	235	25	for	for	ADP
bracis-28351	235	26	a	a	DET
bracis-28351	235	27	timely	timely	ADJ
bracis-28351	235	28	response	response	NOUN
bracis-28351	235	29	.	.	PUNCT
bracis-28351	236	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	236	2	{	{	PUNCT
bracis-28351	236	3	sh}}}}\	sh}}}}\	NOUN
bracis-28351	236	4	)	)	PUNCT
bracis-28351	236	5	uses	use	VERB
bracis-28351	236	6	the	the	DET
bracis-28351	236	7	simulation	simulation	NOUN
bracis-28351	236	8	budget	budget	NOUN
bracis-28351	236	9	more	more	ADV
bracis-28351	236	10	exploratively	exploratively	ADV
bracis-28351	236	11	than	than	ADP
bracis-28351	236	12	traditional	traditional	ADJ
bracis-28351	236	13	uct	uct	NOUN
bracis-28351	236	14	,	,	PUNCT
bracis-28351	236	15	since	since	SCONJ
bracis-28351	236	16	during	during	ADP
bracis-28351	236	17	the	the	DET
bracis-28351	236	18	search	search	NOUN
bracis-28351	236	19	time	time	NOUN
bracis-28351	236	20	the	the	DET
bracis-28351	236	21	goal	goal	NOUN
bracis-28351	236	22	is	be	AUX
bracis-28351	236	23	to	to	PART
bracis-28351	236	24	find	find	VERB
bracis-28351	236	25	the	the	DET
bracis-28351	236	26	best	good	ADJ
bracis-28351	236	27	possible	possible	ADJ
bracis-28351	236	28	move	move	NOUN
bracis-28351	236	29	and	and	CCONJ
bracis-28351	236	30	return	return	VERB
bracis-28351	236	31	it	it	PRON
bracis-28351	236	32	to	to	ADP
bracis-28351	236	33	the	the	DET
bracis-28351	236	34	game	game	NOUN
bracis-28351	236	35	.	.	PUNCT
bracis-28351	237	1	for	for	ADP
bracis-28351	237	2	(	(	PUNCT
bracis-28351	237	3	ii	ii	NOUN
bracis-28351	237	4	)	)	PUNCT
bracis-28351	237	5	,	,	PUNCT
bracis-28351	237	6	we	we	PRON
bracis-28351	237	7	present	present	VERB
bracis-28351	237	8	the	the	DET
bracis-28351	237	9	clock	clock	NOUN
bracis-28351	237	10	bonus	bonus	NOUN
bracis-28351	237	11	time	time	NOUN
bracis-28351	237	12	(	(	PUNCT
bracis-28351	237	13	cbt	cbt	NOUN
bracis-28351	237	14	)	)	PUNCT
bracis-28351	237	15	strategy	strategy	NOUN
bracis-28351	237	16	to	to	PART
bracis-28351	237	17	better	well	ADV
bracis-28351	237	18	allocate	allocate	VERB
bracis-28351	237	19	the	the	DET
bracis-28351	237	20	search	search	NOUN
bracis-28351	237	21	time	time	NOUN
bracis-28351	237	22	per	per	ADP
bracis-28351	237	23	move	move	NOUN
bracis-28351	237	24	,	,	PUNCT
bracis-28351	237	25	given	give	VERB
bracis-28351	237	26	a	a	DET
bracis-28351	237	27	fixed	fix	VERB
bracis-28351	237	28	time	time	NOUN
bracis-28351	237	29	budget	budget	NOUN
bracis-28351	237	30	to	to	PART
bracis-28351	237	31	play	play	VERB
bracis-28351	237	32	the	the	DET
bracis-28351	237	33	entire	entire	ADJ
bracis-28351	237	34	game	game	NOUN
bracis-28351	237	35	.	.	PUNCT
bracis-28351	238	1	we	we	PRON
bracis-28351	238	2	use	use	VERB
bracis-28351	238	3	two	two	NUM
bracis-28351	238	4	experiments	experiment	NOUN
bracis-28351	238	5	to	to	PART
bracis-28351	238	6	empirically	empirically	ADV
bracis-28351	238	7	evaluate	evaluate	VERB
bracis-28351	238	8	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PRON
bracis-28351	238	9	{	{	PUNCT
bracis-28351	238	10	sh}}}}\	sh}}}}\	NOUN
bracis-28351	238	11	)	)	PUNCT
bracis-28351	238	12	against	against	ADP
bracis-28351	238	13	uct	uct	PROPN
bracis-28351	238	14	.	.	PUNCT
bracis-28351	239	1	the	the	DET
bracis-28351	239	2	prize	prize	PROPN
bracis-28351	239	3	box	box	PROPN
bracis-28351	239	4	experiment	experiment	NOUN
bracis-28351	239	5	indicates	indicate	VERB
bracis-28351	239	6	that	that	SCONJ
bracis-28351	239	7	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	239	8	{	{	PUNCT
bracis-28351	239	9	sh}}}}\	sh}}}}\	NOUN
bracis-28351	239	10	)	)	PUNCT
bracis-28351	239	11	is	be	AUX
bracis-28351	239	12	less	less	ADV
bracis-28351	239	13	sensible	sensible	ADJ
bracis-28351	239	14	to	to	ADP
bracis-28351	239	15	changes	change	NOUN
bracis-28351	239	16	in	in	ADP
bracis-28351	239	17	the	the	DET
bracis-28351	239	18	distribution	distribution	NOUN
bracis-28351	239	19	of	of	ADP
bracis-28351	239	20	rewards	reward	NOUN
bracis-28351	239	21	as	as	ADP
bracis-28351	239	22	\(\text	\(\text	NOUN
bracis-28351	239	23	{	{	PUNCT
bracis-28351	239	24	ucb}_1\	ucb}_1\	NUM
bracis-28351	239	25	)	)	PUNCT
bracis-28351	239	26	and	and	CCONJ
bracis-28351	239	27	do	do	VERB
bracis-28351	239	28	.	.	PUNCT
bracis-28351	240	1	these	these	DET
bracis-28351	240	2	latter	latter	ADJ
bracis-28351	240	3	two	two	NUM
bracis-28351	240	4	have	have	VERB
bracis-28351	240	5	a	a	DET
bracis-28351	240	6	more	more	ADV
bracis-28351	240	7	spread	spread	ADJ
bracis-28351	240	8	-	-	PUNCT
bracis-28351	240	9	out	out	ADP
bracis-28351	240	10	allocation	allocation	NOUN
bracis-28351	240	11	when	when	SCONJ
bracis-28351	240	12	rewards	reward	NOUN
bracis-28351	240	13	have	have	VERB
bracis-28351	240	14	minimal	minimal	ADJ
bracis-28351	240	15	variation	variation	NOUN
bracis-28351	240	16	.	.	PUNCT
bracis-28351	241	1	however	however	ADV
bracis-28351	241	2	,	,	PUNCT
bracis-28351	241	3	when	when	SCONJ
bracis-28351	241	4	there	there	PRON
bracis-28351	241	5	’s	’	VERB
bracis-28351	241	6	a	a	DET
bracis-28351	241	7	lot	lot	NOUN
bracis-28351	241	8	of	of	ADP
bracis-28351	241	9	variation	variation	NOUN
bracis-28351	241	10	in	in	ADP
bracis-28351	241	11	the	the	DET
bracis-28351	241	12	rewards	reward	NOUN
bracis-28351	241	13	,	,	PUNCT
bracis-28351	241	14	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	ADV
bracis-28351	241	15	{	{	PUNCT
bracis-28351	241	16	sh}}}}\	sh}}}}\	NOUN
bracis-28351	241	17	)	)	PUNCT
bracis-28351	241	18	tends	tend	VERB
bracis-28351	241	19	to	to	PART
bracis-28351	241	20	favor	favor	VERB
bracis-28351	241	21	the	the	DET
bracis-28351	241	22	best	good	ADJ
bracis-28351	241	23	option	option	NOUN
bracis-28351	241	24	,	,	PUNCT
bracis-28351	241	25	although	although	SCONJ
bracis-28351	241	26	not	not	PART
bracis-28351	241	27	as	as	ADV
bracis-28351	241	28	consistently	consistently	ADV
bracis-28351	241	29	as	as	ADP
bracis-28351	241	30	\(\text	\(\text	NOUN
bracis-28351	241	31	{	{	PUNCT
bracis-28351	241	32	ucb}_1\	ucb}_1\	NUM
bracis-28351	241	33	)	)	PUNCT
bracis-28351	241	34	,	,	PUNCT
bracis-28351	241	35	which	which	PRON
bracis-28351	241	36	almost	almost	ADV
bracis-28351	241	37	always	always	ADV
bracis-28351	241	38	selects	select	VERB
bracis-28351	241	39	the	the	DET
bracis-28351	241	40	top	top	ADJ
bracis-28351	241	41	choice	choice	NOUN
bracis-28351	241	42	.	.	PUNCT
bracis-28351	242	1	although	although	SCONJ
bracis-28351	242	2	it	it	PRON
bracis-28351	242	3	may	may	AUX
bracis-28351	242	4	appear	appear	VERB
bracis-28351	242	5	that	that	SCONJ
bracis-28351	242	6	constantly	constantly	ADV
bracis-28351	242	7	selecting	select	VERB
bracis-28351	242	8	the	the	DET
bracis-28351	242	9	known	know	VERB
bracis-28351	242	10	best	good	ADJ
bracis-28351	242	11	option	option	NOUN
bracis-28351	242	12	would	would	AUX
bracis-28351	242	13	maximize	maximize	VERB
bracis-28351	242	14	rewards	reward	NOUN
bracis-28351	242	15	,	,	PUNCT
bracis-28351	242	16	as	as	SCONJ
bracis-28351	242	17	proposed	propose	VERB
bracis-28351	242	18	in	in	ADP
bracis-28351	242	19	tolpin	tolpin	NOUN
bracis-28351	242	20	and	and	CCONJ
bracis-28351	242	21	shimony	shimony	PROPN
bracis-28351	242	22	’s	’s	PART
bracis-28351	242	23	study	study	NOUN
bracis-28351	242	24	 	 	SPACE
bracis-28351	243	1	[	[	X
bracis-28351	243	2	15	15	NUM
bracis-28351	243	3	]	]	PUNCT
bracis-28351	243	4	,	,	PUNCT
bracis-28351	243	5	they	they	PRON
bracis-28351	243	6	argue	argue	VERB
bracis-28351	243	7	differently	differently	ADV
bracis-28351	243	8	.	.	PUNCT
bracis-28351	244	1	they	they	PRON
bracis-28351	244	2	suggest	suggest	VERB
bracis-28351	244	3	that	that	SCONJ
bracis-28351	244	4	policies	policy	NOUN
bracis-28351	244	5	that	that	PRON
bracis-28351	244	6	promote	promote	VERB
bracis-28351	244	7	more	more	ADJ
bracis-28351	244	8	exploration	exploration	NOUN
bracis-28351	244	9	at	at	ADP
bracis-28351	244	10	the	the	DET
bracis-28351	244	11	root	root	NOUN
bracis-28351	244	12	level	level	NOUN
bracis-28351	244	13	can	can	AUX
bracis-28351	244	14	actually	actually	ADV
bracis-28351	244	15	lead	lead	VERB
bracis-28351	244	16	to	to	ADP
bracis-28351	244	17	faster	fast	ADJ
bracis-28351	244	18	identification	identification	NOUN
bracis-28351	244	19	of	of	ADP
bracis-28351	244	20	better	well	ADJ
bracis-28351	244	21	moves	move	NOUN
bracis-28351	244	22	.	.	PUNCT
bracis-28351	245	1	in	in	ADP
bracis-28351	245	2	the	the	DET
bracis-28351	245	3	kilothon	kilothon	PROPN
bracis-28351	245	4	ggp	ggp	PROPN
bracis-28351	245	5	competition	competition	NOUN
bracis-28351	245	6	,	,	PUNCT
bracis-28351	245	7	our	our	PRON
bracis-28351	245	8	method	method	NOUN
bracis-28351	245	9	exceeded	exceed	VERB
bracis-28351	245	10	the	the	DET
bracis-28351	245	11	performance	performance	NOUN
bracis-28351	245	12	of	of	ADP
bracis-28351	245	13	the	the	DET
bracis-28351	245	14	baseline	baseline	PROPN
bracis-28351	245	15	uct	uct	PROPN
bracis-28351	245	16	.	.	PUNCT
bracis-28351	246	1	the	the	DET
bracis-28351	246	2	implementation	implementation	NOUN
bracis-28351	246	3	of	of	ADP
bracis-28351	246	4	the	the	DET
bracis-28351	246	5	cbt	cbt	NOUN
bracis-28351	246	6	strategy	strategy	NOUN
bracis-28351	246	7	more	more	ADV
bracis-28351	246	8	than	than	ADP
bracis-28351	246	9	doubled	double	VERB
bracis-28351	246	10	the	the	DET
bracis-28351	246	11	scores	score	NOUN
bracis-28351	246	12	for	for	ADP
bracis-28351	246	13	both	both	DET
bracis-28351	246	14	agents	agent	NOUN
bracis-28351	246	15	.	.	PUNCT
bracis-28351	247	1	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	ADV
bracis-28351	247	2	{	{	PUNCT
bracis-28351	247	3	sh}}}}^{cbt}\	sh}}}}^{cbt}\	PUNCT
bracis-28351	247	4	)	)	PUNCT
bracis-28351	247	5	could	could	AUX
bracis-28351	247	6	achieve	achieve	VERB
bracis-28351	247	7	the	the	DET
bracis-28351	247	8	second	second	ADJ
bracis-28351	247	9	place	place	NOUN
bracis-28351	247	10	in	in	ADP
bracis-28351	247	11	the	the	DET
bracis-28351	247	12	official	official	ADJ
bracis-28351	247	13	kilothon	kilothon	ADJ
bracis-28351	247	14	competition	competition	NOUN
bracis-28351	247	15	,	,	PUNCT
bracis-28351	247	16	according	accord	VERB
bracis-28351	247	17	to	to	ADP
bracis-28351	247	18	the	the	DET
bracis-28351	247	19	final	final	ADJ
bracis-28351	247	20	competition	competition	NOUN
bracis-28351	247	21	results	result	NOUN
bracis-28351	247	22	.	.	PUNCT
bracis-28351	248	1	this	this	DET
bracis-28351	248	2	achievement	achievement	NOUN
bracis-28351	248	3	is	be	AUX
bracis-28351	248	4	remarkable	remarkable	ADJ
bracis-28351	248	5	,	,	PUNCT
bracis-28351	248	6	considering	consider	VERB
bracis-28351	248	7	our	our	PRON
bracis-28351	248	8	agent	agent	NOUN
bracis-28351	248	9	relies	rely	VERB
bracis-28351	248	10	solely	solely	ADV
bracis-28351	248	11	on	on	ADP
bracis-28351	248	12	monte	monte	PROPN
bracis-28351	248	13	carlo	carlo	PROPN
bracis-28351	248	14	simulations	simulation	NOUN
bracis-28351	248	15	and	and	CCONJ
bracis-28351	248	16	does	do	AUX
bracis-28351	248	17	not	not	PART
bracis-28351	248	18	utilize	utilize	VERB
bracis-28351	248	19	any	any	DET
bracis-28351	248	20	other	other	ADJ
bracis-28351	248	21	enhancements	enhancement	NOUN
bracis-28351	248	22	or	or	CCONJ
bracis-28351	248	23	parallelism	parallelism	NOUN
bracis-28351	248	24	.	.	PUNCT
bracis-28351	249	1	our	our	PRON
bracis-28351	249	2	study	study	NOUN
bracis-28351	249	3	also	also	ADV
bracis-28351	249	4	showed	show	VERB
bracis-28351	249	5	that	that	SCONJ
bracis-28351	249	6	uct\(_{{\sqrt{\text	uct\(_{{\sqrt{\text	PROPN
bracis-28351	249	7	{	{	PUNCT
bracis-28351	249	8	sh}}}}\	sh}}}}\	NOUN
bracis-28351	249	9	)	)	PUNCT
bracis-28351	249	10	uses	use	VERB
bracis-28351	249	11	increased	increase	VERB
bracis-28351	249	12	time	time	NOUN
bracis-28351	249	13	budgets	budget	NOUN
bracis-28351	249	14	significantly	significantly	ADV
bracis-28351	249	15	better	well	ADV
bracis-28351	249	16	than	than	ADP
bracis-28351	249	17	uct	uct	PROPN
bracis-28351	249	18	.	.	PUNCT
bracis-28351	250	1	moreover	moreover	ADV
bracis-28351	250	2	,	,	PUNCT
bracis-28351	250	3	our	our	PRON
bracis-28351	250	4	findings	finding	NOUN
bracis-28351	250	5	suggest	suggest	VERB
bracis-28351	250	6	that	that	SCONJ
bracis-28351	250	7	using	use	VERB
bracis-28351	250	8	0.5	0.5	NUM
bracis-28351	250	9	 	 	SPACE
bracis-28351	250	10	s	s	NOUN
bracis-28351	250	11	of	of	ADP
bracis-28351	250	12	thinking	thinking	NOUN
bracis-28351	250	13	time	time	NOUN
bracis-28351	250	14	,	,	PUNCT
bracis-28351	250	15	as	as	ADP
bracis-28351	250	16	the	the	DET
bracis-28351	250	17	default	default	NOUN
bracis-28351	250	18	uct	uct	PROPN
bracis-28351	250	19	kilothon	kilothon	PRON
bracis-28351	250	20	agent	agent	NOUN
bracis-28351	250	21	does	do	VERB
bracis-28351	250	22	,	,	PUNCT
bracis-28351	250	23	the	the	DET
bracis-28351	250	24	time	time	NOUN
bracis-28351	250	25	constraint	constraint	NOUN
bracis-28351	250	26	imposed	impose	VERB
bracis-28351	250	27	might	might	AUX
bracis-28351	250	28	be	be	AUX
bracis-28351	250	29	too	too	ADV
bracis-28351	250	30	unrealistic	unrealistic	ADJ
bracis-28351	250	31	for	for	SCONJ
bracis-28351	250	32	agents	agent	NOUN
bracis-28351	250	33	to	to	PART
bracis-28351	250	34	play	play	VERB
bracis-28351	250	35	in	in	ADP
bracis-28351	250	36	many	many	ADJ
bracis-28351	250	37	game	game	NOUN
bracis-28351	250	38	domains	domain	NOUN
bracis-28351	250	39	.	.	PUNCT
bracis-28351	251	1	notes	note	VERB
bracis-28351	251	2	1.https://github.com/schererl/finalyearproject	1.https://github.com/schererl/finalyearproject	NUM
bracis-28351	251	3	.	.	PUNCT
bracis-28351	252	1	2.https://github.com/ludeme/ludiiaicompetition	2.https://github.com/ludeme/ludiiaicompetition	NUM
bracis-28351	252	2	.	.	PUNCT
bracis-28351	253	1	3.in	3.in	NUM
bracis-28351	253	2	contrast	contrast	NOUN
bracis-28351	253	3	with	with	ADP
bracis-28351	253	4	exploiting	exploit	VERB
bracis-28351	253	5	policies	policy	NOUN
bracis-28351	253	6	,	,	PUNCT
bracis-28351	253	7	that	that	PRON
bracis-28351	253	8	allocate	allocate	VERB
bracis-28351	253	9	most	most	ADJ
bracis-28351	253	10	resources	resource	NOUN
bracis-28351	253	11	to	to	ADP
bracis-28351	253	12	the	the	DET
bracis-28351	253	13	most	most	ADV
bracis-28351	253	14	promising	promising	ADJ
bracis-28351	253	15	choice	choice	NOUN
bracis-28351	253	16	,	,	PUNCT
bracis-28351	253	17	non	non	ADJ
bracis-28351	253	18	-	-	ADJ
bracis-28351	253	19	exploiting	exploiting	ADJ
bracis-28351	253	20	policies	policy	NOUN
bracis-28351	253	21	allocate	allocate	VERB
bracis-28351	253	22	resources	resource	NOUN
bracis-28351	253	23	uniformly	uniformly	ADV
bracis-28351	253	24	among	among	ADP
bracis-28351	253	25	choices	choice	NOUN
bracis-28351	253	26	,	,	PUNCT
bracis-28351	253	27	iteratively	iteratively	ADV
bracis-28351	253	28	discarding	discard	VERB
bracis-28351	253	29	the	the	DET
bracis-28351	253	30	poorly	poorly	ADV
bracis-28351	253	31	-	-	PUNCT
bracis-28351	253	32	performing	perform	VERB
bracis-28351	253	33	ones	one	NOUN
bracis-28351	253	34	.	.	PUNCT
bracis-28351	254	1	references	reference	NOUN
bracis-28351	254	2	auer	auer	NOUN
bracis-28351	254	3	,	,	PUNCT
bracis-28351	254	4	p.	p.	PROPN
bracis-28351	254	5	,	,	PUNCT
bracis-28351	254	6	cesa	cesa	PROPN
bracis-28351	254	7	-	-	PUNCT
bracis-28351	254	8	bianchi	bianchi	PROPN
bracis-28351	254	9	,	,	PUNCT
bracis-28351	254	10	n.	n.	NOUN
bracis-28351	254	11	,	,	PUNCT
bracis-28351	254	12	fischer	fischer	PROPN
bracis-28351	254	13	,	,	PUNCT
bracis-28351	254	14	p.	p.	NOUN
bracis-28351	254	15	:	:	PUNCT
bracis-28351	254	16	finite	finite	ADJ
bracis-28351	254	17	-	-	PUNCT
bracis-28351	254	18	time	time	NOUN
bracis-28351	254	19	analysis	analysis	NOUN
bracis-28351	254	20	of	of	ADP
bracis-28351	254	21	the	the	DET
bracis-28351	254	22	multiarmed	multiarme	VERB
bracis-28351	254	23	bandit	bandit	NOUN
bracis-28351	254	24	problem	problem	NOUN
bracis-28351	254	25	.	.	PUNCT
bracis-28351	255	1	mach	mach	NOUN
bracis-28351	255	2	.	.	PUNCT
bracis-28351	256	1	learn	learn	VERB
bracis-28351	256	2	.	.	PUNCT
bracis-28351	257	1	47(2	47(2	PROPN
bracis-28351	257	2	)	)	PUNCT
bracis-28351	257	3	,	,	PUNCT
bracis-28351	257	4	235–256	235–256	NUM
bracis-28351	257	5	(	(	PUNCT
bracis-28351	257	6	2002	2002	NUM
bracis-28351	257	7	)	)	PUNCT
bracis-28351	257	8	article	article	NOUN
bracis-28351	257	9	  	  	SPACE
bracis-28351	257	10	math	math	NOUN
bracis-28351	257	11	  	  	SPACE
bracis-28351	257	12	google	google	PROPN
bracis-28351	257	13	scholar	scholar	NOUN
bracis-28351	257	14	  	  	SPACE
bracis-28351	257	15	brice	brice	PROPN
bracis-28351	257	16	,	,	PUNCT
bracis-28351	257	17	w.c	w.c	PROPN
bracis-28351	257	18	.	.	PROPN
bracis-28351	257	19	:	:	PUNCT
bracis-28351	258	1	a	a	DET
bracis-28351	258	2	history	history	NOUN
bracis-28351	258	3	of	of	ADP
bracis-28351	258	4	board	board	NOUN
bracis-28351	258	5	-	-	PUNCT
bracis-28351	258	6	games	game	NOUN
bracis-28351	258	7	other	other	ADJ
bracis-28351	258	8	than	than	ADP
bracis-28351	258	9	chess	chess	NOUN
bracis-28351	258	10	.	.	PUNCT
bracis-28351	259	1	by	by	ADP
bracis-28351	259	2	h.	h.	PROPN
bracis-28351	259	3	j.	j.	PROPN
bracis-28351	259	4	r.	r.	PROPN
bracis-28351	259	5	murray	murray	PROPN
bracis-28351	259	6	.	.	PUNCT
bracis-28351	260	1	oxford	oxford	PROPN
bracis-28351	260	2	:	:	PUNCT
bracis-28351	260	3	clarendon	clarendon	PROPN
bracis-28351	260	4	press	press	PROPN
bracis-28351	260	5	,	,	PUNCT
bracis-28351	260	6	1952	1952	NUM
bracis-28351	260	7	.	.	PUNCT
bracis-28351	261	1	pp	pp	ADP
bracis-28351	261	2	.	.	PUNCT
bracis-28351	262	1	viii	viii	PROPN
bracis-28351	262	2	287	287	NUM
bracis-28351	262	3	,	,	PUNCT
bracis-28351	262	4	86	86	NUM
bracis-28351	262	5	text	text	NOUN
bracis-28351	262	6	figs	fig	NOUN
bracis-28351	262	7	.	.	PUNCT
bracis-28351	263	1	42s	42s	PROPN
bracis-28351	263	2	.	.	PUNCT
bracis-28351	264	1	j.	j.	PROPN
bracis-28351	264	2	hellenic	hellenic	PROPN
bracis-28351	264	3	stud	stud	PROPN
bracis-28351	264	4	.	.	PUNCT
bracis-28351	265	1	74	74	NUM
bracis-28351	265	2	,	,	PUNCT
bracis-28351	265	3	219–219	219–219	NUM
bracis-28351	265	4	(	(	PUNCT
bracis-28351	265	5	1954	1954	NUM
bracis-28351	265	6	)	)	PUNCT
bracis-28351	265	7	.	.	PUNCT
bracis-28351	266	1	https://doi.org/10.2307/627627	https://doi.org/10.2307/627627	X
bracis-28351	266	2	bubeck	bubeck	NOUN
bracis-28351	266	3	,	,	PUNCT
bracis-28351	266	4	s.	s.	PROPN
bracis-28351	266	5	,	,	PUNCT
bracis-28351	266	6	munos	muno	NOUN
bracis-28351	266	7	,	,	PUNCT
bracis-28351	266	8	r.	r.	PROPN
bracis-28351	266	9	,	,	PUNCT
bracis-28351	266	10	stoltz	stoltz	PROPN
bracis-28351	266	11	,	,	PUNCT
bracis-28351	266	12	g.	g.	PROPN
bracis-28351	266	13	:	:	PUNCT
bracis-28351	266	14	pure	pure	ADJ
bracis-28351	266	15	exploration	exploration	NOUN
bracis-28351	266	16	in	in	ADP
bracis-28351	266	17	finitely	finitely	ADV
bracis-28351	266	18	-	-	PUNCT
bracis-28351	266	19	armed	armed	ADJ
bracis-28351	266	20	and	and	CCONJ
bracis-28351	266	21	continuous	continuous	ADJ
bracis-28351	266	22	-	-	PUNCT
bracis-28351	266	23	armed	armed	ADJ
bracis-28351	266	24	bandits	bandit	NOUN
bracis-28351	266	25	.	.	PUNCT
bracis-28351	267	1	theoret	theoret	ADJ
bracis-28351	267	2	.	.	PUNCT
bracis-28351	268	1	comput	comput	NOUN
bracis-28351	268	2	.	.	PUNCT
bracis-28351	269	1	sci	sci	PROPN
bracis-28351	269	2	.	.	PUNCT
bracis-28351	270	1	412(19	412(19	NUM
bracis-28351	270	2	)	)	PUNCT
bracis-28351	270	3	,	,	PUNCT
bracis-28351	270	4	1832–1852	1832–1852	NUM
bracis-28351	270	5	(	(	PUNCT
bracis-28351	270	6	2011	2011	NUM
bracis-28351	270	7	)	)	PUNCT
bracis-28351	270	8	article	article	NOUN
bracis-28351	270	9	  	  	SPACE
bracis-28351	270	10	mathscinet	mathscinet	NOUN
bracis-28351	270	11	  	  	SPACE
bracis-28351	270	12	math	math	NOUN
bracis-28351	270	13	  	  	SPACE
bracis-28351	270	14	google	google	PROPN
bracis-28351	270	15	scholar	scholar	NOUN
bracis-28351	270	16	  	  	SPACE
bracis-28351	270	17	cazenave	cazenave	PROPN
bracis-28351	270	18	,	,	PUNCT
bracis-28351	270	19	t.	t.	PROPN
bracis-28351	270	20	:	:	PUNCT
bracis-28351	270	21	sequential	sequential	ADJ
bracis-28351	270	22	halving	halving	NOUN
bracis-28351	270	23	applied	apply	VERB
bracis-28351	270	24	to	to	ADP
bracis-28351	270	25	trees	tree	NOUN
bracis-28351	270	26	.	.	PUNCT
bracis-28351	271	1	ieee	ieee	PROPN
bracis-28351	271	2	trans	trans	PROPN
bracis-28351	271	3	.	.	PUNCT
bracis-28351	272	1	comput	comput	PROPN
bracis-28351	272	2	.	.	PUNCT
bracis-28351	273	1	intell	intell	PROPN
bracis-28351	273	2	.	.	PUNCT
bracis-28351	274	1	ai	ai	VERB
bracis-28351	274	2	games	game	NOUN
bracis-28351	274	3	7(1	7(1	NUM
bracis-28351	274	4	)	)	PUNCT
bracis-28351	274	5	,	,	PUNCT
bracis-28351	274	6	102–105	102–105	NUM
bracis-28351	274	7	(	(	PUNCT
bracis-28351	274	8	2014	2014	NUM
bracis-28351	274	9	)	)	PUNCT
bracis-28351	274	10	article	article	NOUN
bracis-28351	274	11	  	  	SPACE
bracis-28351	274	12	google	google	PROPN
bracis-28351	274	13	scholar	scholar	NOUN
bracis-28351	274	14	  	  	SPACE
bracis-28351	274	15	genesereth	genesereth	NOUN
bracis-28351	274	16	,	,	PUNCT
bracis-28351	274	17	m.	m.	NOUN
bracis-28351	274	18	,	,	PUNCT
bracis-28351	274	19	love	love	NOUN
bracis-28351	274	20	,	,	PUNCT
bracis-28351	274	21	n.	n.	NOUN
bracis-28351	274	22	,	,	PUNCT
bracis-28351	274	23	pell	pell	PROPN
bracis-28351	274	24	,	,	PUNCT
bracis-28351	274	25	b.	b.	PROPN
bracis-28351	274	26	:	:	PUNCT
bracis-28351	274	27	general	general	ADJ
bracis-28351	274	28	game	game	NOUN
bracis-28351	274	29	playing	playing	NOUN
bracis-28351	274	30	:	:	PUNCT
bracis-28351	274	31	overview	overview	NOUN
bracis-28351	274	32	of	of	ADP
bracis-28351	274	33	the	the	DET
bracis-28351	274	34	aaai	aaai	PROPN
bracis-28351	274	35	competition	competition	NOUN
bracis-28351	274	36	.	.	PUNCT
bracis-28351	275	1	ai	ai	VERB
bracis-28351	275	2	mag	mag	PROPN
bracis-28351	275	3	.	.	PUNCT
bracis-28351	276	1	26(2	26(2	NUM
bracis-28351	276	2	)	)	PUNCT
bracis-28351	277	1	,	,	PUNCT
bracis-28351	277	2	62–62	62–62	NUM
bracis-28351	277	3	(	(	PUNCT
bracis-28351	277	4	2005	2005	NUM
bracis-28351	277	5	)	)	PUNCT
bracis-28351	277	6	google	google	PROPN
bracis-28351	277	7	scholar	scholar	NOUN
bracis-28351	277	8	  	  	SPACE
bracis-28351	277	9	karnin	karnin	PROPN
bracis-28351	277	10	,	,	PUNCT
bracis-28351	277	11	z.	z.	PROPN
bracis-28351	277	12	,	,	PUNCT
bracis-28351	277	13	koren	koren	PROPN
bracis-28351	277	14	,	,	PUNCT
bracis-28351	277	15	t.	t.	PROPN
bracis-28351	277	16	,	,	PUNCT
bracis-28351	277	17	somekh	somekh	NOUN
bracis-28351	277	18	,	,	PUNCT
bracis-28351	277	19	o.	o.	NOUN
bracis-28351	277	20	:	:	PUNCT
bracis-28351	277	21	almost	almost	ADV
bracis-28351	277	22	optimal	optimal	ADJ
bracis-28351	277	23	exploration	exploration	NOUN
bracis-28351	277	24	in	in	ADP
bracis-28351	277	25	multi	multi	ADJ
bracis-28351	277	26	-	-	ADJ
bracis-28351	277	27	armed	armed	ADJ
bracis-28351	277	28	bandits	bandit	NOUN
bracis-28351	277	29	.	.	PUNCT
bracis-28351	278	1	in	in	ADP
bracis-28351	278	2	:	:	PUNCT
bracis-28351	278	3	international	international	ADJ
bracis-28351	278	4	conference	conference	NOUN
bracis-28351	278	5	on	on	ADP
bracis-28351	278	6	machine	machine	NOUN
bracis-28351	278	7	learning	learning	NOUN
bracis-28351	278	8	,	,	PUNCT
bracis-28351	278	9	pp	pp	ADP
bracis-28351	278	10	.	.	PUNCT
bracis-28351	278	11	1238–1246	1238–1246	NUM
bracis-28351	278	12	.	.	PUNCT
bracis-28351	278	13	pmlr	pmlr	NOUN
bracis-28351	278	14	(	(	PUNCT
bracis-28351	278	15	2013	2013	NUM
bracis-28351	278	16	)	)	PUNCT
bracis-28351	278	17	google	google	NOUN
bracis-28351	278	18	scholar	scholar	NOUN
bracis-28351	278	19	  	  	SPACE
bracis-28351	278	20	kocsis	kocsis	NOUN
bracis-28351	278	21	,	,	PUNCT
bracis-28351	278	22	l.	l.	PROPN
bracis-28351	278	23	,	,	PUNCT
bracis-28351	278	24	szepesvári	szepesvári	PROPN
bracis-28351	278	25	,	,	PUNCT
bracis-28351	278	26	c.	c.	PROPN
bracis-28351	278	27	,	,	PUNCT
bracis-28351	278	28	willemson	willemson	PROPN
bracis-28351	278	29	,	,	PUNCT
bracis-28351	278	30	j.	j.	PROPN
bracis-28351	278	31	:	:	PUNCT
bracis-28351	278	32	improved	improved	ADJ
bracis-28351	278	33	monte	monte	PROPN
bracis-28351	278	34	-	-	PUNCT
bracis-28351	278	35	carlo	carlo	PROPN
bracis-28351	278	36	search	search	NOUN
bracis-28351	278	37	.	.	PUNCT
bracis-28351	279	1	univ	univ	PROPN
bracis-28351	279	2	.	.	PROPN
bracis-28351	279	3	tartu	tartu	PROPN
bracis-28351	279	4	,	,	PUNCT
bracis-28351	279	5	estonia	estonia	PROPN
bracis-28351	279	6	,	,	PUNCT
bracis-28351	279	7	tech	tech	NOUN
bracis-28351	279	8	.	.	PUNCT
bracis-28351	280	1	rep	rep	PROPN
bracis-28351	280	2	.	.	PROPN
bracis-28351	280	3	1	1	NUM
bracis-28351	280	4	,	,	PUNCT
bracis-28351	280	5	1–22	1–22	PROPN
bracis-28351	280	6	(	(	PUNCT
bracis-28351	280	7	2006	2006	NUM
bracis-28351	280	8	)	)	PUNCT
bracis-28351	280	9	google	google	PROPN
bracis-28351	280	10	scholar	scholar	NOUN
bracis-28351	280	11	  	  	SPACE
bracis-28351	280	12	parlett	parlett	NOUN
bracis-28351	280	13	,	,	PUNCT
bracis-28351	280	14	d.	d.	PROPN
bracis-28351	280	15	:	:	PUNCT
bracis-28351	280	16	the	the	DET
bracis-28351	280	17	oxford	oxford	ADJ
bracis-28351	280	18	history	history	NOUN
bracis-28351	280	19	of	of	ADP
bracis-28351	280	20	board	board	NOUN
bracis-28351	280	21	games	game	NOUN
bracis-28351	280	22	.	.	PUNCT
bracis-28351	281	1	oxford	oxford	PROPN
bracis-28351	281	2	university	university	PROPN
bracis-28351	281	3	press	press	NOUN
bracis-28351	281	4	,	,	PUNCT
bracis-28351	281	5	oxford	oxford	PROPN
bracis-28351	281	6	(	(	PUNCT
bracis-28351	281	7	1999	1999	NUM
bracis-28351	281	8	)	)	PUNCT
bracis-28351	281	9	google	google	PROPN
bracis-28351	281	10	scholar	scholar	NOUN
bracis-28351	281	11	  	  	SPACE
bracis-28351	281	12	pepels	pepel	NOUN
bracis-28351	281	13	,	,	PUNCT
bracis-28351	281	14	t.	t.	PROPN
bracis-28351	281	15	:	:	PUNCT
bracis-28351	281	16	novel	novel	ADJ
bracis-28351	281	17	selection	selection	NOUN
bracis-28351	281	18	methods	method	NOUN
bracis-28351	281	19	for	for	ADP
bracis-28351	281	20	monte	monte	PROPN
bracis-28351	281	21	-	-	PUNCT
bracis-28351	281	22	carlo	carlo	PROPN
bracis-28351	281	23	tree	tree	NOUN
bracis-28351	281	24	search	search	NOUN
bracis-28351	281	25	.	.	PUNCT
bracis-28351	282	1	master	master	NOUN
bracis-28351	282	2	’s	’s	PART
bracis-28351	282	3	thesis	thesis	NOUN
bracis-28351	282	4	,	,	PUNCT
bracis-28351	282	5	department	department	NOUN
bracis-28351	282	6	of	of	ADP
bracis-28351	282	7	knowledge	knowledge	PROPN
bracis-28351	282	8	engineering	engineering	PROPN
bracis-28351	282	9	,	,	PUNCT
bracis-28351	282	10	maastricht	maastricht	PROPN
bracis-28351	282	11	university	university	PROPN
bracis-28351	282	12	,	,	PUNCT
bracis-28351	282	13	maastricht	maastricht	PROPN
bracis-28351	282	14	,	,	PUNCT
bracis-28351	282	15	the	the	DET
bracis-28351	282	16	netherlands	netherlands	PROPN
bracis-28351	282	17	(	(	PUNCT
bracis-28351	282	18	2014	2014	NUM
bracis-28351	282	19	)	)	PUNCT
bracis-28351	282	20	google	google	NOUN
bracis-28351	282	21	scholar	scholar	NOUN
bracis-28351	282	22	  	  	SPACE
bracis-28351	282	23	pepels	pepel	NOUN
bracis-28351	282	24	,	,	PUNCT
bracis-28351	282	25	t.	t.	PROPN
bracis-28351	282	26	,	,	PUNCT
bracis-28351	282	27	cazenave	cazenave	PROPN
bracis-28351	282	28	,	,	PUNCT
bracis-28351	282	29	t.	t.	PROPN
bracis-28351	282	30	,	,	PUNCT
bracis-28351	282	31	winands	winand	NOUN
bracis-28351	282	32	,	,	PUNCT
bracis-28351	282	33	m.h	m.h	PROPN
bracis-28351	282	34	.	.	PROPN
bracis-28351	282	35	,	,	PUNCT
bracis-28351	282	36	lanctot	lanctot	PROPN
bracis-28351	282	37	,	,	PUNCT
bracis-28351	282	38	m.	m.	NOUN
bracis-28351	282	39	:	:	PUNCT
bracis-28351	282	40	minimizing	minimize	VERB
bracis-28351	282	41	simple	simple	ADJ
bracis-28351	282	42	and	and	CCONJ
bracis-28351	282	43	cumulative	cumulative	ADJ
bracis-28351	282	44	regret	regret	NOUN
bracis-28351	282	45	in	in	ADP
bracis-28351	282	46	monte	monte	PROPN
bracis-28351	282	47	-	-	PUNCT
bracis-28351	282	48	carlo	carlo	PROPN
bracis-28351	282	49	tree	tree	NOUN
bracis-28351	282	50	search	search	NOUN
bracis-28351	282	51	.	.	PUNCT
bracis-28351	283	1	in	in	ADP
bracis-28351	283	2	:	:	PUNCT
bracis-28351	283	3	workshop	workshop	NOUN
bracis-28351	283	4	on	on	ADP
bracis-28351	283	5	computer	computer	NOUN
bracis-28351	283	6	games	game	NOUN
bracis-28351	283	7	,	,	PUNCT
bracis-28351	283	8	pp	pp	ADV
bracis-28351	283	9	.	.	PUNCT
bracis-28351	284	1	1–15	1–15	NUM
bracis-28351	284	2	.	.	PUNCT
bracis-28351	285	1	springer	springer	NOUN
bracis-28351	285	2	(	(	PUNCT
bracis-28351	285	3	2014	2014	NUM
bracis-28351	285	4	)	)	PUNCT
bracis-28351	285	5	google	google	PROPN
bracis-28351	285	6	scholar	scholar	NOUN
bracis-28351	285	7	  	  	SPACE
bracis-28351	285	8	perez	perez	PROPN
bracis-28351	285	9	liebana	liebana	PROPN
bracis-28351	285	10	,	,	PUNCT
bracis-28351	285	11	d.	d.	PROPN
bracis-28351	285	12	,	,	PUNCT
bracis-28351	285	13	dieskau	dieskau	NOUN
bracis-28351	285	14	,	,	PUNCT
bracis-28351	285	15	j.	j.	PROPN
bracis-28351	285	16	,	,	PUNCT
bracis-28351	285	17	hunermund	hunermund	PROPN
bracis-28351	285	18	,	,	PUNCT
bracis-28351	285	19	m.	m.	NOUN
bracis-28351	285	20	,	,	PUNCT
bracis-28351	285	21	mostaghim	mostaghim	PROPN
bracis-28351	285	22	,	,	PUNCT
bracis-28351	285	23	s.	s.	PROPN
bracis-28351	285	24	,	,	PUNCT
bracis-28351	285	25	lucas	lucas	PROPN
bracis-28351	285	26	,	,	PUNCT
bracis-28351	285	27	s.	s.	PROPN
bracis-28351	285	28	:	:	PUNCT
bracis-28351	285	29	open	open	ADJ
bracis-28351	285	30	loop	loop	NOUN
bracis-28351	285	31	search	search	NOUN
bracis-28351	285	32	for	for	ADP
bracis-28351	285	33	general	general	ADJ
bracis-28351	285	34	video	video	NOUN
bracis-28351	285	35	game	game	NOUN
bracis-28351	285	36	playing	playing	NOUN
bracis-28351	285	37	.	.	PUNCT
bracis-28351	286	1	in	in	ADP
bracis-28351	286	2	:	:	PUNCT
bracis-28351	286	3	proceedings	proceeding	NOUN
bracis-28351	286	4	of	of	ADP
bracis-28351	286	5	the	the	DET
bracis-28351	286	6	2015	2015	NUM
bracis-28351	286	7	annual	annual	ADJ
bracis-28351	286	8	conference	conference	NOUN
bracis-28351	286	9	on	on	ADP
bracis-28351	286	10	genetic	genetic	ADJ
bracis-28351	286	11	and	and	CCONJ
bracis-28351	286	12	evolutionary	evolutionary	ADJ
bracis-28351	286	13	computation	computation	NOUN
bracis-28351	286	14	,	,	PUNCT
bracis-28351	286	15	pp	pp	ADJ
bracis-28351	286	16	.	.	PUNCT
bracis-28351	287	1	337–344	337–344	NUM
bracis-28351	287	2	(	(	PUNCT
bracis-28351	287	3	2015	2015	NUM
bracis-28351	287	4	)	)	PUNCT
bracis-28351	287	5	google	google	NOUN
bracis-28351	287	6	scholar	scholar	NOUN
bracis-28351	287	7	  	  	SPACE
bracis-28351	287	8	piette	piette	NOUN
bracis-28351	287	9	,	,	PUNCT
bracis-28351	287	10	é	é	PROPN
bracis-28351	287	11	.	.	PROPN
bracis-28351	287	12	,	,	PUNCT
bracis-28351	287	13	soemers	soemer	NOUN
bracis-28351	287	14	,	,	PUNCT
bracis-28351	287	15	d.j.n.j	d.j.n.j	PROPN
bracis-28351	287	16	.	.	PROPN
bracis-28351	287	17	,	,	PUNCT
bracis-28351	287	18	stephenson	stephenson	PROPN
bracis-28351	287	19	,	,	PUNCT
bracis-28351	287	20	m.	m.	NOUN
bracis-28351	287	21	,	,	PUNCT
bracis-28351	287	22	sironi	sironi	PROPN
bracis-28351	287	23	,	,	PUNCT
bracis-28351	287	24	c.f	c.f	PROPN
bracis-28351	287	25	.	.	PROPN
bracis-28351	287	26	,	,	PUNCT
bracis-28351	287	27	winands	winand	NOUN
bracis-28351	287	28	,	,	PUNCT
bracis-28351	287	29	m.h.m	m.h.m	NOUN
bracis-28351	287	30	.	.	PROPN
bracis-28351	287	31	,	,	PUNCT
bracis-28351	287	32	browne	browne	PROPN
bracis-28351	287	33	,	,	PUNCT
bracis-28351	287	34	c.	c.	PROPN
bracis-28351	287	35	:	:	PUNCT
bracis-28351	287	36	ludii	ludii	VERB
bracis-28351	287	37	the	the	DET
bracis-28351	287	38	ludemic	ludemic	ADJ
bracis-28351	287	39	general	general	ADJ
bracis-28351	287	40	game	game	NOUN
bracis-28351	287	41	system	system	NOUN
bracis-28351	287	42	.	.	PUNCT
bracis-28351	288	1	in	in	ADP
bracis-28351	288	2	:	:	PUNCT
bracis-28351	288	3	giacomo	giacomo	PROPN
bracis-28351	288	4	,	,	PUNCT
bracis-28351	288	5	g.d	g.d	PROPN
bracis-28351	288	6	.	.	PROPN
bracis-28351	288	7	,	,	PUNCT
bracis-28351	288	8	catala	catala	PROPN
bracis-28351	288	9	,	,	PUNCT
bracis-28351	288	10	a.	a.	NOUN
bracis-28351	288	11	,	,	PUNCT
bracis-28351	288	12	dilkina	dilkina	PROPN
bracis-28351	288	13	,	,	PUNCT
bracis-28351	288	14	b.	b.	PROPN
bracis-28351	288	15	,	,	PUNCT
bracis-28351	288	16	milano	milano	PROPN
bracis-28351	288	17	,	,	PUNCT
bracis-28351	288	18	m.	m.	NOUN
bracis-28351	288	19	,	,	PUNCT
bracis-28351	288	20	barro	barro	PROPN
bracis-28351	288	21	,	,	PUNCT
bracis-28351	288	22	s.	s.	PROPN
bracis-28351	288	23	,	,	PUNCT
bracis-28351	288	24	bugarín	bugarín	PROPN
bracis-28351	288	25	,	,	PUNCT
bracis-28351	288	26	a.	a.	PROPN
bracis-28351	288	27	,	,	PUNCT
bracis-28351	288	28	lang	lang	PROPN
bracis-28351	288	29	,	,	PUNCT
bracis-28351	288	30	j.	j.	PROPN
bracis-28351	288	31	(	(	PUNCT
bracis-28351	288	32	eds	eds	PROPN
bracis-28351	288	33	.	.	PUNCT
bracis-28351	288	34	)	)	PUNCT
bracis-28351	288	35	proceedings	proceeding	NOUN
bracis-28351	288	36	of	of	ADP
bracis-28351	288	37	the	the	DET
bracis-28351	288	38	24th	24th	ADJ
bracis-28351	288	39	european	european	ADJ
bracis-28351	288	40	conference	conference	NOUN
bracis-28351	288	41	on	on	ADP
bracis-28351	288	42	artificial	artificial	ADJ
bracis-28351	288	43	intelligence	intelligence	NOUN
bracis-28351	288	44	(	(	PUNCT
bracis-28351	288	45	ecai	ecai	PROPN
bracis-28351	288	46	2020	2020	NUM
bracis-28351	288	47	)	)	PUNCT
bracis-28351	288	48	.	.	PUNCT
bracis-28351	289	1	vol	vol	NOUN
bracis-28351	289	2	.	.	PUNCT
bracis-28351	290	1	325	325	NUM
bracis-28351	290	2	,	,	PUNCT
bracis-28351	290	3	pp	pp	ADJ
bracis-28351	290	4	.	.	PUNCT
bracis-28351	291	1	411–418	411–418	NUM
bracis-28351	291	2	.	.	PUNCT
bracis-28351	292	1	ios	ios	PROPN
bracis-28351	292	2	press	press	NOUN
bracis-28351	292	3	(	(	PUNCT
bracis-28351	292	4	2020	2020	NUM
bracis-28351	292	5	)	)	PUNCT
bracis-28351	292	6	google	google	PROPN
bracis-28351	292	7	scholar	scholar	NOUN
bracis-28351	292	8	  	  	SPACE
bracis-28351	292	9	świechowski	świechowski	ADJ
bracis-28351	292	10	,	,	PUNCT
bracis-28351	292	11	m.	m.	NOUN
bracis-28351	292	12	,	,	PUNCT
bracis-28351	292	13	godlewski	godlewski	PROPN
bracis-28351	292	14	,	,	PUNCT
bracis-28351	292	15	k.	k.	PROPN
bracis-28351	292	16	,	,	PUNCT
bracis-28351	292	17	sawicki	sawicki	PROPN
bracis-28351	292	18	,	,	PUNCT
bracis-28351	292	19	b.	b.	PROPN
bracis-28351	292	20	,	,	PUNCT
bracis-28351	292	21	mańdziuk	mańdziuk	PROPN
bracis-28351	292	22	,	,	PUNCT
bracis-28351	292	23	j.	j.	PROPN
bracis-28351	292	24	:	:	PUNCT
bracis-28351	292	25	monte	monte	PROPN
bracis-28351	292	26	carlo	carlo	PROPN
bracis-28351	292	27	tree	tree	NOUN
bracis-28351	292	28	search	search	NOUN
bracis-28351	292	29	:	:	PUNCT
bracis-28351	292	30	a	a	DET
bracis-28351	292	31	review	review	NOUN
bracis-28351	292	32	of	of	ADP
bracis-28351	292	33	recent	recent	ADJ
bracis-28351	292	34	modifications	modification	NOUN
bracis-28351	292	35	and	and	CCONJ
bracis-28351	292	36	applications	application	NOUN
bracis-28351	292	37	.	.	PUNCT
bracis-28351	293	1	artificial	artificial	ADJ
bracis-28351	293	2	intelligence	intelligence	NOUN
bracis-28351	293	3	review	review	NOUN
bracis-28351	293	4	,	,	PUNCT
bracis-28351	293	5	pp	pp	ADP
bracis-28351	293	6	.	.	PUNCT
bracis-28351	294	1	1–66	1–66	PROPN
bracis-28351	294	2	(	(	PUNCT
bracis-28351	294	3	2022	2022	NUM
bracis-28351	294	4	)	)	PUNCT
bracis-28351	294	5	google	google	NOUN
bracis-28351	294	6	scholar	scholar	NOUN
bracis-28351	294	7	  	  	SPACE
bracis-28351	294	8	świechowski	świechowski	ADJ
bracis-28351	294	9	,	,	PUNCT
bracis-28351	294	10	m.	m.	NOUN
bracis-28351	294	11	,	,	PUNCT
bracis-28351	294	12	park	park	NOUN
bracis-28351	294	13	,	,	PUNCT
bracis-28351	294	14	h.	h.	PROPN
bracis-28351	294	15	,	,	PUNCT
bracis-28351	294	16	mańdziuk	mańdziuk	PROPN
bracis-28351	294	17	,	,	PUNCT
bracis-28351	294	18	j.	j.	PROPN
bracis-28351	294	19	,	,	PUNCT
bracis-28351	294	20	kim	kim	PROPN
bracis-28351	294	21	,	,	PUNCT
bracis-28351	294	22	k.j	k.j	PROPN
bracis-28351	294	23	.	.	PROPN
bracis-28351	294	24	:	:	PUNCT
bracis-28351	295	1	recent	recent	ADJ
bracis-28351	295	2	advances	advance	NOUN
bracis-28351	295	3	in	in	ADP
bracis-28351	295	4	general	general	ADJ
bracis-28351	295	5	game	game	NOUN
bracis-28351	295	6	playing	playing	NOUN
bracis-28351	295	7	.	.	PUNCT
bracis-28351	296	1	sci	sci	PROPN
bracis-28351	296	2	.	.	PROPN
bracis-28351	296	3	world	world	PROPN
bracis-28351	296	4	j.	j.	PROPN
bracis-28351	296	5	2015	2015	NUM
bracis-28351	296	6	(	(	PUNCT
bracis-28351	296	7	2015	2015	NUM
bracis-28351	296	8	)	)	PUNCT
bracis-28351	296	9	google	google	PROPN
bracis-28351	296	10	scholar	scholar	NOUN
bracis-28351	296	11	  	  	SPACE
bracis-28351	296	12	tolpin	tolpin	NOUN
bracis-28351	296	13	,	,	PUNCT
bracis-28351	296	14	d.	d.	PROPN
bracis-28351	296	15	,	,	PUNCT
bracis-28351	296	16	shimony	shimony	PROPN
bracis-28351	296	17	,	,	PUNCT
bracis-28351	296	18	s.	s.	PROPN
bracis-28351	296	19	:	:	PUNCT
bracis-28351	297	1	mcts	mct	NOUN
bracis-28351	297	2	based	base	VERB
bracis-28351	297	3	on	on	ADP
bracis-28351	297	4	simple	simple	ADJ
bracis-28351	297	5	regret	regret	NOUN
bracis-28351	297	6	.	.	PUNCT
bracis-28351	298	1	in	in	ADP
bracis-28351	298	2	:	:	PUNCT
bracis-28351	298	3	proceedings	proceeding	NOUN
bracis-28351	298	4	of	of	ADP
bracis-28351	298	5	the	the	DET
bracis-28351	298	6	aaai	aaai	PROPN
bracis-28351	298	7	conference	conference	NOUN
bracis-28351	298	8	on	on	ADP
bracis-28351	298	9	artificial	artificial	ADJ
bracis-28351	298	10	intelligence	intelligence	NOUN
bracis-28351	298	11	,	,	PUNCT
bracis-28351	298	12	vol	vol	NOUN
bracis-28351	298	13	.	.	PROPN
bracis-28351	298	14	26.1	26.1	NUM
bracis-28351	298	15	,	,	PUNCT
bracis-28351	298	16	pp	pp	ADJ
bracis-28351	298	17	.	.	PUNCT
bracis-28351	299	1	570–576	570–576	NUM
bracis-28351	299	2	(	(	PUNCT
bracis-28351	299	3	2012	2012	NUM
bracis-28351	299	4	)	)	PUNCT
bracis-28351	299	5	google	google	PROPN
bracis-28351	299	6	scholar	scholar	NOUN
bracis-28351	299	7	  	  	SPACE
bracis-28351	299	8	download	download	NOUN
bracis-28351	299	9	references	reference	NOUN
bracis-28351	299	10	author	author	NOUN
bracis-28351	299	11	information	information	NOUN
bracis-28351	299	12	authors	author	NOUN
bracis-28351	299	13	and	and	CCONJ
bracis-28351	299	14	affiliations	affiliation	NOUN
bracis-28351	299	15	pontifical	pontifical	ADJ
bracis-28351	299	16	catholic	catholic	PROPN
bracis-28351	299	17	university	university	PROPN
bracis-28351	299	18	of	of	ADP
bracis-28351	299	19	rio	rio	PROPN
bracis-28351	299	20	grande	grande	PROPN
bracis-28351	299	21	do	do	AUX
bracis-28351	299	22	sul	sul	PROPN
bracis-28351	299	23	,	,	PUNCT
bracis-28351	299	24	porto	porto	PROPN
bracis-28351	299	25	alegre	alegre	PROPN
bracis-28351	299	26	,	,	PUNCT
bracis-28351	299	27	brazil	brazil	PROPN
bracis-28351	299	28	victor	victor	PROPN
bracis-28351	299	29	scherer	scherer	PROPN
bracis-28351	299	30	putrich	putrich	PROPN
bracis-28351	299	31	 	 	SPACE
bracis-28351	299	32	&	&	CCONJ
bracis-28351	299	33	 	 	SPACE
bracis-28351	299	34	felipe	felipe	PROPN
bracis-28351	299	35	meneguzzi	meneguzzi	PROPN
bracis-28351	299	36	federal	federal	PROPN
bracis-28351	299	37	university	university	PROPN
bracis-28351	299	38	of	of	ADP
bracis-28351	299	39	rio	rio	PROPN
bracis-28351	299	40	grande	grande	PROPN
bracis-28351	299	41	do	do	AUX
bracis-28351	299	42	sul	sul	PROPN
bracis-28351	299	43	,	,	PUNCT
bracis-28351	299	44	porto	porto	PROPN
bracis-28351	299	45	alegre	alegre	PROPN
bracis-28351	299	46	,	,	PUNCT
bracis-28351	299	47	brazil	brazil	PROPN
bracis-28351	299	48	anderson	anderson	PROPN
bracis-28351	299	49	rocha	rocha	PROPN
bracis-28351	299	50	tavares	tavare	VERB
bracis-28351	299	51	university	university	PROPN
bracis-28351	299	52	of	of	ADP
bracis-28351	299	53	aberdeen	aberdeen	PROPN
bracis-28351	299	54	,	,	PUNCT
bracis-28351	299	55	aberdeen	aberdeen	PROPN
bracis-28351	299	56	,	,	PUNCT
bracis-28351	299	57	scotland	scotland	PROPN
bracis-28351	299	58	felipe	felipe	PROPN
bracis-28351	299	59	meneguzzi	meneguzzi	NOUN
bracis-28351	299	60	authors	author	NOUN
bracis-28351	299	61	victor	victor	PROPN
bracis-28351	299	62	scherer	scherer	PROPN
bracis-28351	299	63	putrichview	putrichview	PROPN
bracis-28351	299	64	author	author	NOUN
bracis-28351	299	65	publications	publication	NOUN
bracis-28351	299	66	search	search	NOUN
bracis-28351	299	67	author	author	NOUN
bracis-28351	299	68	on	on	ADP
bracis-28351	299	69	:	:	PUNCT
bracis-28351	299	70	pubmed	pubmed	PROPN
bracis-28351	299	71	 	 	SPACE
bracis-28351	299	72	google	google	PROPN
bracis-28351	299	73	scholar	scholar	PROPN
bracis-28351	299	74	anderson	anderson	PROPN
bracis-28351	299	75	rocha	rocha	PROPN
bracis-28351	299	76	tavaresview	tavaresview	PROPN
bracis-28351	299	77	author	author	NOUN
bracis-28351	299	78	publications	publication	NOUN
bracis-28351	299	79	search	search	NOUN
bracis-28351	299	80	author	author	NOUN
bracis-28351	299	81	on	on	ADP
bracis-28351	299	82	:	:	PUNCT
bracis-28351	299	83	pubmed	pubmed	PROPN
bracis-28351	299	84	 	 	SPACE
bracis-28351	299	85	google	google	PROPN
bracis-28351	299	86	scholar	scholar	NOUN
bracis-28351	299	87	felipe	felipe	PROPN
bracis-28351	299	88	meneguzziview	meneguzziview	PROPN
bracis-28351	299	89	author	author	NOUN
bracis-28351	299	90	publications	publication	NOUN
bracis-28351	299	91	search	search	NOUN
bracis-28351	299	92	author	author	NOUN
bracis-28351	299	93	on	on	ADP
bracis-28351	299	94	:	:	PUNCT
bracis-28351	299	95	pubmed	pubmed	PROPN
bracis-28351	299	96	 	 	SPACE
bracis-28351	299	97	google	google	PROPN
bracis-28351	299	98	scholar	scholar	NOUN
bracis-28351	299	99	corresponding	correspond	VERB
bracis-28351	299	100	author	author	NOUN
bracis-28351	299	101	correspondence	correspondence	NOUN
bracis-28351	299	102	to	to	ADP
bracis-28351	299	103	victor	victor	PROPN
bracis-28351	299	104	scherer	scherer	PROPN
bracis-28351	299	105	putrich	putrich	PROPN
bracis-28351	299	106	.	.	PUNCT
bracis-28351	300	1	editor	editor	NOUN
bracis-28351	300	2	information	information	NOUN
bracis-28351	300	3	editors	editor	NOUN
bracis-28351	300	4	and	and	CCONJ
bracis-28351	300	5	affiliations	affiliation	NOUN
bracis-28351	300	6	federal	federal	PROPN
bracis-28351	300	7	university	university	PROPN
bracis-28351	300	8	of	of	ADP
bracis-28351	300	9	são	são	PROPN
bracis-28351	300	10	carlos	carlos	PROPN
bracis-28351	300	11	,	,	PUNCT
bracis-28351	300	12	são	são	PROPN
bracis-28351	300	13	carlos	carlos	PROPN
bracis-28351	300	14	,	,	PUNCT
bracis-28351	300	15	brazil	brazil	PROPN
bracis-28351	300	16	murilo	murilo	PROPN
bracis-28351	300	17	c.	c.	PROPN
bracis-28351	300	18	naldi	naldi	PROPN
bracis-28351	300	19	centro	centro	PROPN
bracis-28351	300	20	universitario	universitario	PROPN
bracis-28351	300	21	da	da	PROPN
bracis-28351	300	22	fei	fei	PROPN
bracis-28351	300	23	,	,	PUNCT
bracis-28351	300	24	são	são	PROPN
bracis-28351	300	25	bernardo	bernardo	PROPN
bracis-28351	300	26	do	do	AUX
bracis-28351	300	27	campo	campo	PROPN
bracis-28351	300	28	,	,	PUNCT
bracis-28351	300	29	brazil	brazil	PROPN
bracis-28351	300	30	reinaldo	reinaldo	PROPN
bracis-28351	300	31	a.	a.	PROPN
bracis-28351	300	32	c.	c.	PROPN
bracis-28351	300	33	bianchi	bianchi	PROPN
bracis-28351	300	34	rights	right	NOUN
bracis-28351	300	35	and	and	CCONJ
bracis-28351	300	36	permissions	permission	NOUN
bracis-28351	300	37	reprints	reprint	NOUN
bracis-28351	300	38	and	and	CCONJ
bracis-28351	300	39	permissions	permission	VERB
bracis-28351	300	40	copyright	copyright	NOUN
bracis-28351	300	41	information	information	NOUN
bracis-28351	300	42	©	©	ADP
bracis-28351	300	43	2023	2023	NUM
bracis-28351	300	44	the	the	DET
bracis-28351	300	45	author(s	author(s	NOUN
bracis-28351	300	46	)	)	PUNCT
bracis-28351	300	47	,	,	PUNCT
bracis-28351	300	48	under	under	ADP
bracis-28351	300	49	exclusive	exclusive	ADJ
bracis-28351	300	50	license	license	NOUN
bracis-28351	300	51	to	to	ADP
bracis-28351	300	52	springer	springer	NOUN
bracis-28351	300	53	nature	nature	PROPN
bracis-28351	300	54	switzerland	switzerland	PROPN
bracis-28351	300	55	ag	ag	PROPN
bracis-28351	300	56	about	about	ADP
bracis-28351	300	57	this	this	DET
bracis-28351	300	58	paper	paper	NOUN
bracis-28351	300	59	cite	cite	VERB
bracis-28351	300	60	this	this	DET
bracis-28351	300	61	paper	paper	NOUN
bracis-28351	300	62	putrich	putrich	NOUN
bracis-28351	300	63	,	,	PUNCT
bracis-28351	300	64	v.s.	v.s.	ADJ
bracis-28351	300	65	,	,	PUNCT
bracis-28351	300	66	tavares	tavare	NOUN
bracis-28351	300	67	,	,	PUNCT
bracis-28351	300	68	a.r	a.r	PROPN
bracis-28351	300	69	.	.	PROPN
bracis-28351	300	70	,	,	PUNCT
bracis-28351	300	71	meneguzzi	meneguzzi	PROPN
bracis-28351	300	72	,	,	PUNCT
bracis-28351	300	73	f.	f.	PROPN
bracis-28351	300	74	(	(	PUNCT
bracis-28351	300	75	2023	2023	NUM
bracis-28351	300	76	)	)	PUNCT
bracis-28351	300	77	.	.	PUNCT
bracis-28351	301	1	a	a	DET
bracis-28351	301	2	monte	monte	PROPN
bracis-28351	301	3	carlo	carlo	PROPN
bracis-28351	301	4	algorithm	algorithm	PROPN
bracis-28351	301	5	for	for	ADP
bracis-28351	301	6	 	 	SPACE
bracis-28351	301	7	time	time	NOUN
bracis-28351	301	8	-	-	PUNCT
bracis-28351	301	9	constrained	constrain	VERB
bracis-28351	301	10	general	general	ADJ
bracis-28351	301	11	game	game	NOUN
bracis-28351	301	12	playing	playing	NOUN
bracis-28351	301	13	.	.	PUNCT
bracis-28351	302	1	in	in	ADP
bracis-28351	302	2	:	:	PUNCT
bracis-28351	302	3	naldi	naldi	PROPN
bracis-28351	302	4	,	,	PUNCT
bracis-28351	302	5	m.c	m.c	PROPN
bracis-28351	302	6	.	.	PROPN
bracis-28351	302	7	,	,	PUNCT
bracis-28351	302	8	bianchi	bianchi	PROPN
bracis-28351	302	9	,	,	PUNCT
bracis-28351	302	10	r.a.c	r.a.c	ADP
bracis-28351	302	11	.	.	PUNCT
bracis-28351	302	12	(	(	PUNCT
bracis-28351	302	13	eds	ed	NOUN
bracis-28351	302	14	)	)	PUNCT
bracis-28351	302	15	intelligent	intelligent	ADJ
bracis-28351	302	16	systems	system	NOUN
bracis-28351	302	17	.	.	PUNCT
bracis-28351	303	1	bracis	bracis	PROPN
bracis-28351	303	2	2023	2023	NUM
bracis-28351	303	3	.	.	PUNCT
bracis-28351	304	1	lecture	lecture	NOUN
bracis-28351	304	2	notes	note	NOUN
bracis-28351	304	3	in	in	ADP
bracis-28351	304	4	computer	computer	NOUN
bracis-28351	304	5	science	science	NOUN
bracis-28351	304	6	(	(	PUNCT
bracis-28351	304	7	)	)	PUNCT
bracis-28351	304	8	,	,	PUNCT
bracis-28351	304	9	vol	vol	NOUN
bracis-28351	304	10	14195	14195	NUM
bracis-28351	304	11	.	.	PUNCT
bracis-28351	305	1	springer	springer	NOUN
bracis-28351	305	2	,	,	PUNCT
bracis-28351	305	3	cham	cham	PROPN
bracis-28351	305	4	.	.	PUNCT
bracis-28351	306	1	https://doi.org/10.1007/978-3-031-45368-7_7	https://doi.org/10.1007/978-3-031-45368-7_7	PROPN
bracis-28351	306	2	download	download	NOUN
bracis-28351	306	3	citation	citation	NOUN
bracis-28351	306	4	.ris	.ris	PUNCT
bracis-28351	306	5	.enw	.enw	PROPN
bracis-28351	306	6	.bib	.bib	PUNCT
bracis-28351	307	1	doi	doi	PROPN
bracis-28351	307	2	:	:	PUNCT
bracis-28351	308	1	https://doi.org/10.1007/978-3-031-45368-7_7	https://doi.org/10.1007/978-3-031-45368-7_7	X
bracis-28351	308	2	published	publish	VERB
bracis-28351	308	3	:	:	PUNCT
bracis-28351	308	4	12	12	NUM
bracis-28351	308	5	october	october	PROPN
bracis-28351	308	6	2023	2023	NUM
bracis-28351	308	7	publisher	publisher	NOUN
bracis-28351	308	8	name	name	NOUN
bracis-28351	308	9	:	:	PUNCT
bracis-28351	308	10	springer	springer	NOUN
bracis-28351	308	11	,	,	PUNCT
bracis-28351	308	12	cham	cham	PROPN
bracis-28351	308	13	print	print	PROPN
bracis-28351	308	14	isbn	isbn	PROPN
bracis-28351	308	15	:	:	PUNCT
bracis-28351	308	16	978	978	NUM
bracis-28351	308	17	-	-	SYM
bracis-28351	308	18	3	3	NUM
bracis-28351	308	19	-	-	PUNCT
bracis-28351	308	20	031	031	NUM
bracis-28351	308	21	-	-	PUNCT
bracis-28351	308	22	45367	45367	NUM
bracis-28351	308	23	-	-	PUNCT
bracis-28351	308	24	0	0	NUM
bracis-28351	308	25	online	online	ADJ
bracis-28351	308	26	isbn	isbn	NOUN
bracis-28351	308	27	:	:	PUNCT
bracis-28351	308	28	978	978	NUM
bracis-28351	308	29	-	-	SYM
bracis-28351	308	30	3	3	NUM
bracis-28351	308	31	-	-	PUNCT
bracis-28351	308	32	031	031	NUM
bracis-28351	308	33	-	-	PUNCT
bracis-28351	308	34	45368	45368	NUM
bracis-28351	308	35	-	-	PUNCT
bracis-28351	308	36	7	7	NUM
bracis-28351	308	37	ebook	ebook	NOUN
bracis-28351	308	38	packages	package	NOUN
bracis-28351	308	39	:	:	PUNCT
bracis-28351	308	40	computer	computer	NOUN
bracis-28351	308	41	sciencecomputer	sciencecomputer	NOUN
bracis-28351	308	42	science	science	NOUN
bracis-28351	308	43	(	(	PUNCT
bracis-28351	308	44	r0	r0	NOUN
bracis-28351	308	45	)	)	PUNCT
bracis-28351	308	46	share	share	VERB
bracis-28351	308	47	this	this	DET
bracis-28351	308	48	paper	paper	NOUN
bracis-28351	308	49	anyone	anyone	PRON
bracis-28351	308	50	you	you	PRON
bracis-28351	308	51	share	share	VERB
bracis-28351	308	52	the	the	DET
bracis-28351	308	53	following	follow	VERB
bracis-28351	308	54	link	link	NOUN
bracis-28351	308	55	with	with	ADP
bracis-28351	308	56	will	will	AUX
bracis-28351	308	57	be	be	AUX
bracis-28351	308	58	able	able	ADJ
bracis-28351	308	59	to	to	PART
bracis-28351	308	60	read	read	VERB
bracis-28351	308	61	this	this	DET
bracis-28351	308	62	content	content	NOUN
bracis-28351	308	63	:	:	PUNCT
bracis-28351	308	64	get	get	VERB
bracis-28351	308	65	shareable	shareable	ADJ
bracis-28351	308	66	linksorry	linksorry	NOUN
bracis-28351	308	67	,	,	PUNCT
bracis-28351	308	68	a	a	DET
bracis-28351	308	69	shareable	shareable	ADJ
bracis-28351	308	70	link	link	NOUN
bracis-28351	308	71	is	be	AUX
bracis-28351	308	72	not	not	PART
bracis-28351	308	73	currently	currently	ADV
bracis-28351	308	74	available	available	ADJ
bracis-28351	308	75	for	for	ADP
bracis-28351	308	76	this	this	DET
bracis-28351	308	77	article	article	NOUN
bracis-28351	308	78	.	.	PUNCT
bracis-28351	309	1	copy	copy	VERB
bracis-28351	309	2	shareable	shareable	ADJ
bracis-28351	309	3	link	link	NOUN
bracis-28351	309	4	to	to	PART
bracis-28351	309	5	clipboard	clipboard	NOUN
bracis-28351	309	6	provided	provide	VERB
bracis-28351	309	7	by	by	ADP
bracis-28351	309	8	the	the	DET
bracis-28351	309	9	springer	springer	NOUN
bracis-28351	309	10	nature	nature	PROPN
bracis-28351	309	11	sharedit	sharedit	PROPN
bracis-28351	309	12	content	content	NOUN
bracis-28351	309	13	-	-	PUNCT
bracis-28351	309	14	sharing	share	VERB
bracis-28351	309	15	initiative	initiative	NOUN
bracis-28351	309	16	keywords	keyword	NOUN
bracis-28351	309	17	general	general	ADJ
bracis-28351	309	18	game	game	NOUN
bracis-28351	309	19	playing	play	VERB
bracis-28351	309	20	monte	monte	PROPN
bracis-28351	309	21	carlo	carlo	PROPN
bracis-28351	309	22	regret	regret	PROPN
bracis-28351	309	23	publish	publish	VERB
bracis-28351	309	24	with	with	ADP
bracis-28351	309	25	us	us	PROPN
bracis-28351	309	26	policies	policy	NOUN
bracis-28351	309	27	and	and	CCONJ
bracis-28351	309	28	ethics	ethic	NOUN
bracis-28351	309	29	search	search	NOUN
bracis-28351	309	30	search	search	NOUN
bracis-28351	309	31	by	by	ADP
bracis-28351	309	32	keyword	keyword	NOUN
bracis-28351	309	33	or	or	CCONJ
bracis-28351	309	34	author	author	NOUN
bracis-28351	309	35	search	search	NOUN
bracis-28351	309	36	navigation	navigation	NOUN
bracis-28351	309	37	find	find	VERB
bracis-28351	309	38	a	a	DET
bracis-28351	309	39	journal	journal	NOUN
bracis-28351	309	40	publish	publish	VERB
bracis-28351	309	41	with	with	ADP
bracis-28351	309	42	us	we	PRON
bracis-28351	309	43	track	track	VERB
bracis-28351	309	44	your	your	PRON
bracis-28351	309	45	research	research	NOUN
bracis-28351	309	46	discover	discover	VERB
bracis-28351	309	47	content	content	NOUN
bracis-28351	309	48	journals	journal	NOUN
bracis-28351	309	49	a	a	DET
bracis-28351	309	50	-	-	PUNCT
bracis-28351	309	51	z	z	NOUN
bracis-28351	309	52	books	book	NOUN
bracis-28351	309	53	a	a	DET
bracis-28351	309	54	-	-	PUNCT
bracis-28351	309	55	z	z	NOUN
bracis-28351	309	56	publish	publish	NOUN
bracis-28351	309	57	with	with	ADP
bracis-28351	309	58	us	us	PROPN
bracis-28351	309	59	journal	journal	PROPN
bracis-28351	309	60	finder	finder	PROPN
bracis-28351	309	61	publish	publish	VERB
bracis-28351	309	62	your	your	PRON
bracis-28351	309	63	research	research	NOUN
bracis-28351	309	64	language	language	NOUN
bracis-28351	309	65	editing	edit	VERB
bracis-28351	309	66	open	open	ADJ
bracis-28351	309	67	access	access	NOUN
bracis-28351	309	68	publishing	publishing	NOUN
bracis-28351	309	69	products	product	NOUN
bracis-28351	309	70	and	and	CCONJ
bracis-28351	309	71	services	service	NOUN
bracis-28351	309	72	our	our	PRON
bracis-28351	309	73	products	product	NOUN
bracis-28351	309	74	librarians	librarian	VERB
bracis-28351	309	75	societies	society	NOUN
bracis-28351	309	76	partners	partner	NOUN
bracis-28351	309	77	and	and	CCONJ
bracis-28351	309	78	advertisers	advertiser	NOUN
bracis-28351	309	79	our	our	PRON
bracis-28351	309	80	brands	brand	NOUN
bracis-28351	309	81	springer	springer	NOUN
bracis-28351	309	82	nature	nature	PROPN
bracis-28351	309	83	portfolio	portfolio	PROPN
bracis-28351	309	84	bmc	bmc	PROPN
bracis-28351	309	85	palgrave	palgrave	PROPN
bracis-28351	309	86	macmillan	macmillan	PROPN
bracis-28351	309	87	apress	apress	PROPN
bracis-28351	309	88	discover	discover	VERB
bracis-28351	309	89	your	your	PRON
bracis-28351	309	90	privacy	privacy	NOUN
bracis-28351	309	91	choices	choice	NOUN
bracis-28351	309	92	/	/	SYM
bracis-28351	309	93	manage	manage	NOUN
bracis-28351	309	94	cookies	cookie	NOUN
bracis-28351	309	95	your	your	PRON
bracis-28351	309	96	us	us	PROPN
bracis-28351	310	1	state	state	NOUN
bracis-28351	310	2	privacy	privacy	NOUN
bracis-28351	310	3	rights	right	NOUN
bracis-28351	310	4	accessibility	accessibility	NOUN
bracis-28351	310	5	statement	statement	NOUN
bracis-28351	310	6	terms	term	NOUN
bracis-28351	310	7	and	and	CCONJ
bracis-28351	310	8	conditions	condition	NOUN
bracis-28351	310	9	privacy	privacy	NOUN
bracis-28351	310	10	policy	policy	NOUN
bracis-28351	310	11	help	help	NOUN
bracis-28351	310	12	and	and	CCONJ
bracis-28351	310	13	support	support	VERB
bracis-28351	310	14	legal	legal	ADJ
bracis-28351	310	15	notice	notice	NOUN
bracis-28351	310	16	cancel	cancel	VERB
bracis-28351	310	17	contracts	contract	NOUN
bracis-28351	310	18	here	here	ADV
bracis-28351	310	19	129.74.145.123	129.74.145.123	NUM
bracis-28351	310	20	hesburgh	hesburgh	PROPN
bracis-28351	310	21	library	library	PROPN
bracis-28351	310	22	er	er	INTJ
bracis-28351	310	23	unit	unit	NOUN
bracis-28351	310	24	(	(	PUNCT
bracis-28351	310	25	3005732405	3005732405	NUM
bracis-28351	310	26	)	)	PUNCT
bracis-28351	310	27	northeast	northeast	ADJ
bracis-28351	310	28	research	research	NOUN
bracis-28351	310	29	libraries	library	NOUN
bracis-28351	310	30	(	(	PUNCT
bracis-28351	310	31	nerl	nerl	PROPN
bracis-28351	310	32	)	)	PUNCT
bracis-28351	310	33	(	(	PUNCT
bracis-28351	310	34	8200828607	8200828607	NUM
bracis-28351	310	35	)	)	PUNCT
bracis-28351	310	36	nerl	nerl	VERB
bracis-28351	310	37	ta	ta	X
bracis-28351	310	38	account	account	NOUN
bracis-28351	310	39	(	(	PUNCT
bracis-28351	310	40	3006206169	3006206169	NUM
bracis-28351	310	41	)	)	PUNCT
bracis-28351	310	42	university	university	NOUN
bracis-28351	310	43	of	of	ADP
bracis-28351	310	44	notre	notre	PROPN
bracis-28351	310	45	dame	dame	PROPN
bracis-28351	310	46	hesburgh	hesburgh	PROPN
bracis-28351	310	47	library	library	NOUN
bracis-28351	310	48	(	(	PUNCT
bracis-28351	310	49	3000184373	3000184373	NUM
bracis-28351	310	50	)	)	PUNCT
bracis-28351	311	1	©	©	ADP
bracis-28351	311	2	2025	2025	NUM
bracis-28351	311	3	springer	springer	NOUN
bracis-28351	311	4	nature	nature	NOUN