id	sid	tid	token	lemma	pos
5712m616n2v	1	1	solid	solid	ADJ
5712m616n2v	1	2	state	state	NOUN
5712m616n2v	1	3	materials	material	NOUN
5712m616n2v	1	4	including	include	VERB
5712m616n2v	1	5	semiconductors	semiconductor	NOUN
5712m616n2v	1	6	and	and	CCONJ
5712m616n2v	1	7	metals	metal	NOUN
5712m616n2v	1	8	deeply	deeply	ADV
5712m616n2v	1	9	shaped	shape	VERB
5712m616n2v	1	10	our	our	PRON
5712m616n2v	1	11	modern	modern	ADJ
5712m616n2v	1	12	world	world	NOUN
5712m616n2v	1	13	,	,	PUNCT
5712m616n2v	1	14	from	from	ADP
5712m616n2v	1	15	smartphones	smartphone	NOUN
5712m616n2v	1	16	and	and	CCONJ
5712m616n2v	1	17	light	light	NOUN
5712m616n2v	1	18	-	-	PUNCT
5712m616n2v	1	19	emitting	emit	VERB
5712m616n2v	1	20	diodes	diode	NOUN
5712m616n2v	1	21	to	to	ADP
5712m616n2v	1	22	electric	electric	ADJ
5712m616n2v	1	23	cars	car	NOUN
5712m616n2v	1	24	.	.	PUNCT
5712m616n2v	2	1	besides	besides	SCONJ
5712m616n2v	2	2	the	the	DET
5712m616n2v	2	3	electrical	electrical	ADJ
5712m616n2v	2	4	transport	transport	NOUN
5712m616n2v	2	5	properties	property	NOUN
5712m616n2v	2	6	,	,	PUNCT
5712m616n2v	2	7	thermal	thermal	ADJ
5712m616n2v	2	8	transport	transport	NOUN
5712m616n2v	2	9	properties	property	NOUN
5712m616n2v	2	10	also	also	ADV
5712m616n2v	2	11	play	play	VERB
5712m616n2v	2	12	significant	significant	ADJ
5712m616n2v	2	13	roles	role	NOUN
5712m616n2v	2	14	in	in	ADP
5712m616n2v	2	15	various	various	ADJ
5712m616n2v	2	16	applications	application	NOUN
5712m616n2v	2	17	,	,	PUNCT
5712m616n2v	2	18	such	such	ADJ
5712m616n2v	2	19	as	as	ADP
5712m616n2v	2	20	thermoelectrics	thermoelectric	NOUN
5712m616n2v	2	21	and	and	CCONJ
5712m616n2v	2	22	electronics	electronic	NOUN
5712m616n2v	2	23	thermal	thermal	ADJ
5712m616n2v	2	24	management	management	NOUN
5712m616n2v	2	25	,	,	PUNCT
5712m616n2v	2	26	where	where	SCONJ
5712m616n2v	2	27	thermal	thermal	ADJ
5712m616n2v	2	28	transport	transport	NOUN
5712m616n2v	2	29	properties	property	NOUN
5712m616n2v	2	30	can	can	AUX
5712m616n2v	2	31	affect	affect	VERB
5712m616n2v	2	32	both	both	DET
5712m616n2v	2	33	performance	performance	NOUN
5712m616n2v	2	34	and	and	CCONJ
5712m616n2v	2	35	reliability	reliability	NOUN
5712m616n2v	2	36	of	of	ADP
5712m616n2v	2	37	the	the	DET
5712m616n2v	2	38	devices	device	NOUN
5712m616n2v	2	39	.	.	PUNCT
5712m616n2v	3	1	in	in	ADP
5712m616n2v	3	2	most	most	ADJ
5712m616n2v	3	3	semiconductors	semiconductor	NOUN
5712m616n2v	3	4	and	and	CCONJ
5712m616n2v	3	5	insulators	insulator	NOUN
5712m616n2v	3	6	,	,	PUNCT
5712m616n2v	3	7	it	it	PRON
5712m616n2v	3	8	is	be	AUX
5712m616n2v	3	9	the	the	DET
5712m616n2v	3	10	quasiparticle	quasiparticle	NOUN
5712m616n2v	3	11	phonon	phonon	NOUN
5712m616n2v	3	12	that	that	PRON
5712m616n2v	3	13	dominates	dominate	VERB
5712m616n2v	3	14	the	the	DET
5712m616n2v	3	15	thermal	thermal	ADJ
5712m616n2v	3	16	transport	transport	NOUN
5712m616n2v	3	17	,	,	PUNCT
5712m616n2v	3	18	which	which	PRON
5712m616n2v	3	19	is	be	AUX
5712m616n2v	3	20	the	the	DET
5712m616n2v	3	21	quanta	quanta	NOUN
5712m616n2v	3	22	of	of	ADP
5712m616n2v	3	23	vibrational	vibrational	ADJ
5712m616n2v	3	24	modes	mode	NOUN
5712m616n2v	3	25	in	in	ADP
5712m616n2v	3	26	crystals	crystal	NOUN
5712m616n2v	3	27	.	.	PUNCT
5712m616n2v	4	1	a	a	DET
5712m616n2v	4	2	fundamental	fundamental	ADJ
5712m616n2v	4	3	study	study	NOUN
5712m616n2v	4	4	of	of	ADP
5712m616n2v	4	5	phonon	phonon	NOUN
5712m616n2v	4	6	in	in	ADP
5712m616n2v	4	7	semiconducting	semiconducte	VERB
5712m616n2v	4	8	materials	material	NOUN
5712m616n2v	4	9	is	be	AUX
5712m616n2v	4	10	thus	thus	ADV
5712m616n2v	4	11	of	of	ADP
5712m616n2v	4	12	great	great	ADJ
5712m616n2v	4	13	importance	importance	NOUN
5712m616n2v	4	14	in	in	ADP
5712m616n2v	4	15	order	order	NOUN
5712m616n2v	4	16	to	to	PART
5712m616n2v	4	17	understand	understand	VERB
5712m616n2v	4	18	how	how	SCONJ
5712m616n2v	4	19	heat	heat	NOUN
5712m616n2v	4	20	is	be	AUX
5712m616n2v	4	21	transported	transport	VERB
5712m616n2v	4	22	and	and	CCONJ
5712m616n2v	4	23	how	how	SCONJ
5712m616n2v	4	24	to	to	PART
5712m616n2v	4	25	better	well	ADV
5712m616n2v	4	26	design	design	VERB
5712m616n2v	4	27	new	new	ADJ
5712m616n2v	4	28	nanoscale	nanoscale	ADJ
5712m616n2v	4	29	devices	device	NOUN
5712m616n2v	4	30	and	and	CCONJ
5712m616n2v	4	31	materials	material	NOUN
5712m616n2v	4	32	.	.	PUNCT
5712m616n2v	5	1	electron	electron	NOUN
5712m616n2v	5	2	,	,	PUNCT
5712m616n2v	5	3	on	on	ADP
5712m616n2v	5	4	the	the	DET
5712m616n2v	5	5	other	other	ADJ
5712m616n2v	5	6	hand	hand	NOUN
5712m616n2v	5	7	,	,	PUNCT
5712m616n2v	5	8	contributes	contribute	VERB
5712m616n2v	5	9	significantly	significantly	ADV
5712m616n2v	5	10	to	to	ADP
5712m616n2v	5	11	the	the	DET
5712m616n2v	5	12	thermal	thermal	ADJ
5712m616n2v	5	13	transport	transport	NOUN
5712m616n2v	5	14	of	of	ADP
5712m616n2v	5	15	metals	metal	NOUN
5712m616n2v	5	16	in	in	ADP
5712m616n2v	5	17	most	most	ADJ
5712m616n2v	5	18	cases	case	NOUN
5712m616n2v	5	19	,	,	PUNCT
5712m616n2v	5	20	while	while	SCONJ
5712m616n2v	5	21	it	it	PRON
5712m616n2v	5	22	usually	usually	ADV
5712m616n2v	5	23	contributes	contribute	VERB
5712m616n2v	5	24	little	little	ADJ
5712m616n2v	5	25	to	to	ADP
5712m616n2v	5	26	thermal	thermal	ADJ
5712m616n2v	5	27	transport	transport	NOUN
5712m616n2v	5	28	in	in	ADP
5712m616n2v	5	29	semiconductors	semiconductor	NOUN
5712m616n2v	5	30	.	.	PUNCT
5712m616n2v	6	1	it	it	PRON
5712m616n2v	6	2	can	can	AUX
5712m616n2v	6	3	,	,	PUNCT
5712m616n2v	6	4	however	however	ADV
5712m616n2v	6	5	,	,	PUNCT
5712m616n2v	6	6	play	play	VERB
5712m616n2v	6	7	a	a	DET
5712m616n2v	6	8	central	central	ADJ
5712m616n2v	6	9	role	role	NOUN
5712m616n2v	6	10	in	in	ADP
5712m616n2v	6	11	thermoelectrics	thermoelectric	NOUN
5712m616n2v	6	12	,	,	PUNCT
5712m616n2v	6	13	where	where	SCONJ
5712m616n2v	6	14	its	its	PRON
5712m616n2v	6	15	transport	transport	NOUN
5712m616n2v	6	16	is	be	AUX
5712m616n2v	6	17	limited	limit	VERB
5712m616n2v	6	18	by	by	ADP
5712m616n2v	6	19	the	the	DET
5712m616n2v	6	20	electron	electron	NOUN
5712m616n2v	6	21	-	-	PUNCT
5712m616n2v	6	22	phonon	phonon	NOUN
5712m616n2v	6	23	scattering	scattering	NOUN
5712m616n2v	6	24	.	.	PUNCT
5712m616n2v	7	1	in	in	ADP
5712m616n2v	7	2	this	this	DET
5712m616n2v	7	3	way	way	NOUN
5712m616n2v	7	4	,	,	PUNCT
5712m616n2v	7	5	a	a	DET
5712m616n2v	7	6	comprehensive	comprehensive	ADJ
5712m616n2v	7	7	understanding	understanding	NOUN
5712m616n2v	7	8	of	of	ADP
5712m616n2v	7	9	coupled	couple	VERB
5712m616n2v	7	10	electron	electron	NOUN
5712m616n2v	7	11	and	and	CCONJ
5712m616n2v	7	12	phonon	phonon	NOUN
5712m616n2v	7	13	properties	property	NOUN
5712m616n2v	7	14	are	be	AUX
5712m616n2v	7	15	needed	need	VERB
5712m616n2v	7	16	to	to	PART
5712m616n2v	7	17	fully	fully	ADV
5712m616n2v	7	18	understand	understand	VERB
5712m616n2v	7	19	thermal	thermal	ADJ
5712m616n2v	7	20	transport	transport	NOUN
5712m616n2v	7	21	in	in	ADP
5712m616n2v	7	22	metals	metal	NOUN
5712m616n2v	7	23	and	and	CCONJ
5712m616n2v	7	24	semiconductors.nowadays	semiconductors.nowaday	NOUN
5712m616n2v	7	25	,	,	PUNCT
5712m616n2v	7	26	data	data	NOUN
5712m616n2v	7	27	-	-	PUNCT
5712m616n2v	7	28	driven	drive	VERB
5712m616n2v	7	29	techniques	technique	NOUN
5712m616n2v	7	30	have	have	AUX
5712m616n2v	7	31	emerged	emerge	VERB
5712m616n2v	7	32	as	as	ADP
5712m616n2v	7	33	powerful	powerful	ADJ
5712m616n2v	7	34	tools	tool	NOUN
5712m616n2v	7	35	for	for	ADP
5712m616n2v	7	36	materials	material	NOUN
5712m616n2v	7	37	design	design	NOUN
5712m616n2v	7	38	when	when	SCONJ
5712m616n2v	7	39	analytical	analytical	ADJ
5712m616n2v	7	40	principles	principle	NOUN
5712m616n2v	7	41	are	be	AUX
5712m616n2v	7	42	not	not	PART
5712m616n2v	7	43	established	establish	VERB
5712m616n2v	7	44	between	between	ADP
5712m616n2v	7	45	material	material	ADJ
5712m616n2v	7	46	compositions	composition	NOUN
5712m616n2v	7	47	and	and	CCONJ
5712m616n2v	7	48	properties	property	NOUN
5712m616n2v	7	49	.	.	PUNCT
5712m616n2v	8	1	it	it	PRON
5712m616n2v	8	2	is	be	AUX
5712m616n2v	8	3	thus	thus	ADV
5712m616n2v	8	4	of	of	ADP
5712m616n2v	8	5	great	great	ADJ
5712m616n2v	8	6	interest	interest	NOUN
5712m616n2v	8	7	and	and	CCONJ
5712m616n2v	8	8	potential	potential	NOUN
5712m616n2v	8	9	to	to	PART
5712m616n2v	8	10	apply	apply	VERB
5712m616n2v	8	11	the	the	DET
5712m616n2v	8	12	data	data	NOUN
5712m616n2v	8	13	-	-	PUNCT
5712m616n2v	8	14	driven	drive	VERB
5712m616n2v	8	15	machine	machine	NOUN
5712m616n2v	8	16	learning	learn	VERB
5712m616n2v	8	17	techniques	technique	NOUN
5712m616n2v	8	18	to	to	ADP
5712m616n2v	8	19	the	the	DET
5712m616n2v	8	20	area	area	NOUN
5712m616n2v	8	21	of	of	ADP
5712m616n2v	8	22	thermal	thermal	ADJ
5712m616n2v	8	23	transport	transport	NOUN
5712m616n2v	8	24	in	in	ADP
5712m616n2v	8	25	solid	solid	ADJ
5712m616n2v	8	26	state	state	NOUN
5712m616n2v	8	27	materials	material	NOUN
5712m616n2v	8	28	.	.	PUNCT
5712m616n2v	9	1	with	with	ADP
5712m616n2v	9	2	more	more	ADJ
5712m616n2v	9	3	data	datum	NOUN
5712m616n2v	9	4	available	available	ADJ
5712m616n2v	9	5	on	on	ADP
5712m616n2v	9	6	thermal	thermal	ADJ
5712m616n2v	9	7	transport	transport	NOUN
5712m616n2v	9	8	properties	property	NOUN
5712m616n2v	9	9	,	,	PUNCT
5712m616n2v	9	10	using	use	VERB
5712m616n2v	9	11	machine	machine	NOUN
5712m616n2v	9	12	learning	learn	VERB
5712m616n2v	9	13	techniques	technique	NOUN
5712m616n2v	9	14	can	can	AUX
5712m616n2v	9	15	help	help	VERB
5712m616n2v	9	16	us	we	PRON
5712m616n2v	9	17	understand	understand	VERB
5712m616n2v	9	18	and	and	CCONJ
5712m616n2v	9	19	utilize	utilize	VERB
5712m616n2v	9	20	the	the	DET
5712m616n2v	9	21	relations	relation	NOUN
5712m616n2v	9	22	between	between	ADP
5712m616n2v	9	23	thermal	thermal	ADJ
5712m616n2v	9	24	transport	transport	NOUN
5712m616n2v	9	25	properties	property	NOUN
5712m616n2v	9	26	and	and	CCONJ
5712m616n2v	9	27	materials	material	NOUN
5712m616n2v	9	28	structures	structure	NOUN
5712m616n2v	9	29	without	without	ADP
5712m616n2v	9	30	complex	complex	ADJ
5712m616n2v	9	31	analytical	analytical	NOUN
5712m616n2v	9	32	expressions.in	expressions.in	X
5712m616n2v	9	33	the	the	DET
5712m616n2v	9	34	first	first	ADJ
5712m616n2v	9	35	part	part	NOUN
5712m616n2v	9	36	of	of	ADP
5712m616n2v	9	37	the	the	DET
5712m616n2v	9	38	thesis	thesis	NOUN
5712m616n2v	9	39	,	,	PUNCT
5712m616n2v	9	40	considering	consider	VERB
5712m616n2v	9	41	the	the	DET
5712m616n2v	9	42	phonon	phonon	NOUN
5712m616n2v	9	43	-	-	PUNCT
5712m616n2v	9	44	phonon	phonon	NOUN
5712m616n2v	9	45	scattering	scattering	NOUN
5712m616n2v	9	46	,	,	PUNCT
5712m616n2v	9	47	lattice	lattice	ADJ
5712m616n2v	9	48	thermal	thermal	ADJ
5712m616n2v	9	49	conductivities	conductivity	NOUN
5712m616n2v	9	50	of	of	ADP
5712m616n2v	9	51	various	various	ADJ
5712m616n2v	9	52	two	two	NUM
5712m616n2v	9	53	-	-	PUNCT
5712m616n2v	9	54	dimensional	dimensional	ADJ
5712m616n2v	9	55	(	(	PUNCT
5712m616n2v	9	56	2d	2d	NOUN
5712m616n2v	9	57	)	)	PUNCT
5712m616n2v	9	58	semiconductors	semiconductor	NOUN
5712m616n2v	9	59	are	be	AUX
5712m616n2v	9	60	studied	study	VERB
5712m616n2v	9	61	by	by	ADP
5712m616n2v	9	62	solving	solve	VERB
5712m616n2v	9	63	the	the	DET
5712m616n2v	9	64	phonon	phonon	NOUN
5712m616n2v	9	65	boltzmann	boltzmann	PROPN
5712m616n2v	9	66	transport	transport	PROPN
5712m616n2v	9	67	equation	equation	NOUN
5712m616n2v	9	68	iteratively	iteratively	ADV
5712m616n2v	9	69	with	with	ADP
5712m616n2v	9	70	the	the	DET
5712m616n2v	9	71	help	help	NOUN
5712m616n2v	9	72	of	of	ADP
5712m616n2v	9	73	the	the	DET
5712m616n2v	9	74	parameter	parameter	NOUN
5712m616n2v	9	75	-	-	PUNCT
5712m616n2v	9	76	free	free	ADJ
5712m616n2v	9	77	first	first	ADJ
5712m616n2v	9	78	-	-	PUNCT
5712m616n2v	9	79	principles	principle	NOUN
5712m616n2v	9	80	calculations	calculation	NOUN
5712m616n2v	9	81	.	.	PUNCT
5712m616n2v	10	1	we	we	PRON
5712m616n2v	10	2	found	find	VERB
5712m616n2v	10	3	that	that	SCONJ
5712m616n2v	10	4	a	a	DET
5712m616n2v	10	5	bond	bond	NOUN
5712m616n2v	10	6	saturation	saturation	NOUN
5712m616n2v	10	7	rule	rule	NOUN
5712m616n2v	10	8	can	can	AUX
5712m616n2v	10	9	work	work	VERB
5712m616n2v	10	10	as	as	ADP
5712m616n2v	10	11	a	a	DET
5712m616n2v	10	12	general	general	ADJ
5712m616n2v	10	13	strategy	strategy	NOUN
5712m616n2v	10	14	for	for	ADP
5712m616n2v	10	15	the	the	DET
5712m616n2v	10	16	design	design	NOUN
5712m616n2v	10	17	of	of	ADP
5712m616n2v	10	18	high	high	ADJ
5712m616n2v	10	19	lattice	lattice	NOUN
5712m616n2v	10	20	thermal	thermal	ADJ
5712m616n2v	10	21	conductivity	conductivity	NOUN
5712m616n2v	10	22	materials	material	NOUN
5712m616n2v	10	23	.	.	PUNCT
5712m616n2v	11	1	several	several	ADJ
5712m616n2v	11	2	ultrahigh	ultrahigh	ADJ
5712m616n2v	11	3	thermal	thermal	ADJ
5712m616n2v	11	4	conductivity	conductivity	NOUN
5712m616n2v	11	5	materials	material	NOUN
5712m616n2v	11	6	,	,	PUNCT
5712m616n2v	11	7	such	such	ADJ
5712m616n2v	11	8	as	as	ADP
5712m616n2v	11	9	the	the	DET
5712m616n2v	11	10	2d	2d	NOUN
5712m616n2v	11	11	penta	penta	NOUN
5712m616n2v	11	12	-	-	PUNCT
5712m616n2v	11	13	cn2	cn2	NOUN
5712m616n2v	11	14	,	,	PUNCT
5712m616n2v	11	15	three	three	NUM
5712m616n2v	11	16	-	-	PUNCT
5712m616n2v	11	17	dimensional	dimensional	ADJ
5712m616n2v	11	18	t12	t12	NOUN
5712m616n2v	11	19	-	-	PUNCT
5712m616n2v	11	20	carbon	carbon	NOUN
5712m616n2v	11	21	and	and	CCONJ
5712m616n2v	11	22	aa	aa	PROPN
5712m616n2v	11	23	t12	t12	PROPN
5712m616n2v	11	24	-	-	PUNCT
5712m616n2v	11	25	carbon	carbon	NOUN
5712m616n2v	11	26	are	be	AUX
5712m616n2v	11	27	predicted.the	predicted.the	DET
5712m616n2v	11	28	electron	electron	NOUN
5712m616n2v	11	29	-	-	PUNCT
5712m616n2v	11	30	phonon	phonon	NOUN
5712m616n2v	11	31	scattering	scattering	NOUN
5712m616n2v	11	32	is	be	AUX
5712m616n2v	11	33	then	then	ADV
5712m616n2v	11	34	focused	focus	VERB
5712m616n2v	11	35	in	in	ADP
5712m616n2v	11	36	the	the	DET
5712m616n2v	11	37	second	second	ADJ
5712m616n2v	11	38	part	part	NOUN
5712m616n2v	11	39	,	,	PUNCT
5712m616n2v	11	40	where	where	SCONJ
5712m616n2v	11	41	thermoelectric	thermoelectric	ADJ
5712m616n2v	11	42	properties	property	NOUN
5712m616n2v	11	43	in	in	ADP
5712m616n2v	11	44	semiconductors	semiconductor	NOUN
5712m616n2v	11	45	and	and	CCONJ
5712m616n2v	11	46	the	the	DET
5712m616n2v	11	47	thermal	thermal	ADJ
5712m616n2v	11	48	and	and	CCONJ
5712m616n2v	11	49	electrical	electrical	ADJ
5712m616n2v	11	50	transport	transport	NOUN
5712m616n2v	11	51	properties	property	NOUN
5712m616n2v	11	52	of	of	ADP
5712m616n2v	11	53	metals	metal	NOUN
5712m616n2v	11	54	are	be	AUX
5712m616n2v	11	55	studied	study	VERB
5712m616n2v	11	56	in	in	ADP
5712m616n2v	11	57	a	a	DET
5712m616n2v	11	58	first	first	ADJ
5712m616n2v	11	59	-	-	PUNCT
5712m616n2v	11	60	principles	principle	NOUN
5712m616n2v	11	61	calculation	calculation	NOUN
5712m616n2v	11	62	scheme	scheme	NOUN
5712m616n2v	11	63	.	.	PUNCT
5712m616n2v	12	1	the	the	DET
5712m616n2v	12	2	2d	2d	PROPN
5712m616n2v	12	3	blue	blue	ADJ
5712m616n2v	12	4	phosphorene	phosphorene	PROPN
5712m616n2v	12	5	is	be	AUX
5712m616n2v	12	6	found	find	VERB
5712m616n2v	12	7	to	to	PART
5712m616n2v	12	8	be	be	AUX
5712m616n2v	12	9	with	with	ADP
5712m616n2v	12	10	a	a	DET
5712m616n2v	12	11	low	low	ADJ
5712m616n2v	12	12	thermoelectric	thermoelectric	ADJ
5712m616n2v	12	13	figure	figure	NOUN
5712m616n2v	12	14	of	of	ADP
5712m616n2v	12	15	merit	merit	NOUN
5712m616n2v	12	16	,	,	PUNCT
5712m616n2v	12	17	zt	zt	PROPN
5712m616n2v	12	18	,	,	PUNCT
5712m616n2v	12	19	due	due	ADP
5712m616n2v	12	20	to	to	ADP
5712m616n2v	12	21	its	its	PRON
5712m616n2v	12	22	high	high	ADJ
5712m616n2v	12	23	lattice	lattice	NOUN
5712m616n2v	12	24	thermal	thermal	ADJ
5712m616n2v	12	25	conductivity	conductivity	NOUN
5712m616n2v	12	26	.	.	PUNCT
5712m616n2v	13	1	however	however	ADV
5712m616n2v	13	2	,	,	PUNCT
5712m616n2v	13	3	with	with	ADP
5712m616n2v	13	4	nanostructures	nanostructure	NOUN
5712m616n2v	13	5	which	which	PRON
5712m616n2v	13	6	reduce	reduce	VERB
5712m616n2v	13	7	lattice	lattice	NOUN
5712m616n2v	13	8	thermal	thermal	ADJ
5712m616n2v	13	9	conductivity	conductivity	NOUN
5712m616n2v	13	10	,	,	PUNCT
5712m616n2v	13	11	the	the	DET
5712m616n2v	13	12	zt	zt	INTJ
5712m616n2v	13	13	can	can	AUX
5712m616n2v	13	14	be	be	AUX
5712m616n2v	13	15	improved	improve	VERB
5712m616n2v	13	16	dramatically	dramatically	ADV
5712m616n2v	13	17	to	to	ADP
5712m616n2v	13	18	around	around	ADV
5712m616n2v	13	19	1	1	NUM
5712m616n2v	13	20	.	.	PUNCT
5712m616n2v	14	1	in	in	ADP
5712m616n2v	14	2	metallic	metallic	ADJ
5712m616n2v	14	3	hexagonal	hexagonal	ADJ
5712m616n2v	14	4	nbn	nbn	NOUN
5712m616n2v	14	5	,	,	PUNCT
5712m616n2v	14	6	a	a	DET
5712m616n2v	14	7	promising	promising	ADJ
5712m616n2v	14	8	and	and	CCONJ
5712m616n2v	14	9	important	important	ADJ
5712m616n2v	14	10	superconductor	superconductor	NOUN
5712m616n2v	14	11	,	,	PUNCT
5712m616n2v	14	12	the	the	DET
5712m616n2v	14	13	first	first	ADJ
5712m616n2v	14	14	-	-	PUNCT
5712m616n2v	14	15	principles	principle	NOUN
5712m616n2v	14	16	calculation	calculation	NOUN
5712m616n2v	14	17	predicted	predict	VERB
5712m616n2v	14	18	thermal	thermal	ADJ
5712m616n2v	14	19	conductivity	conductivity	NOUN
5712m616n2v	14	20	agrees	agree	VERB
5712m616n2v	14	21	well	well	ADV
5712m616n2v	14	22	with	with	ADP
5712m616n2v	14	23	experimental	experimental	ADJ
5712m616n2v	14	24	measurements.finally	measurements.finally	ADV
5712m616n2v	14	25	,	,	PUNCT
5712m616n2v	14	26	machine	machine	NOUN
5712m616n2v	14	27	learning	learning	NOUN
5712m616n2v	14	28	techniques	technique	NOUN
5712m616n2v	14	29	,	,	PUNCT
5712m616n2v	14	30	especially	especially	ADV
5712m616n2v	14	31	the	the	DET
5712m616n2v	14	32	transfer	transfer	NOUN
5712m616n2v	14	33	learning	learning	NOUN
5712m616n2v	14	34	(	(	PUNCT
5712m616n2v	14	35	tl	tl	PROPN
5712m616n2v	14	36	)	)	PUNCT
5712m616n2v	14	37	,	,	PUNCT
5712m616n2v	14	38	are	be	AUX
5712m616n2v	14	39	applied	apply	VERB
5712m616n2v	14	40	to	to	PART
5712m616n2v	14	41	study	study	VERB
5712m616n2v	14	42	the	the	DET
5712m616n2v	14	43	phonon	phonon	NOUN
5712m616n2v	14	44	properties	property	NOUN
5712m616n2v	14	45	of	of	ADP
5712m616n2v	14	46	semiconductors	semiconductor	NOUN
5712m616n2v	14	47	.	.	PUNCT
5712m616n2v	15	1	considering	consider	VERB
5712m616n2v	15	2	the	the	DET
5712m616n2v	15	3	fact	fact	NOUN
5712m616n2v	15	4	that	that	SCONJ
5712m616n2v	15	5	electron	electron	NOUN
5712m616n2v	15	6	properties	property	NOUN
5712m616n2v	15	7	are	be	AUX
5712m616n2v	15	8	much	much	ADV
5712m616n2v	15	9	easier	easy	ADJ
5712m616n2v	15	10	to	to	PART
5712m616n2v	15	11	obtain	obtain	VERB
5712m616n2v	15	12	.	.	PUNCT
5712m616n2v	16	1	tl	tl	PROPN
5712m616n2v	16	2	is	be	AUX
5712m616n2v	16	3	used	use	VERB
5712m616n2v	16	4	to	to	PART
5712m616n2v	16	5	leverage	leverage	VERB
5712m616n2v	16	6	electron	electron	NOUN
5712m616n2v	16	7	properties	property	NOUN
5712m616n2v	16	8	to	to	PART
5712m616n2v	16	9	help	help	VERB
5712m616n2v	16	10	predict	predict	VERB
5712m616n2v	16	11	phonon	phonon	NOUN
5712m616n2v	16	12	properties	property	NOUN
5712m616n2v	16	13	.	.	PUNCT
5712m616n2v	17	1	we	we	PRON
5712m616n2v	17	2	found	find	VERB
5712m616n2v	17	3	that	that	SCONJ
5712m616n2v	17	4	tl	tl	PROPN
5712m616n2v	17	5	can	can	AUX
5712m616n2v	17	6	help	help	VERB
5712m616n2v	17	7	improve	improve	VERB
5712m616n2v	17	8	the	the	DET
5712m616n2v	17	9	prediction	prediction	NOUN
5712m616n2v	17	10	accuracy	accuracy	NOUN
5712m616n2v	17	11	significantly	significantly	ADV
5712m616n2v	17	12	compared	compare	VERB
5712m616n2v	17	13	with	with	ADP
5712m616n2v	17	14	direct	direct	ADJ
5712m616n2v	17	15	training	training	NOUN
5712m616n2v	17	16	,	,	PUNCT
5712m616n2v	17	17	indicating	indicate	VERB
5712m616n2v	17	18	a	a	DET
5712m616n2v	17	19	deep	deep	ADJ
5712m616n2v	17	20	connection	connection	NOUN
5712m616n2v	17	21	between	between	ADP
5712m616n2v	17	22	electron	electron	NOUN
5712m616n2v	17	23	and	and	CCONJ
5712m616n2v	17	24	phonon	phonon	NOUN
5712m616n2v	17	25	.	.	PUNCT
5712m616n2v	18	1	results	result	NOUN
5712m616n2v	18	2	also	also	ADV
5712m616n2v	18	3	indicate	indicate	VERB
5712m616n2v	18	4	that	that	SCONJ
5712m616n2v	18	5	tl	tl	PROPN
5712m616n2v	18	6	can	can	AUX
5712m616n2v	18	7	leverage	leverage	VERB
5712m616n2v	18	8	not	not	PART
5712m616n2v	18	9	-	-	PUNCT
5712m616n2v	18	10	so	so	ADV
5712m616n2v	18	11	-	-	PUNCT
5712m616n2v	18	12	accurate	accurate	ADJ
5712m616n2v	18	13	proxy	proxy	ADJ
5712m616n2v	18	14	properties	property	NOUN
5712m616n2v	18	15	,	,	PUNCT
5712m616n2v	18	16	as	as	ADV
5712m616n2v	18	17	long	long	ADV
5712m616n2v	18	18	as	as	SCONJ
5712m616n2v	18	19	they	they	PRON
5712m616n2v	18	20	encode	encode	VERB
5712m616n2v	18	21	composition	composition	NOUN
5712m616n2v	18	22	-	-	PUNCT
5712m616n2v	18	23	property	property	NOUN
5712m616n2v	18	24	relation	relation	NOUN
5712m616n2v	18	25	,	,	PUNCT
5712m616n2v	18	26	to	to	PART
5712m616n2v	18	27	improve	improve	VERB
5712m616n2v	18	28	models	model	NOUN
5712m616n2v	18	29	for	for	ADP
5712m616n2v	18	30	target	target	NOUN
5712m616n2v	18	31	properties	property	NOUN
5712m616n2v	18	32	–	–	PUNCT
5712m616n2v	18	33	a	a	DET
5712m616n2v	18	34	significant	significant	ADJ
5712m616n2v	18	35	feature	feature	NOUN
5712m616n2v	18	36	to	to	ADP
5712m616n2v	18	37	materials	material	NOUN
5712m616n2v	18	38	informatics	informatic	NOUN
5712m616n2v	18	39	in	in	ADP
5712m616n2v	18	40	general.in	general.in	NUM
5712m616n2v	18	41	general	general	NOUN
5712m616n2v	18	42	,	,	PUNCT
5712m616n2v	18	43	with	with	SCONJ
5712m616n2v	18	44	the	the	DET
5712m616n2v	18	45	help	help	NOUN
5712m616n2v	18	46	of	of	ADP
5712m616n2v	18	47	both	both	CCONJ
5712m616n2v	18	48	the	the	DET
5712m616n2v	18	49	first	first	ADJ
5712m616n2v	18	50	-	-	PUNCT
5712m616n2v	18	51	principles	principle	NOUN
5712m616n2v	18	52	calculations	calculation	NOUN
5712m616n2v	18	53	and	and	CCONJ
5712m616n2v	18	54	data	data	NOUN
5712m616n2v	18	55	-	-	PUNCT
5712m616n2v	18	56	driven	drive	VERB
5712m616n2v	18	57	machine	machine	NOUN
5712m616n2v	18	58	learning	learning	NOUN
5712m616n2v	18	59	techniques	technique	NOUN
5712m616n2v	18	60	,	,	PUNCT
5712m616n2v	18	61	the	the	DET
5712m616n2v	18	62	thermal	thermal	ADJ
5712m616n2v	18	63	transport	transport	NOUN
5712m616n2v	18	64	properties	property	NOUN
5712m616n2v	18	65	of	of	ADP
5712m616n2v	18	66	semiconductors	semiconductor	NOUN
5712m616n2v	18	67	and	and	CCONJ
5712m616n2v	18	68	metals	metal	NOUN
5712m616n2v	18	69	are	be	AUX
5712m616n2v	18	70	studied	study	VERB
5712m616n2v	18	71	.	.	PUNCT
5712m616n2v	19	1	these	these	DET
5712m616n2v	19	2	studies	study	NOUN
5712m616n2v	19	3	provide	provide	VERB
5712m616n2v	19	4	us	we	PRON
5712m616n2v	19	5	a	a	DET
5712m616n2v	19	6	clearer	clear	ADJ
5712m616n2v	19	7	understanding	understanding	NOUN
5712m616n2v	19	8	about	about	ADP
5712m616n2v	19	9	how	how	SCONJ
5712m616n2v	19	10	those	those	DET
5712m616n2v	19	11	quasi	quasi	NOUN
5712m616n2v	19	12	-	-	NOUN
5712m616n2v	19	13	particles	particle	NOUN
5712m616n2v	19	14	can	can	AUX
5712m616n2v	19	15	interact	interact	VERB
5712m616n2v	19	16	in	in	ADP
5712m616n2v	19	17	solid	solid	ADJ
5712m616n2v	19	18	state	state	NOUN
5712m616n2v	19	19	materials	material	NOUN
5712m616n2v	19	20	and	and	CCONJ
5712m616n2v	19	21	they	they	PRON
5712m616n2v	19	22	can	can	AUX
5712m616n2v	19	23	potentially	potentially	ADV
5712m616n2v	19	24	enable	enable	VERB
5712m616n2v	19	25	us	we	PRON
5712m616n2v	19	26	to	to	PART
5712m616n2v	19	27	design	design	VERB
5712m616n2v	19	28	materials	material	NOUN
5712m616n2v	19	29	and	and	CCONJ
5712m616n2v	19	30	devices	device	NOUN
5712m616n2v	19	31	with	with	ADP
5712m616n2v	19	32	desired	desire	VERB
5712m616n2v	19	33	thermal	thermal	ADJ
5712m616n2v	19	34	transport	transport	NOUN
5712m616n2v	19	35	properties	property	NOUN
5712m616n2v	19	36	.	.	PUNCT