id	sid	tid	token	lemma	pos
spir-14014	1	1	selected	select	VERB
spir-14014	1	2	papers	paper	NOUN
spir-14014	1	3	of	of	ADP
spir-14014	1	4	#	#	SYM
spir-14014	1	5	aoir2024	aoir2024	PROPN
spir-14014	1	6	:	:	PUNCT
spir-14014	1	7	the	the	DET
spir-14014	1	8	25th	25th	ADJ
spir-14014	1	9	annual	annual	ADJ
spir-14014	1	10	conference	conference	NOUN
spir-14014	1	11	of	of	ADP
spir-14014	1	12	the	the	DET
spir-14014	1	13	association	association	NOUN
spir-14014	1	14	of	of	ADP
spir-14014	1	15	internet	internet	NOUN
spir-14014	1	16	researchers	researcher	NOUN
spir-14014	1	17	sheffield	sheffield	PROPN
spir-14014	1	18	,	,	PUNCT
spir-14014	1	19	uk	uk	PROPN
spir-14014	1	20	/	/	SYM
spir-14014	1	21	30	30	NUM
spir-14014	1	22	oct	oct	NOUN
spir-14014	1	23	2	2	NUM
spir-14014	1	24	nov	nov	PROPN
spir-14014	1	25	2024	2024	NUM
spir-14014	1	26	suggested	suggest	VERB
spir-14014	1	27	citation	citation	NOUN
spir-14014	1	28	(	(	PUNCT
spir-14014	1	29	apa	apa	PROPN
spir-14014	1	30	):	):	PUNCT
spir-14014	1	31	suzor	suzor	NOUN
spir-14014	1	32	,	,	PUNCT
spir-14014	1	33	n	n	PROPN
spir-14014	1	34	and	and	CCONJ
spir-14014	1	35	nelson	nelson	PROPN
spir-14014	1	36	,	,	PUNCT
spir-14014	1	37	l.	l.	PROPN
spir-14014	1	38	(	(	PUNCT
spir-14014	1	39	2024	2024	NUM
spir-14014	1	40	,	,	PUNCT
spir-14014	1	41	october	october	PROPN
spir-14014	1	42	)	)	PUNCT
spir-14014	1	43	.	.	PUNCT
spir-14014	2	1	gpt4	gpt4	PROPN
spir-14014	2	2	v	v	ADP
spir-14014	2	3	the	the	DET
spir-14014	2	4	oversight	oversight	NOUN
spir-14014	2	5	board	board	NOUN
spir-14014	2	6	:	:	PUNCT
spir-14014	2	7	using	use	VERB
spir-14014	2	8	large	large	ADJ
spir-14014	2	9	language	language	NOUN
spir-14014	2	10	models	model	NOUN
spir-14014	2	11	for	for	ADP
spir-14014	2	12	content	content	NOUN
spir-14014	2	13	moderation	moderation	NOUN
spir-14014	2	14	.	.	PUNCT
spir-14014	3	1	paper	paper	NOUN
spir-14014	3	2	presented	present	VERB
spir-14014	3	3	at	at	ADP
spir-14014	3	4	aoir2024	aoir2024	PROPN
spir-14014	3	5	:	:	PUNCT
spir-14014	3	6	the	the	DET
spir-14014	3	7	25th	25th	ADJ
spir-14014	3	8	annual	annual	ADJ
spir-14014	3	9	conference	conference	NOUN
spir-14014	3	10	of	of	ADP
spir-14014	3	11	the	the	DET
spir-14014	3	12	association	association	NOUN
spir-14014	3	13	of	of	ADP
spir-14014	3	14	internet	internet	NOUN
spir-14014	3	15	researchers	researcher	NOUN
spir-14014	3	16	.	.	PUNCT
spir-14014	4	1	sheffield	sheffield	PROPN
spir-14014	4	2	,	,	PUNCT
spir-14014	4	3	uk	uk	PROPN
spir-14014	4	4	:	:	PUNCT
spir-14014	4	5	aoir	aoir	NOUN
spir-14014	4	6	.	.	PUNCT
spir-14014	4	7	retrieved	retrieve	VERB
spir-14014	4	8	from	from	ADP
spir-14014	4	9	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-14014	4	10	.	.	PUNCT
spir-14014	5	1	gpt4	gpt4	PROPN
spir-14014	5	2	v	v	ADP
spir-14014	5	3	the	the	DET
spir-14014	5	4	oversight	oversight	NOUN
spir-14014	5	5	board	board	NOUN
spir-14014	5	6	:	:	PUNCT
spir-14014	5	7	using	use	VERB
spir-14014	5	8	large	large	ADJ
spir-14014	5	9	language	language	NOUN
spir-14014	5	10	models	model	NOUN
spir-14014	5	11	for	for	ADP
spir-14014	5	12	content	content	NOUN
spir-14014	5	13	moderation	moderation	NOUN
spir-14014	5	14	nicolas	nicolas	PROPN
spir-14014	5	15	suzor	suzor	PROPN
spir-14014	5	16	queensland	queensland	PROPN
spir-14014	5	17	university	university	PROPN
spir-14014	5	18	of	of	ADP
spir-14014	5	19	technology	technology	PROPN
spir-14014	5	20	lucinda	lucinda	PROPN
spir-14014	5	21	nelson	nelson	PROPN
spir-14014	5	22	queensland	queensland	PROPN
spir-14014	5	23	university	university	PROPN
spir-14014	5	24	of	of	ADP
spir-14014	5	25	technology	technology	NOUN
spir-14014	5	26	introduction	introduction	NOUN
spir-14014	5	27	and	and	CCONJ
spir-14014	5	28	background	background	NOUN
spir-14014	5	29	large	large	ADJ
spir-14014	5	30	-	-	PUNCT
spir-14014	5	31	scale	scale	NOUN
spir-14014	5	32	automated	automate	VERB
spir-14014	5	33	content	content	NOUN
spir-14014	5	34	moderation	moderation	NOUN
spir-14014	5	35	on	on	ADP
spir-14014	5	36	major	major	ADJ
spir-14014	5	37	social	social	ADJ
spir-14014	5	38	media	medium	NOUN
spir-14014	5	39	platforms	platform	NOUN
spir-14014	5	40	continues	continue	VERB
spir-14014	5	41	to	to	PART
spir-14014	5	42	be	be	AUX
spir-14014	5	43	highly	highly	ADV
spir-14014	5	44	controversial	controversial	ADJ
spir-14014	5	45	.	.	PUNCT
spir-14014	6	1	moderation	moderation	NOUN
spir-14014	6	2	and	and	CCONJ
spir-14014	6	3	curation	curation	NOUN
spir-14014	6	4	are	be	AUX
spir-14014	6	5	central	central	ADJ
spir-14014	6	6	to	to	ADP
spir-14014	6	7	the	the	DET
spir-14014	6	8	value	value	NOUN
spir-14014	6	9	propositions	proposition	NOUN
spir-14014	6	10	that	that	PRON
spir-14014	6	11	platforms	platform	NOUN
spir-14014	6	12	provide	provide	VERB
spir-14014	6	13	,	,	PUNCT
spir-14014	6	14	but	but	CCONJ
spir-14014	6	15	companies	company	NOUN
spir-14014	6	16	have	have	AUX
spir-14014	6	17	struggled	struggle	VERB
spir-14014	6	18	to	to	PART
spir-14014	6	19	convincingly	convincingly	ADV
spir-14014	6	20	demonstrate	demonstrate	VERB
spir-14014	6	21	that	that	SCONJ
spir-14014	6	22	their	their	PRON
spir-14014	6	23	automated	automate	VERB
spir-14014	6	24	systems	system	NOUN
spir-14014	6	25	are	be	AUX
spir-14014	6	26	fair	fair	ADJ
spir-14014	6	27	and	and	CCONJ
spir-14014	6	28	effective	effective	ADJ
spir-14014	6	29	(	(	PUNCT
spir-14014	6	30	gillespie	gillespie	NOUN
spir-14014	6	31	,	,	PUNCT
spir-14014	6	32	2018	2018	NUM
spir-14014	6	33	)	)	PUNCT
spir-14014	6	34	.	.	PUNCT
spir-14014	7	1	in	in	ADP
spir-14014	7	2	this	this	DET
spir-14014	7	3	paper	paper	NOUN
spir-14014	7	4	,	,	PUNCT
spir-14014	7	5	we	we	PRON
spir-14014	7	6	set	set	VERB
spir-14014	7	7	out	out	ADP
spir-14014	7	8	to	to	PART
spir-14014	7	9	understand	understand	VERB
spir-14014	7	10	how	how	SCONJ
spir-14014	7	11	the	the	DET
spir-14014	7	12	emergence	emergence	NOUN
spir-14014	7	13	of	of	ADP
spir-14014	7	14	generative	generative	ADJ
spir-14014	7	15	ai	ai	NOUN
spir-14014	7	16	tools	tool	NOUN
spir-14014	7	17	might	might	AUX
spir-14014	7	18	transform	transform	VERB
spir-14014	7	19	industrial	industrial	ADJ
spir-14014	7	20	content	content	NOUN
spir-14014	7	21	moderation	moderation	NOUN
spir-14014	7	22	practices	practice	NOUN
spir-14014	7	23	.	.	PUNCT
spir-14014	8	1	we	we	PRON
spir-14014	8	2	investigate	investigate	VERB
spir-14014	8	3	whether	whether	SCONJ
spir-14014	8	4	the	the	DET
spir-14014	8	5	current	current	ADJ
spir-14014	8	6	generation	generation	NOUN
spir-14014	8	7	of	of	ADP
spir-14014	8	8	pretrained	pretraine	VERB
spir-14014	8	9	foundation	foundation	NOUN
spir-14014	8	10	models	model	NOUN
spir-14014	8	11	may	may	AUX
spir-14014	8	12	expand	expand	VERB
spir-14014	8	13	the	the	DET
spir-14014	8	14	established	establish	VERB
spir-14014	8	15	boundaries	boundary	NOUN
spir-14014	8	16	of	of	ADP
spir-14014	8	17	the	the	DET
spir-14014	8	18	types	type	NOUN
spir-14014	8	19	of	of	ADP
spir-14014	8	20	tasks	task	NOUN
spir-14014	8	21	that	that	PRON
spir-14014	8	22	are	be	AUX
spir-14014	8	23	considered	consider	VERB
spir-14014	8	24	amenable	amenable	ADJ
spir-14014	8	25	to	to	PART
spir-14014	8	26	automation	automation	NOUN
spir-14014	8	27	in	in	ADP
spir-14014	8	28	content	content	NOUN
spir-14014	8	29	moderation	moderation	NOUN
spir-14014	8	30	.	.	PUNCT
spir-14014	9	1	this	this	DET
spir-14014	9	2	paper	paper	NOUN
spir-14014	9	3	presents	present	VERB
spir-14014	9	4	the	the	DET
spir-14014	9	5	results	result	NOUN
spir-14014	9	6	of	of	ADP
spir-14014	9	7	a	a	DET
spir-14014	9	8	pilot	pilot	NOUN
spir-14014	9	9	study	study	NOUN
spir-14014	9	10	into	into	ADP
spir-14014	9	11	the	the	DET
spir-14014	9	12	potential	potential	ADJ
spir-14014	9	13	use	use	NOUN
spir-14014	9	14	of	of	ADP
spir-14014	9	15	gpt4	gpt4	NOUN
spir-14014	9	16	for	for	ADP
spir-14014	9	17	content	content	NOUN
spir-14014	9	18	moderation	moderation	NOUN
spir-14014	9	19	.	.	PUNCT
spir-14014	10	1	we	we	PRON
spir-14014	10	2	use	use	VERB
spir-14014	10	3	the	the	DET
spir-14014	10	4	hate	hate	NOUN
spir-14014	10	5	speech	speech	NOUN
spir-14014	10	6	decisions	decision	NOUN
spir-14014	10	7	of	of	ADP
spir-14014	10	8	meta	meta	PROPN
spir-14014	10	9	’s	’s	PART
spir-14014	10	10	oversight	oversight	NOUN
spir-14014	10	11	board	board	NOUN
spir-14014	10	12	as	as	ADP
spir-14014	10	13	examples	example	NOUN
spir-14014	10	14	of	of	ADP
spir-14014	10	15	covert	covert	ADJ
spir-14014	10	16	hate	hate	NOUN
spir-14014	10	17	speech	speech	NOUN
spir-14014	10	18	and	and	CCONJ
spir-14014	10	19	counterspeech	counterspeech	NOUN
spir-14014	10	20	that	that	PRON
spir-14014	10	21	have	have	AUX
spir-14014	10	22	proven	prove	VERB
spir-14014	10	23	difficult	difficult	ADJ
spir-14014	10	24	for	for	ADP
spir-14014	10	25	existing	exist	VERB
spir-14014	10	26	automated	automate	VERB
spir-14014	10	27	tools	tool	NOUN
spir-14014	10	28	.	.	PUNCT
spir-14014	11	1	our	our	PRON
spir-14014	11	2	preliminary	preliminary	ADJ
spir-14014	11	3	results	result	NOUN
spir-14014	11	4	suggest	suggest	VERB
spir-14014	11	5	that	that	SCONJ
spir-14014	11	6	,	,	PUNCT
spir-14014	11	7	given	give	VERB
spir-14014	11	8	a	a	DET
spir-14014	11	9	generic	generic	ADJ
spir-14014	11	10	prompt	prompt	NOUN
spir-14014	11	11	and	and	CCONJ
spir-14014	11	12	meta	meta	VERB
spir-14014	11	13	’s	’s	NOUN
spir-14014	11	14	hate	hate	NOUN
spir-14014	11	15	speech	speech	NOUN
spir-14014	11	16	policies	policy	NOUN
spir-14014	11	17	,	,	PUNCT
spir-14014	11	18	gpt4	gpt4	PROPN
spir-14014	11	19	can	can	AUX
spir-14014	11	20	approximate	approximate	VERB
spir-14014	11	21	the	the	DET
spir-14014	11	22	decisions	decision	NOUN
spir-14014	11	23	and	and	CCONJ
spir-14014	11	24	accompanying	accompany	VERB
spir-14014	11	25	explanations	explanation	NOUN
spir-14014	11	26	of	of	ADP
spir-14014	11	27	the	the	DET
spir-14014	11	28	oversight	oversight	NOUN
spir-14014	11	29	board	board	NOUN
spir-14014	11	30	in	in	ADP
spir-14014	11	31	almost	almost	ADV
spir-14014	11	32	all	all	PRON
spir-14014	11	33	current	current	ADJ
spir-14014	11	34	cases	case	NOUN
spir-14014	11	35	.	.	PUNCT
spir-14014	12	1	our	our	PRON
spir-14014	12	2	final	final	ADJ
spir-14014	12	3	paper	paper	NOUN
spir-14014	12	4	will	will	AUX
spir-14014	12	5	present	present	VERB
spir-14014	12	6	analysis	analysis	NOUN
spir-14014	12	7	of	of	ADP
spir-14014	12	8	several	several	ADJ
spir-14014	12	9	clear	clear	ADJ
spir-14014	12	10	challenges	challenge	NOUN
spir-14014	12	11	and	and	CCONJ
spir-14014	12	12	limitations	limitation	NOUN
spir-14014	12	13	,	,	PUNCT
spir-14014	12	14	including	include	VERB
spir-14014	12	15	particularly	particularly	ADV
spir-14014	12	16	the	the	DET
spir-14014	12	17	sensitivity	sensitivity	NOUN
spir-14014	12	18	of	of	ADP
spir-14014	12	19	variations	variation	NOUN
spir-14014	12	20	in	in	ADP
spir-14014	12	21	prompting	prompt	VERB
spir-14014	12	22	,	,	PUNCT
spir-14014	12	23	options	option	NOUN
spir-14014	12	24	for	for	ADP
spir-14014	12	25	validating	validate	VERB
spir-14014	12	26	answers	answer	NOUN
spir-14014	12	27	,	,	PUNCT
spir-14014	12	28	and	and	CCONJ
spir-14014	12	29	generalisability	generalisability	NOUN
spir-14014	12	30	to	to	ADP
spir-14014	12	31	examples	example	NOUN
spir-14014	12	32	with	with	ADP
spir-14014	12	33	unseen	unseen	ADJ
spir-14014	12	34	content	content	NOUN
spir-14014	12	35	.	.	PUNCT
spir-14014	13	1	during	during	ADP
spir-14014	13	2	the	the	DET
spir-14014	13	3	covid-19	covid-19	PROPN
spir-14014	13	4	pandemic	pandemic	NOUN
spir-14014	13	5	,	,	PUNCT
spir-14014	13	6	in	in	ADP
spir-14014	13	7	response	response	NOUN
spir-14014	13	8	to	to	ADP
spir-14014	13	9	abrupt	abrupt	ADJ
spir-14014	13	10	labour	labour	ADJ
spir-14014	13	11	shortages	shortage	NOUN
spir-14014	13	12	and	and	CCONJ
spir-14014	13	13	lockdown	lockdown	NOUN
spir-14014	13	14	requirements	requirement	NOUN
spir-14014	13	15	,	,	PUNCT
spir-14014	13	16	platforms	platform	NOUN
spir-14014	13	17	accelerated	accelerate	VERB
spir-14014	13	18	their	their	PRON
spir-14014	13	19	adoption	adoption	NOUN
spir-14014	13	20	of	of	ADP
spir-14014	13	21	automated	automate	VERB
spir-14014	13	22	content	content	NOUN
spir-14014	13	23	moderation	moderation	NOUN
spir-14014	13	24	.	.	PUNCT
spir-14014	14	1	these	these	DET
spir-14014	14	2	systems	system	NOUN
spir-14014	14	3	have	have	AUX
spir-14014	14	4	primarily	primarily	ADV
spir-14014	14	5	used	use	VERB
spir-14014	14	6	machine	machine	NOUN
spir-14014	14	7	learning	learning	NOUN
spir-14014	14	8	classifiers	classifier	NOUN
spir-14014	14	9	trained	train	VERB
spir-14014	14	10	on	on	ADP
spir-14014	14	11	large	large	ADJ
spir-14014	14	12	datasets	dataset	NOUN
spir-14014	14	13	of	of	ADP
spir-14014	14	14	human	human	ADJ
spir-14014	14	15	decisions	decision	NOUN
spir-14014	14	16	and	and	CCONJ
spir-14014	14	17	evaluated	evaluate	VERB
spir-14014	14	18	for	for	ADP
spir-14014	14	19	consistency	consistency	NOUN
spir-14014	14	20	against	against	ADP
spir-14014	14	21	their	their	PRON
spir-14014	14	22	human	human	ADJ
spir-14014	14	23	counterparts	counterpart	NOUN
spir-14014	14	24	(	(	PUNCT
spir-14014	14	25	caplan	caplan	PROPN
spir-14014	14	26	,	,	PUNCT
spir-14014	14	27	2018	2018	NUM
spir-14014	14	28	)	)	PUNCT
spir-14014	14	29	.	.	PUNCT
spir-14014	15	1	in	in	ADP
spir-14014	15	2	prioritising	prioritise	VERB
spir-14014	15	3	consistency	consistency	NOUN
spir-14014	15	4	,	,	PUNCT
spir-14014	15	5	companies	company	NOUN
spir-14014	15	6	have	have	AUX
spir-14014	15	7	invested	invest	VERB
spir-14014	15	8	in	in	ADP
spir-14014	15	9	systems	system	NOUN
spir-14014	15	10	that	that	PRON
spir-14014	15	11	perform	perform	VERB
spir-14014	15	12	well	well	ADV
spir-14014	15	13	on	on	ADP
spir-14014	15	14	average	average	ADJ
spir-14014	15	15	,	,	PUNCT
spir-14014	15	16	but	but	CCONJ
spir-14014	15	17	comparatively	comparatively	ADV
spir-14014	15	18	much	much	ADV
spir-14014	15	19	worse	bad	ADJ
spir-14014	15	20	on	on	ADP
spir-14014	15	21	harder	hard	ADJ
spir-14014	15	22	linecalls	linecall	NOUN
spir-14014	15	23	and	and	CCONJ
spir-14014	15	24	less	less	ADV
spir-14014	15	25	common	common	ADJ
spir-14014	15	26	categories	category	NOUN
spir-14014	15	27	of	of	ADP
spir-14014	15	28	decisions	decision	NOUN
spir-14014	15	29	and	and	CCONJ
spir-14014	15	30	content	content	NOUN
spir-14014	15	31	.	.	PUNCT
spir-14014	16	1	it	it	PRON
spir-14014	16	2	is	be	AUX
spir-14014	16	3	easier	easy	ADJ
spir-14014	16	4	for	for	SCONJ
spir-14014	16	5	content	content	NOUN
spir-14014	16	6	classifiers	classifier	NOUN
spir-14014	16	7	to	to	PART
spir-14014	16	8	consistently	consistently	ADV
spir-14014	16	9	identify	identify	VERB
spir-14014	16	10	explicit	explicit	ADJ
spir-14014	16	11	,	,	PUNCT
spir-14014	16	12	egregious	egregious	ADJ
spir-14014	16	13	pieces	piece	NOUN
spir-14014	16	14	of	of	ADP
spir-14014	16	15	prohibited	prohibit	VERB
spir-14014	16	16	content	content	NOUN
spir-14014	16	17	than	than	SCONJ
spir-14014	16	18	to	to	PART
spir-14014	16	19	understand	understand	VERB
spir-14014	16	20	subtlety	subtlety	NOUN
spir-14014	16	21	,	,	PUNCT
spir-14014	16	22	nuance	nuance	NOUN
spir-14014	16	23	and	and	CCONJ
spir-14014	16	24	context	context	NOUN
spir-14014	16	25	(	(	PUNCT
spir-14014	16	26	dias	dias	PROPN
spir-14014	16	27	oliva	oliva	PROPN
spir-14014	16	28	et	et	PROPN
spir-14014	16	29	al	al	PROPN
spir-14014	16	30	.	.	PROPN
spir-14014	16	31	,	,	PUNCT
spir-14014	16	32	2021	2021	NUM
spir-14014	16	33	;	;	PUNCT
spir-14014	17	1	trott	trott	PROPN
spir-14014	17	2	et	et	PROPN
spir-14014	17	3	al	al	PROPN
spir-14014	17	4	.	.	PROPN
spir-14014	17	5	,	,	PUNCT
spir-14014	17	6	2022	2022	NUM
spir-14014	17	7	)	)	PUNCT
spir-14014	17	8	.	.	PUNCT
spir-14014	18	1	there	there	PRON
spir-14014	18	2	is	be	VERB
spir-14014	18	3	more	more	ADJ
spir-14014	18	4	training	training	NOUN
spir-14014	18	5	data	datum	NOUN
spir-14014	18	6	available	available	ADJ
spir-14014	18	7	for	for	ADP
spir-14014	18	8	common	common	ADJ
spir-14014	18	9	types	type	NOUN
spir-14014	18	10	of	of	ADP
spir-14014	18	11	rule	rule	NOUN
spir-14014	18	12	breach	breach	NOUN
spir-14014	18	13	in	in	ADP
spir-14014	18	14	more	more	ADJ
spir-14014	18	15	common	common	ADJ
spir-14014	18	16	languages	language	NOUN
spir-14014	18	17	,	,	PUNCT
spir-14014	18	18	meaning	mean	VERB
spir-14014	18	19	errors	error	NOUN
spir-14014	18	20	are	be	AUX
spir-14014	18	21	likely	likely	ADJ
spir-14014	18	22	to	to	PART
spir-14014	18	23	disproportionately	disproportionately	ADV
spir-14014	18	24	impact	impact	VERB
spir-14014	18	25	already	already	ADV
spir-14014	18	26	-	-	PUNCT
spir-14014	18	27	marginalised	marginalise	VERB
spir-14014	18	28	groups	group	NOUN
spir-14014	18	29	.	.	PUNCT
spir-14014	19	1	in	in	ADP
spir-14014	19	2	the	the	DET
spir-14014	19	3	moderation	moderation	NOUN
spir-14014	19	4	of	of	ADP
spir-14014	19	5	hate	hate	NOUN
spir-14014	19	6	speech	speech	NOUN
spir-14014	19	7	and	and	CCONJ
spir-14014	19	8	abuse	abuse	NOUN
spir-14014	19	9	,	,	PUNCT
spir-14014	19	10	uneven	uneven	ADJ
spir-14014	19	11	error	error	NOUN
spir-14014	19	12	rates	rate	NOUN
spir-14014	19	13	are	be	AUX
spir-14014	19	14	compounded	compound	VERB
spir-14014	19	15	by	by	ADP
spir-14014	19	16	the	the	DET
spir-14014	19	17	fact	fact	NOUN
spir-14014	19	18	that	that	SCONJ
spir-14014	19	19	minority	minority	NOUN
spir-14014	19	20	groups	group	NOUN
spir-14014	19	21	are	be	AUX
spir-14014	19	22	disproportionately	disproportionately	ADV
spir-14014	19	23	targeted	target	VERB
spir-14014	19	24	by	by	ADP
spir-14014	19	25	threats	threat	NOUN
spir-14014	19	26	and	and	CCONJ
spir-14014	19	27	harassment	harassment	NOUN
spir-14014	19	28	and	and	CCONJ
spir-14014	19	29	have	have	VERB
spir-14014	19	30	their	their	PRON
spir-14014	19	31	own	own	ADJ
spir-14014	19	32	content	content	NOUN
spir-14014	19	33	flagged	flag	VERB
spir-14014	19	34	for	for	ADP
spir-14014	19	35	review	review	NOUN
spir-14014	19	36	at	at	ADP
spir-14014	19	37	a	a	DET
spir-14014	19	38	disproportionately	disproportionately	ADV
spir-14014	19	39	high	high	ADJ
spir-14014	19	40	rate	rate	NOUN
spir-14014	19	41	(	(	PUNCT
spir-14014	19	42	duguay	duguay	PROPN
spir-14014	19	43	et	et	PROPN
spir-14014	19	44	al	al	PROPN
spir-14014	19	45	.	.	PROPN
spir-14014	19	46	,	,	PUNCT
spir-14014	19	47	2018	2018	NUM
spir-14014	19	48	)	)	PUNCT
spir-14014	19	49	.	.	PUNCT
spir-14014	20	1	for	for	ADP
spir-14014	20	2	a	a	DET
spir-14014	20	3	long	long	ADJ
spir-14014	20	4	time	time	NOUN
spir-14014	20	5	,	,	PUNCT
spir-14014	20	6	the	the	DET
spir-14014	20	7	limitations	limitation	NOUN
spir-14014	20	8	of	of	ADP
spir-14014	20	9	automated	automate	VERB
spir-14014	20	10	content	content	NOUN
spir-14014	20	11	classifiers	classifier	NOUN
spir-14014	20	12	in	in	ADP
spir-14014	20	13	dealing	deal	VERB
spir-14014	20	14	with	with	ADP
spir-14014	20	15	borderline	borderline	NOUN
spir-14014	20	16	cases	case	NOUN
spir-14014	20	17	have	have	AUX
spir-14014	20	18	seemed	seem	VERB
spir-14014	20	19	intractable	intractable	ADJ
spir-14014	20	20	.	.	PUNCT
spir-14014	21	1	with	with	ADP
spir-14014	21	2	the	the	DET
spir-14014	21	3	recent	recent	ADJ
spir-14014	21	4	expansion	expansion	NOUN
spir-14014	21	5	in	in	ADP
spir-14014	21	6	the	the	DET
spir-14014	21	7	capabilities	capability	NOUN
spir-14014	21	8	and	and	CCONJ
spir-14014	21	9	availability	availability	NOUN
spir-14014	21	10	of	of	ADP
spir-14014	21	11	large	large	ADJ
spir-14014	21	12	language	language	NOUN
spir-14014	21	13	models	model	NOUN
spir-14014	21	14	,	,	PUNCT
spir-14014	21	15	however	however	ADV
spir-14014	21	16	,	,	PUNCT
spir-14014	21	17	there	there	PRON
spir-14014	21	18	is	be	VERB
spir-14014	21	19	reason	reason	NOUN
spir-14014	21	20	to	to	PART
spir-14014	21	21	suspect	suspect	VERB
spir-14014	21	22	that	that	SCONJ
spir-14014	21	23	more	more	ADV
spir-14014	21	24	nuanced	nuanced	ADJ
spir-14014	21	25	automated	automate	VERB
spir-14014	21	26	assessment	assessment	NOUN
spir-14014	21	27	of	of	ADP
spir-14014	21	28	content	content	NOUN
spir-14014	21	29	in	in	ADP
spir-14014	21	30	context	context	NOUN
spir-14014	21	31	may	may	AUX
spir-14014	21	32	be	be	AUX
spir-14014	21	33	possible	possible	ADJ
spir-14014	21	34	.	.	PUNCT
spir-14014	22	1	objectives	objective	NOUN
spir-14014	22	2	we	we	PRON
spir-14014	22	3	aim	aim	VERB
spir-14014	22	4	to	to	PART
spir-14014	22	5	develop	develop	VERB
spir-14014	22	6	a	a	DET
spir-14014	22	7	chain	chain	NOUN
spir-14014	22	8	of	of	ADP
spir-14014	22	9	prompts	prompt	NOUN
spir-14014	22	10	that	that	PRON
spir-14014	22	11	can	can	AUX
spir-14014	22	12	reliably	reliably	ADV
spir-14014	22	13	distinguish	distinguish	VERB
spir-14014	22	14	between	between	ADP
spir-14014	22	15	hate	hate	NOUN
spir-14014	22	16	speech	speech	NOUN
spir-14014	22	17	,	,	PUNCT
spir-14014	22	18	content	content	NOUN
spir-14014	22	19	that	that	PRON
spir-14014	22	20	may	may	AUX
spir-14014	22	21	be	be	AUX
spir-14014	22	22	harmful	harmful	ADJ
spir-14014	22	23	but	but	CCONJ
spir-14014	22	24	is	be	AUX
spir-14014	22	25	not	not	PART
spir-14014	22	26	strictly	strictly	ADV
spir-14014	22	27	prohibited	prohibit	VERB
spir-14014	22	28	,	,	PUNCT
spir-14014	22	29	and	and	CCONJ
spir-14014	22	30	reclaimed	reclaim	VERB
spir-14014	22	31	language	language	NOUN
spir-14014	22	32	and	and	CCONJ
spir-14014	22	33	counterspeech	counterspeech	NOUN
spir-14014	22	34	.	.	PUNCT
spir-14014	23	1	as	as	ADP
spir-14014	23	2	sociolegal	sociolegal	ADJ
spir-14014	23	3	scholars	scholar	NOUN
spir-14014	23	4	,	,	PUNCT
spir-14014	23	5	we	we	PRON
spir-14014	23	6	seek	seek	VERB
spir-14014	23	7	to	to	PART
spir-14014	23	8	move	move	VERB
spir-14014	23	9	beyond	beyond	ADP
spir-14014	23	10	binary	binary	ADJ
spir-14014	23	11	classification	classification	NOUN
spir-14014	23	12	tasks	task	NOUN
spir-14014	23	13	,	,	PUNCT
spir-14014	23	14	to	to	ADP
spir-14014	23	15	the	the	DET
spir-14014	23	16	more	more	ADV
spir-14014	23	17	complex	complex	ADJ
spir-14014	23	18	task	task	NOUN
spir-14014	23	19	of	of	ADP
spir-14014	23	20	generating	generate	VERB
spir-14014	23	21	verifiable	verifiable	ADJ
spir-14014	23	22	interpretations	interpretation	NOUN
spir-14014	23	23	of	of	ADP
spir-14014	23	24	texts	text	NOUN
spir-14014	23	25	and	and	CCONJ
spir-14014	23	26	application	application	NOUN
spir-14014	23	27	of	of	ADP
spir-14014	23	28	rules	rule	NOUN
spir-14014	23	29	expressed	express	VERB
spir-14014	23	30	in	in	ADP
spir-14014	23	31	natural	natural	ADJ
spir-14014	23	32	language	language	NOUN
spir-14014	23	33	.	.	PUNCT
spir-14014	24	1	by	by	ADP
spir-14014	24	2	breaking	break	VERB
spir-14014	24	3	challenging	challenging	ADJ
spir-14014	24	4	moderation	moderation	NOUN
spir-14014	24	5	problems	problem	NOUN
spir-14014	24	6	into	into	ADP
spir-14014	24	7	chains	chain	NOUN
spir-14014	24	8	of	of	ADP
spir-14014	24	9	smaller	small	ADJ
spir-14014	24	10	tasks	task	NOUN
spir-14014	24	11	,	,	PUNCT
spir-14014	24	12	and	and	CCONJ
spir-14014	24	13	incorporating	incorporate	VERB
spir-14014	24	14	automated	automate	VERB
spir-14014	24	15	checks	check	NOUN
spir-14014	24	16	to	to	PART
spir-14014	24	17	identify	identify	VERB
spir-14014	24	18	errors	error	NOUN
spir-14014	24	19	,	,	PUNCT
spir-14014	24	20	we	we	PRON
spir-14014	24	21	aim	aim	VERB
spir-14014	24	22	to	to	PART
spir-14014	24	23	create	create	VERB
spir-14014	24	24	a	a	DET
spir-14014	24	25	system	system	NOUN
spir-14014	24	26	that	that	PRON
spir-14014	24	27	is	be	AUX
spir-14014	24	28	consistent	consistent	ADJ
spir-14014	24	29	,	,	PUNCT
spir-14014	24	30	transparent	transparent	ADJ
spir-14014	24	31	and	and	CCONJ
spir-14014	24	32	reliable	reliable	ADJ
spir-14014	24	33	.	.	PUNCT
spir-14014	25	1	crucially	crucially	ADV
spir-14014	25	2	,	,	PUNCT
spir-14014	25	3	we	we	PRON
spir-14014	25	4	explore	explore	VERB
spir-14014	25	5	how	how	SCONJ
spir-14014	25	6	it	it	PRON
spir-14014	25	7	might	might	AUX
spir-14014	25	8	be	be	AUX
spir-14014	25	9	possible	possible	ADJ
spir-14014	25	10	to	to	PART
spir-14014	25	11	use	use	VERB
spir-14014	25	12	large	large	ADJ
spir-14014	25	13	language	language	NOUN
spir-14014	25	14	models	model	NOUN
spir-14014	25	15	as	as	ADP
spir-14014	25	16	an	an	DET
spir-14014	25	17	alternative	alternative	NOUN
spir-14014	25	18	to	to	ADP
spir-14014	25	19	highly	highly	ADV
spir-14014	25	20	specialised	specialised	ADJ
spir-14014	25	21	content	content	NOUN
spir-14014	25	22	classifiers	classifier	NOUN
spir-14014	25	23	and	and	CCONJ
spir-14014	25	24	generic	generic	ADJ
spir-14014	25	25	‘	'	PUNCT
spir-14014	25	26	toxicity	toxicity	NOUN
spir-14014	25	27	’	'	PUNCT
spir-14014	25	28	and	and	CCONJ
spir-14014	25	29	‘	'	PUNCT
spir-14014	25	30	safety	safety	NOUN
spir-14014	25	31	’	'	PUNCT
spir-14014	25	32	models	model	NOUN
spir-14014	25	33	.	.	PUNCT
spir-14014	26	1	we	we	PRON
spir-14014	26	2	aim	aim	VERB
spir-14014	26	3	to	to	PART
spir-14014	26	4	assess	assess	VERB
spir-14014	26	5	the	the	DET
spir-14014	26	6	potential	potential	NOUN
spir-14014	26	7	of	of	ADP
spir-14014	26	8	generative	generative	ADJ
spir-14014	26	9	models	model	NOUN
spir-14014	26	10	to	to	PART
spir-14014	26	11	identify	identify	VERB
spir-14014	26	12	hateful	hateful	ADJ
spir-14014	26	13	speech	speech	NOUN
spir-14014	26	14	in	in	ADP
spir-14014	26	15	context	context	NOUN
spir-14014	26	16	,	,	PUNCT
spir-14014	26	17	rather	rather	ADV
spir-14014	26	18	than	than	ADP
spir-14014	26	19	focusing	focus	VERB
spir-14014	26	20	predominantly	predominantly	ADV
spir-14014	26	21	on	on	ADP
spir-14014	26	22	explicit	explicit	ADJ
spir-14014	26	23	language	language	NOUN
spir-14014	26	24	,	,	PUNCT
spir-14014	26	25	as	as	SCONJ
spir-14014	26	26	current	current	ADJ
spir-14014	26	27	classification	classification	NOUN
spir-14014	26	28	-	-	PUNCT
spir-14014	26	29	based	base	VERB
spir-14014	26	30	approaches	approach	NOUN
spir-14014	26	31	tend	tend	VERB
spir-14014	26	32	to	to	PART
spir-14014	26	33	do	do	VERB
spir-14014	26	34	.	.	PUNCT
spir-14014	27	1	method	method	VERB
spir-14014	27	2	this	this	DET
spir-14014	27	3	analysis	analysis	NOUN
spir-14014	27	4	focuses	focus	VERB
spir-14014	27	5	on	on	ADP
spir-14014	27	6	the	the	DET
spir-14014	27	7	oversight	oversight	NOUN
spir-14014	27	8	board	board	NOUN
spir-14014	27	9	’s	’s	PART
spir-14014	27	10	decisions	decision	NOUN
spir-14014	27	11	under	under	ADP
spir-14014	27	12	meta	meta	PROPN
spir-14014	27	13	’s	’s	PART
spir-14014	27	14	hate	hate	NOUN
spir-14014	27	15	speech	speech	NOUN
spir-14014	27	16	policies	policy	NOUN
spir-14014	27	17	.	.	PUNCT
spir-14014	28	1	the	the	DET
spir-14014	28	2	oversight	oversight	NOUN
spir-14014	28	3	board	board	NOUN
spir-14014	28	4	selects	select	VERB
spir-14014	28	5	a	a	DET
spir-14014	28	6	very	very	ADV
spir-14014	28	7	small	small	ADJ
spir-14014	28	8	proportion	proportion	NOUN
spir-14014	28	9	of	of	ADP
spir-14014	28	10	appeals	appeal	NOUN
spir-14014	28	11	from	from	ADP
spir-14014	28	12	instagram	instagram	PROPN
spir-14014	28	13	and	and	CCONJ
spir-14014	28	14	facebook	facebook	PROPN
spir-14014	28	15	and	and	CCONJ
spir-14014	28	16	renders	render	VERB
spir-14014	28	17	detailed	detailed	ADJ
spir-14014	28	18	decisions	decision	NOUN
spir-14014	28	19	that	that	PRON
spir-14014	28	20	reflect	reflect	VERB
spir-14014	28	21	extensive	extensive	ADJ
spir-14014	28	22	deliberation	deliberation	NOUN
spir-14014	28	23	and	and	CCONJ
spir-14014	28	24	external	external	ADJ
spir-14014	28	25	consultation	consultation	NOUN
spir-14014	28	26	.	.	PUNCT
spir-14014	29	1	they	they	PRON
spir-14014	29	2	arguably	arguably	ADV
spir-14014	29	3	represent	represent	VERB
spir-14014	29	4	some	some	PRON
spir-14014	29	5	of	of	ADP
spir-14014	29	6	the	the	DET
spir-14014	29	7	hardest	hard	ADJ
spir-14014	29	8	cases	case	NOUN
spir-14014	29	9	in	in	ADP
spir-14014	29	10	contemporary	contemporary	ADJ
spir-14014	29	11	content	content	NOUN
spir-14014	29	12	moderation	moderation	NOUN
spir-14014	29	13	,	,	PUNCT
spir-14014	29	14	and	and	CCONJ
spir-14014	29	15	they	they	PRON
spir-14014	29	16	are	be	AUX
spir-14014	29	17	certainly	certainly	ADV
spir-14014	29	18	the	the	DET
spir-14014	29	19	most	most	ADV
spir-14014	29	20	detailed	detailed	ADJ
spir-14014	29	21	and	and	CCONJ
spir-14014	29	22	extensive	extensive	ADJ
spir-14014	29	23	analyses	analysis	NOUN
spir-14014	29	24	of	of	ADP
spir-14014	29	25	their	their	PRON
spir-14014	29	26	kind	kind	NOUN
spir-14014	29	27	with	with	ADP
spir-14014	29	28	publicly	publicly	ADV
spir-14014	29	29	available	available	ADJ
spir-14014	29	30	reasoning	reasoning	NOUN
spir-14014	29	31	.	.	PUNCT
spir-14014	30	1	we	we	PRON
spir-14014	30	2	deliberately	deliberately	ADV
spir-14014	30	3	focus	focus	VERB
spir-14014	30	4	on	on	ADP
spir-14014	30	5	hard	hard	ADJ
spir-14014	30	6	cases	case	NOUN
spir-14014	30	7	as	as	ADP
spir-14014	30	8	a	a	DET
spir-14014	30	9	way	way	NOUN
spir-14014	30	10	of	of	ADP
spir-14014	30	11	exploring	explore	VERB
spir-14014	30	12	the	the	DET
spir-14014	30	13	potential	potential	NOUN
spir-14014	30	14	that	that	SCONJ
spir-14014	30	15	foundation	foundation	NOUN
spir-14014	30	16	models	model	NOUN
spir-14014	30	17	present	present	ADJ
spir-14014	30	18	to	to	PART
spir-14014	30	19	approach	approach	VERB
spir-14014	30	20	content	content	NOUN
spir-14014	30	21	moderation	moderation	NOUN
spir-14014	30	22	tasks	task	NOUN
spir-14014	30	23	in	in	ADP
spir-14014	30	24	a	a	DET
spir-14014	30	25	radically	radically	ADV
spir-14014	30	26	different	different	ADJ
spir-14014	30	27	way	way	NOUN
spir-14014	30	28	.	.	PUNCT
spir-14014	31	1	we	we	PRON
spir-14014	31	2	selected	select	VERB
spir-14014	31	3	these	these	DET
spir-14014	31	4	cases	case	NOUN
spir-14014	31	5	to	to	PART
spir-14014	31	6	explore	explore	VERB
spir-14014	31	7	opportunities	opportunity	NOUN
spir-14014	31	8	to	to	PART
spir-14014	31	9	use	use	VERB
spir-14014	31	10	large	large	ADJ
spir-14014	31	11	language	language	NOUN
spir-14014	31	12	models	model	NOUN
spir-14014	31	13	in	in	ADP
spir-14014	31	14	ways	way	NOUN
spir-14014	31	15	that	that	PRON
spir-14014	31	16	more	more	ADV
spir-14014	31	17	closely	closely	ADV
spir-14014	31	18	resemble	resemble	VERB
spir-14014	31	19	and	and	CCONJ
spir-14014	31	20	support	support	VERB
spir-14014	31	21	the	the	DET
spir-14014	31	22	analytical	analytical	ADJ
spir-14014	31	23	tasks	task	NOUN
spir-14014	31	24	of	of	ADP
spir-14014	31	25	interpreting	interpret	VERB
spir-14014	31	26	content	content	NOUN
spir-14014	31	27	and	and	CCONJ
spir-14014	31	28	applying	apply	VERB
spir-14014	31	29	the	the	DET
spir-14014	31	30	complicated	complicated	ADJ
spir-14014	31	31	(	(	PUNCT
spir-14014	31	32	and	and	CCONJ
spir-14014	31	33	sometimes	sometimes	ADV
spir-14014	31	34	poorly	poorly	ADV
spir-14014	31	35	written	write	VERB
spir-14014	31	36	)	)	PUNCT
spir-14014	31	37	natural	natural	ADJ
spir-14014	31	38	language	language	NOUN
spir-14014	31	39	rules	rule	NOUN
spir-14014	31	40	,	,	PUNCT
spir-14014	31	41	definitions	definition	NOUN
spir-14014	31	42	,	,	PUNCT
spir-14014	31	43	and	and	CCONJ
spir-14014	31	44	exceptions	exception	NOUN
spir-14014	31	45	of	of	ADP
spir-14014	31	46	content	content	NOUN
spir-14014	31	47	guidelines	guideline	NOUN
spir-14014	31	48	.	.	PUNCT
spir-14014	32	1	these	these	DET
spir-14014	32	2	cases	case	NOUN
spir-14014	32	3	,	,	PUNCT
spir-14014	32	4	which	which	PRON
spir-14014	32	5	require	require	VERB
spir-14014	32	6	understanding	understanding	NOUN
spir-14014	32	7	of	of	ADP
spir-14014	32	8	contextual	contextual	ADJ
spir-14014	32	9	signs	sign	NOUN
spir-14014	32	10	and	and	CCONJ
spir-14014	32	11	domain	domain	NOUN
spir-14014	32	12	expertise	expertise	NOUN
spir-14014	32	13	,	,	PUNCT
spir-14014	32	14	are	be	AUX
spir-14014	32	15	often	often	ADV
spir-14014	32	16	thought	think	VERB
spir-14014	32	17	to	to	PART
spir-14014	32	18	require	require	VERB
spir-14014	32	19	expert	expert	ADJ
spir-14014	32	20	human	human	ADJ
spir-14014	32	21	analysis	analysis	NOUN
spir-14014	32	22	.	.	PUNCT
spir-14014	33	1	in	in	ADP
spir-14014	33	2	this	this	DET
spir-14014	33	3	exploratory	exploratory	ADJ
spir-14014	33	4	stage	stage	NOUN
spir-14014	33	5	,	,	PUNCT
spir-14014	33	6	we	we	PRON
spir-14014	33	7	iteratively	iteratively	ADV
spir-14014	33	8	develop	develop	VERB
spir-14014	33	9	and	and	CCONJ
spir-14014	33	10	refine	refine	VERB
spir-14014	33	11	a	a	DET
spir-14014	33	12	set	set	NOUN
spir-14014	33	13	of	of	ADP
spir-14014	33	14	prompts	prompt	NOUN
spir-14014	33	15	that	that	PRON
spir-14014	33	16	together	together	ADV
spir-14014	33	17	form	form	VERB
spir-14014	33	18	a	a	DET
spir-14014	33	19	chain	chain	NOUN
spir-14014	33	20	to	to	PART
spir-14014	33	21	apply	apply	VERB
spir-14014	33	22	content	content	NOUN
spir-14014	33	23	policies	policy	NOUN
spir-14014	33	24	to	to	ADP
spir-14014	33	25	examples	example	NOUN
spir-14014	33	26	.	.	PUNCT
spir-14014	34	1	we	we	PRON
spir-14014	34	2	take	take	VERB
spir-14014	34	3	the	the	DET
spir-14014	34	4	oversight	oversight	NOUN
spir-14014	34	5	board	board	NOUN
spir-14014	34	6	decisions	decision	NOUN
spir-14014	34	7	as	as	ADP
spir-14014	34	8	ground	ground	NOUN
spir-14014	34	9	truth	truth	NOUN
spir-14014	34	10	initially	initially	ADV
spir-14014	34	11	,	,	PUNCT
spir-14014	34	12	and	and	CCONJ
spir-14014	34	13	inductively	inductively	ADV
spir-14014	34	14	explore	explore	VERB
spir-14014	34	15	variations	variation	NOUN
spir-14014	34	16	in	in	ADP
spir-14014	34	17	prompting	prompt	VERB
spir-14014	34	18	with	with	ADP
spir-14014	34	19	the	the	DET
spir-14014	34	20	goal	goal	NOUN
spir-14014	34	21	of	of	ADP
spir-14014	34	22	producing	produce	VERB
spir-14014	34	23	a	a	DET
spir-14014	34	24	generalisable	generalisable	ADJ
spir-14014	34	25	chain	chain	NOUN
spir-14014	34	26	that	that	PRON
spir-14014	34	27	produces	produce	VERB
spir-14014	34	28	consistently	consistently	ADV
spir-14014	34	29	good	good	ADJ
spir-14014	34	30	results	result	NOUN
spir-14014	34	31	across	across	ADP
spir-14014	34	32	the	the	DET
spir-14014	34	33	existing	exist	VERB
spir-14014	34	34	hate	hate	NOUN
spir-14014	34	35	speech	speech	NOUN
spir-14014	34	36	decisions	decision	NOUN
spir-14014	34	37	.	.	PUNCT
spir-14014	35	1	in	in	ADP
spir-14014	35	2	addition	addition	NOUN
spir-14014	35	3	to	to	ADP
spir-14014	35	4	systematic	systematic	ADJ
spir-14014	35	5	tests	test	NOUN
spir-14014	35	6	with	with	ADP
spir-14014	35	7	varying	vary	VERB
spir-14014	35	8	prompts	prompt	NOUN
spir-14014	35	9	and	and	CCONJ
spir-14014	35	10	context	context	NOUN
spir-14014	35	11	,	,	PUNCT
spir-14014	35	12	we	we	PRON
spir-14014	35	13	integrate	integrate	VERB
spir-14014	35	14	and	and	CCONJ
spir-14014	35	15	evaluate	evaluate	VERB
spir-14014	35	16	promising	promising	ADJ
spir-14014	35	17	techniques	technique	NOUN
spir-14014	35	18	from	from	ADP
spir-14014	35	19	other	other	ADJ
spir-14014	35	20	research	research	NOUN
spir-14014	35	21	contexts	contexts	NOUN
spir-14014	35	22	.	.	PUNCT
spir-14014	36	1	we	we	PRON
spir-14014	36	2	include	include	VERB
spir-14014	36	3	,	,	PUNCT
spir-14014	36	4	for	for	ADP
spir-14014	36	5	example	example	NOUN
spir-14014	36	6	,	,	PUNCT
spir-14014	36	7	‘	'	PUNCT
spir-14014	36	8	chain	chain	NOUN
spir-14014	36	9	-	-	PUNCT
spir-14014	36	10	of	of	ADP
spir-14014	36	11	-	-	PUNCT
spir-14014	36	12	thought	thought	NOUN
spir-14014	36	13	'	'	PUNCT
spir-14014	36	14	prompting	prompt	VERB
spir-14014	36	15	to	to	PART
spir-14014	36	16	approximate	approximate	ADJ
spir-14014	36	17	reasoning	reasoning	NOUN
spir-14014	36	18	(	(	PUNCT
spir-14014	36	19	kojima	kojima	PROPN
spir-14014	36	20	et	et	PROPN
spir-14014	36	21	al	al	PROPN
spir-14014	36	22	.	.	PROPN
spir-14014	36	23	,	,	PUNCT
spir-14014	36	24	2022	2022	NUM
spir-14014	36	25	)	)	PUNCT
spir-14014	36	26	;	;	PUNCT
spir-14014	36	27	breaking	break	VERB
spir-14014	36	28	complex	complex	ADJ
spir-14014	36	29	policies	policy	NOUN
spir-14014	36	30	into	into	ADP
spir-14014	36	31	atomistic	atomistic	ADJ
spir-14014	36	32	steps	step	NOUN
spir-14014	36	33	to	to	PART
spir-14014	36	34	avoid	avoid	VERB
spir-14014	36	35	getting	get	VERB
spir-14014	36	36	‘	'	PUNCT
spir-14014	36	37	lost	lose	VERB
spir-14014	36	38	in	in	ADP
spir-14014	36	39	the	the	DET
spir-14014	36	40	middle	middle	NOUN
spir-14014	36	41	’	'	PUNCT
spir-14014	36	42	(	(	PUNCT
spir-14014	36	43	liu	liu	PROPN
spir-14014	36	44	et	et	PROPN
spir-14014	36	45	al	al	PROPN
spir-14014	36	46	.	.	PROPN
spir-14014	36	47	,	,	PUNCT
spir-14014	36	48	2023	2023	NUM
spir-14014	36	49	)	)	PUNCT
spir-14014	36	50	of	of	ADP
spir-14014	36	51	long	long	ADJ
spir-14014	36	52	prompts	prompt	NOUN
spir-14014	36	53	;	;	PUNCT
spir-14014	36	54	and	and	CCONJ
spir-14014	36	55	adding	add	VERB
spir-14014	36	56	key	key	ADJ
spir-14014	36	57	failed	fail	VERB
spir-14014	36	58	responses	response	NOUN
spir-14014	36	59	as	as	ADP
spir-14014	36	60	‘	'	PUNCT
spir-14014	36	61	few	few	ADJ
spir-14014	36	62	-	-	PUNCT
spir-14014	36	63	shot	shot	NOUN
spir-14014	36	64	’	'	PUNCT
spir-14014	36	65	examples	example	NOUN
spir-14014	36	66	(	(	PUNCT
spir-14014	36	67	brown	brown	NOUN
spir-14014	36	68	et	et	PROPN
spir-14014	36	69	al	al	PROPN
spir-14014	36	70	.	.	PROPN
spir-14014	36	71	,	,	PUNCT
spir-14014	36	72	2020	2020	NUM
spir-14014	36	73	)	)	PUNCT
spir-14014	36	74	.	.	PUNCT
spir-14014	37	1	a	a	DET
spir-14014	37	2	fuller	full	ADJ
spir-14014	37	3	description	description	NOUN
spir-14014	37	4	of	of	ADP
spir-14014	37	5	and	and	CCONJ
spir-14014	37	6	reflection	reflection	NOUN
spir-14014	37	7	on	on	ADP
spir-14014	37	8	our	our	PRON
spir-14014	37	9	development	development	NOUN
spir-14014	37	10	process	process	NOUN
spir-14014	37	11	will	will	AUX
spir-14014	37	12	follow	follow	VERB
spir-14014	37	13	in	in	ADP
spir-14014	37	14	the	the	DET
spir-14014	37	15	full	full	ADJ
spir-14014	37	16	paper	paper	NOUN
spir-14014	37	17	.	.	PUNCT
spir-14014	38	1	preliminary	preliminary	ADJ
spir-14014	38	2	results	result	NOUN
spir-14014	38	3	our	our	PRON
spir-14014	38	4	evaluation	evaluation	NOUN
spir-14014	38	5	in	in	ADP
spir-14014	38	6	this	this	DET
spir-14014	38	7	project	project	NOUN
spir-14014	38	8	is	be	AUX
spir-14014	38	9	primarily	primarily	ADV
spir-14014	38	10	qualitative	qualitative	ADJ
spir-14014	38	11	.	.	PUNCT
spir-14014	39	1	our	our	PRON
spir-14014	39	2	exploratory	exploratory	ADJ
spir-14014	39	3	methodology	methodology	NOUN
spir-14014	39	4	does	do	AUX
spir-14014	39	5	not	not	PART
spir-14014	39	6	lend	lend	VERB
spir-14014	39	7	itself	itself	PRON
spir-14014	39	8	to	to	ADP
spir-14014	39	9	quantitative	quantitative	ADJ
spir-14014	39	10	testing	testing	NOUN
spir-14014	39	11	against	against	ADP
spir-14014	39	12	large	large	ADJ
spir-14014	39	13	-	-	PUNCT
spir-14014	39	14	scale	scale	NOUN
spir-14014	39	15	held	hold	VERB
spir-14014	39	16	-	-	PUNCT
spir-14014	39	17	out	out	ADP
spir-14014	39	18	datasets	dataset	NOUN
spir-14014	39	19	.	.	PUNCT
spir-14014	40	1	many	many	ADJ
spir-14014	40	2	existing	exist	VERB
spir-14014	40	3	content	content	NOUN
spir-14014	40	4	moderation	moderation	NOUN
spir-14014	40	5	datasets	dataset	NOUN
spir-14014	40	6	are	be	AUX
spir-14014	40	7	tuned	tune	VERB
spir-14014	40	8	specifically	specifically	ADV
spir-14014	40	9	for	for	ADP
spir-14014	40	10	stress	stress	NOUN
spir-14014	40	11	-	-	PUNCT
spir-14014	40	12	testing	test	VERB
spir-14014	40	13	classification	classification	NOUN
spir-14014	40	14	models	model	NOUN
spir-14014	40	15	.	.	PUNCT
spir-14014	41	1	meta	meta	VERB
spir-14014	41	2	’s	’s	PART
spir-14014	41	3	hate	hate	NOUN
spir-14014	41	4	memes	meme	NOUN
spir-14014	41	5	dataset	dataset	VERB
spir-14014	41	6	,	,	PUNCT
spir-14014	41	7	for	for	ADP
spir-14014	41	8	example	example	NOUN
spir-14014	41	9	,	,	PUNCT
spir-14014	41	10	is	be	AUX
spir-14014	41	11	full	full	ADJ
spir-14014	41	12	of	of	ADP
spir-14014	41	13	synthetic	synthetic	ADJ
spir-14014	41	14	examples	example	NOUN
spir-14014	41	15	designed	design	VERB
spir-14014	41	16	specifically	specifically	ADV
spir-14014	41	17	to	to	PART
spir-14014	41	18	confound	confound	VERB
spir-14014	41	19	classifiers	classifier	NOUN
spir-14014	41	20	:	:	PUNCT
spir-14014	41	21	explicit	explicit	ADJ
spir-14014	41	22	hateful	hateful	ADJ
spir-14014	41	23	messages	message	NOUN
spir-14014	41	24	and	and	CCONJ
spir-14014	41	25	harmless	harmless	ADJ
spir-14014	41	26	gibberish	gibberish	NOUN
spir-14014	41	27	that	that	PRON
spir-14014	41	28	uses	use	VERB
spir-14014	41	29	the	the	DET
spir-14014	41	30	same	same	ADJ
spir-14014	41	31	form	form	NOUN
spir-14014	41	32	or	or	CCONJ
spir-14014	41	33	expression	expression	NOUN
spir-14014	41	34	as	as	ADP
spir-14014	41	35	those	those	DET
spir-14014	41	36	messages	message	NOUN
spir-14014	41	37	.	.	PUNCT
spir-14014	42	1	our	our	PRON
spir-14014	42	2	preliminary	preliminary	ADJ
spir-14014	42	3	results	result	NOUN
spir-14014	42	4	are	be	AUX
spir-14014	42	5	promising	promise	VERB
spir-14014	42	6	and	and	CCONJ
spir-14014	42	7	revealing	revealing	ADJ
spir-14014	42	8	.	.	PUNCT
spir-14014	43	1	we	we	PRON
spir-14014	43	2	are	be	AUX
spir-14014	43	3	interested	interested	ADJ
spir-14014	43	4	not	not	PART
spir-14014	43	5	just	just	ADV
spir-14014	43	6	in	in	ADP
spir-14014	43	7	the	the	DET
spir-14014	43	8	number	number	NOUN
spir-14014	43	9	of	of	ADP
spir-14014	43	10	correct	correct	ADJ
spir-14014	43	11	outcomes	outcome	NOUN
spir-14014	43	12	,	,	PUNCT
spir-14014	43	13	but	but	CCONJ
spir-14014	43	14	whether	whether	SCONJ
spir-14014	43	15	the	the	DET
spir-14014	43	16	outcomes	outcome	NOUN
spir-14014	43	17	are	be	AUX
spir-14014	43	18	made	make	VERB
spir-14014	43	19	understandable	understandable	ADJ
spir-14014	43	20	in	in	ADP
spir-14014	43	21	a	a	DET
spir-14014	43	22	way	way	NOUN
spir-14014	43	23	that	that	PRON
spir-14014	43	24	provides	provide	VERB
spir-14014	43	25	some	some	DET
spir-14014	43	26	degree	degree	NOUN
spir-14014	43	27	of	of	ADP
spir-14014	43	28	confidence	confidence	NOUN
spir-14014	43	29	that	that	SCONJ
spir-14014	43	30	those	those	DET
spir-14014	43	31	outcomes	outcome	NOUN
spir-14014	43	32	might	might	AUX
spir-14014	43	33	be	be	AUX
spir-14014	43	34	supported	support	VERB
spir-14014	43	35	by	by	ADP
spir-14014	43	36	valid	valid	ADJ
spir-14014	43	37	reasons	reason	NOUN
spir-14014	43	38	that	that	PRON
spir-14014	43	39	are	be	AUX
spir-14014	43	40	logical	logical	ADJ
spir-14014	43	41	and	and	CCONJ
spir-14014	43	42	verifiably	verifiably	ADV
spir-14014	43	43	correct	correct	ADJ
spir-14014	43	44	.	.	PUNCT
spir-14014	44	1	obviously	obviously	ADV
spir-14014	44	2	,	,	PUNCT
spir-14014	44	3	the	the	DET
spir-14014	44	4	outcomes	outcome	NOUN
spir-14014	44	5	of	of	ADP
spir-14014	44	6	the	the	DET
spir-14014	44	7	language	language	NOUN
spir-14014	44	8	models	model	NOUN
spir-14014	44	9	themselves	themselves	PRON
spir-14014	44	10	are	be	AUX
spir-14014	44	11	still	still	ADV
spir-14014	44	12	probabilistic	probabilistic	ADJ
spir-14014	44	13	;	;	PUNCT
spir-14014	44	14	here	here	ADV
spir-14014	44	15	we	we	PRON
spir-14014	44	16	explore	explore	VERB
spir-14014	44	17	how	how	SCONJ
spir-14014	44	18	well	well	ADV
spir-14014	44	19	we	we	PRON
spir-14014	44	20	can	can	AUX
spir-14014	44	21	use	use	VERB
spir-14014	44	22	probabilistic	probabilistic	ADJ
spir-14014	44	23	generative	generative	ADJ
spir-14014	44	24	models	model	NOUN
spir-14014	44	25	to	to	PART
spir-14014	44	26	approximate	approximate	VERB
spir-14014	44	27	reasoned	reason	VERB
spir-14014	44	28	decision	decision	NOUN
spir-14014	44	29	-	-	PUNCT
spir-14014	44	30	making	making	NOUN
spir-14014	44	31	.	.	PUNCT
spir-14014	45	1	we	we	PRON
spir-14014	45	2	look	look	VERB
spir-14014	45	3	forward	forward	ADV
spir-14014	45	4	to	to	ADP
spir-14014	45	5	finalising	finalise	VERB
spir-14014	45	6	this	this	DET
spir-14014	45	7	analysis	analysis	NOUN
spir-14014	45	8	and	and	CCONJ
spir-14014	45	9	presenting	present	VERB
spir-14014	45	10	a	a	DET
spir-14014	45	11	detailed	detailed	ADJ
spir-14014	45	12	examination	examination	NOUN
spir-14014	45	13	of	of	ADP
spir-14014	45	14	our	our	PRON
spir-14014	45	15	methodological	methodological	ADJ
spir-14014	45	16	and	and	CCONJ
spir-14014	45	17	theoretical	theoretical	ADJ
spir-14014	45	18	contributions	contribution	NOUN
spir-14014	45	19	in	in	ADP
spir-14014	45	20	the	the	DET
spir-14014	45	21	coming	come	VERB
spir-14014	45	22	months	month	NOUN
spir-14014	45	23	.	.	PUNCT
spir-14014	46	1	future	future	ADJ
spir-14014	46	2	work	work	NOUN
spir-14014	46	3	we	we	PRON
spir-14014	46	4	hope	hope	VERB
spir-14014	46	5	that	that	SCONJ
spir-14014	46	6	this	this	DET
spir-14014	46	7	work	work	NOUN
spir-14014	46	8	will	will	AUX
spir-14014	46	9	lead	lead	VERB
spir-14014	46	10	to	to	ADP
spir-14014	46	11	useful	useful	ADJ
spir-14014	46	12	methodological	methodological	ADJ
spir-14014	46	13	and	and	CCONJ
spir-14014	46	14	conceptual	conceptual	ADJ
spir-14014	46	15	insights	insight	NOUN
spir-14014	46	16	that	that	PRON
spir-14014	46	17	can	can	AUX
spir-14014	46	18	guide	guide	VERB
spir-14014	46	19	emerging	emerge	VERB
spir-14014	46	20	regulation	regulation	NOUN
spir-14014	46	21	of	of	ADP
spir-14014	46	22	digital	digital	ADJ
spir-14014	46	23	platforms	platform	NOUN
spir-14014	46	24	.	.	PUNCT
spir-14014	47	1	the	the	DET
spir-14014	47	2	requirements	requirement	NOUN
spir-14014	47	3	of	of	ADP
spir-14014	47	4	new	new	ADJ
spir-14014	47	5	legislation	legislation	NOUN
spir-14014	47	6	,	,	PUNCT
spir-14014	47	7	including	include	VERB
spir-14014	47	8	the	the	DET
spir-14014	47	9	digital	digital	PROPN
spir-14014	47	10	services	service	NOUN
spir-14014	47	11	act	act	VERB
spir-14014	47	12	in	in	ADP
spir-14014	47	13	europe	europe	PROPN
spir-14014	47	14	and	and	CCONJ
spir-14014	47	15	the	the	DET
spir-14014	47	16	online	online	ADJ
spir-14014	47	17	harms	harm	NOUN
spir-14014	47	18	act	act	VERB
spir-14014	47	19	in	in	ADP
spir-14014	47	20	the	the	DET
spir-14014	47	21	uk	uk	PROPN
spir-14014	47	22	,	,	PUNCT
spir-14014	47	23	are	be	AUX
spir-14014	47	24	still	still	ADV
spir-14014	47	25	underspecified	underspecified	ADJ
spir-14014	47	26	.	.	PUNCT
spir-14014	48	1	our	our	PRON
spir-14014	48	2	analysis	analysis	NOUN
spir-14014	48	3	is	be	AUX
spir-14014	48	4	grounded	ground	VERB
spir-14014	48	5	in	in	ADP
spir-14014	48	6	theories	theory	NOUN
spir-14014	48	7	of	of	ADP
spir-14014	48	8	justice	justice	NOUN
spir-14014	48	9	that	that	PRON
spir-14014	48	10	highlight	highlight	VERB
spir-14014	48	11	not	not	PART
spir-14014	48	12	just	just	ADV
spir-14014	48	13	general	general	ADJ
spir-14014	48	14	values	value	NOUN
spir-14014	48	15	of	of	ADP
spir-14014	48	16	due	due	ADJ
spir-14014	48	17	process	process	NOUN
spir-14014	48	18	but	but	CCONJ
spir-14014	48	19	substantive	substantive	ADJ
spir-14014	48	20	impact	impact	NOUN
spir-14014	48	21	on	on	ADP
spir-14014	48	22	marginalised	marginalise	VERB
spir-14014	48	23	groups	group	NOUN
spir-14014	48	24	.	.	PUNCT
spir-14014	49	1	by	by	ADP
spir-14014	49	2	conducting	conduct	VERB
spir-14014	49	3	this	this	DET
spir-14014	49	4	research	research	NOUN
spir-14014	49	5	independently	independently	ADV
spir-14014	49	6	,	,	PUNCT
spir-14014	49	7	we	we	PRON
spir-14014	49	8	aim	aim	VERB
spir-14014	49	9	to	to	PART
spir-14014	49	10	expand	expand	VERB
spir-14014	49	11	the	the	DET
spir-14014	49	12	range	range	NOUN
spir-14014	49	13	of	of	ADP
spir-14014	49	14	potential	potential	ADJ
spir-14014	49	15	approaches	approach	NOUN
spir-14014	49	16	to	to	ADP
spir-14014	49	17	moderation	moderation	NOUN
spir-14014	49	18	at	at	ADP
spir-14014	49	19	scale	scale	NOUN
spir-14014	49	20	,	,	PUNCT
spir-14014	49	21	beyond	beyond	ADP
spir-14014	49	22	those	those	PRON
spir-14014	49	23	directly	directly	ADV
spir-14014	49	24	envisaged	envisage	VERB
spir-14014	49	25	by	by	ADP
spir-14014	49	26	platforms	platform	NOUN
spir-14014	49	27	and	and	CCONJ
spir-14014	49	28	regulators	regulator	NOUN
spir-14014	49	29	.	.	PUNCT
spir-14014	50	1	references	reference	NOUN
spir-14014	50	2	brown	brown	PROPN
spir-14014	50	3	,	,	PUNCT
spir-14014	50	4	t.	t.	PROPN
spir-14014	50	5	,	,	PUNCT
spir-14014	50	6	mann	mann	PROPN
spir-14014	50	7	,	,	PUNCT
spir-14014	50	8	b.	b.	PROPN
spir-14014	50	9	,	,	PUNCT
spir-14014	50	10	ryder	ryder	PROPN
spir-14014	50	11	,	,	PUNCT
spir-14014	50	12	n.	n.	NOUN
spir-14014	50	13	,	,	PUNCT
spir-14014	50	14	subbiah	subbiah	PROPN
spir-14014	50	15	,	,	PUNCT
spir-14014	50	16	m.	m.	NOUN
spir-14014	50	17	,	,	PUNCT
spir-14014	50	18	kaplan	kaplan	PROPN
spir-14014	50	19	,	,	PUNCT
spir-14014	50	20	j.	j.	PROPN
spir-14014	50	21	d.	d.	PROPN
spir-14014	50	22	,	,	PUNCT
spir-14014	50	23	dhariwal	dhariwal	NOUN
spir-14014	50	24	,	,	PUNCT
spir-14014	50	25	p.	p.	NOUN
spir-14014	50	26	,	,	PUNCT
spir-14014	50	27	neelakantan	neelakantan	PROPN
spir-14014	50	28	,	,	PUNCT
spir-14014	50	29	a.	a.	PROPN
spir-14014	50	30	,	,	PUNCT
spir-14014	50	31	shyam	shyam	PROPN
spir-14014	50	32	,	,	PUNCT
spir-14014	50	33	p.	p.	PROPN
spir-14014	50	34	,	,	PUNCT
spir-14014	50	35	sastry	sastry	PROPN
spir-14014	50	36	,	,	PUNCT
spir-14014	50	37	g.	g.	PROPN
spir-14014	50	38	,	,	PUNCT
spir-14014	50	39	&	&	CCONJ
spir-14014	50	40	askell	askell	PROPN
spir-14014	50	41	,	,	PUNCT
spir-14014	50	42	a.	a.	NOUN
spir-14014	50	43	(	(	PUNCT
spir-14014	50	44	2020	2020	NUM
spir-14014	50	45	)	)	PUNCT
spir-14014	50	46	.	.	PUNCT
spir-14014	51	1	language	language	NOUN
spir-14014	51	2	models	model	NOUN
spir-14014	51	3	are	be	AUX
spir-14014	51	4	few	few	ADJ
spir-14014	51	5	-	-	PUNCT
spir-14014	51	6	shot	shot	NOUN
spir-14014	51	7	learners	learner	NOUN
spir-14014	51	8	.	.	PUNCT
spir-14014	52	1	advances	advance	NOUN
spir-14014	52	2	in	in	ADP
spir-14014	52	3	neural	neural	ADJ
spir-14014	52	4	information	information	NOUN
spir-14014	52	5	processing	processing	NOUN
spir-14014	52	6	systems	system	NOUN
spir-14014	52	7	,	,	PUNCT
spir-14014	52	8	33	33	NUM
spir-14014	52	9	,	,	PUNCT
spir-14014	52	10	1877–1901	1877–1901	NUM
spir-14014	52	11	.	.	PUNCT
spir-14014	53	1	caplan	caplan	PROPN
spir-14014	53	2	,	,	PUNCT
spir-14014	53	3	r.	r.	PROPN
spir-14014	53	4	(	(	PUNCT
spir-14014	53	5	2018	2018	NUM
spir-14014	53	6	)	)	PUNCT
spir-14014	53	7	.	.	PUNCT
spir-14014	54	1	content	content	NOUN
spir-14014	54	2	or	or	CCONJ
spir-14014	54	3	context	context	NOUN
spir-14014	54	4	moderation	moderation	NOUN
spir-14014	54	5	?	?	PUNCT
spir-14014	55	1	[	[	X
spir-14014	55	2	report	report	NOUN
spir-14014	55	3	]	]	PUNCT
spir-14014	55	4	.	.	PUNCT
spir-14014	56	1	data	data	PROPN
spir-14014	56	2	&	&	CCONJ
spir-14014	56	3	society	society	PROPN
spir-14014	56	4	research	research	PROPN
spir-14014	56	5	institute	institute	PROPN
spir-14014	56	6	.	.	PUNCT
spir-14014	57	1	https://apo.org.au/node/203666	https://apo.org.au/node/203666	PROPN
spir-14014	57	2	dias	dias	PROPN
spir-14014	57	3	oliva	oliva	PROPN
spir-14014	57	4	,	,	PUNCT
spir-14014	57	5	t.	t.	PROPN
spir-14014	57	6	,	,	PUNCT
spir-14014	57	7	antonialli	antonialli	PROPN
spir-14014	57	8	,	,	PUNCT
spir-14014	57	9	d.	d.	PROPN
spir-14014	57	10	m.	m.	PROPN
spir-14014	57	11	,	,	PUNCT
spir-14014	57	12	&	&	CCONJ
spir-14014	57	13	gomes	gome	NOUN
spir-14014	57	14	,	,	PUNCT
spir-14014	57	15	a.	a.	NOUN
spir-14014	57	16	(	(	PUNCT
spir-14014	57	17	2021	2021	NUM
spir-14014	57	18	)	)	PUNCT
spir-14014	57	19	.	.	PUNCT
spir-14014	58	1	fighting	fight	VERB
spir-14014	58	2	hate	hate	NOUN
spir-14014	58	3	speech	speech	NOUN
spir-14014	58	4	,	,	PUNCT
spir-14014	58	5	silencing	silence	VERB
spir-14014	58	6	drag	drag	NOUN
spir-14014	58	7	queens	queen	NOUN
spir-14014	58	8	?	?	PUNCT
spir-14014	59	1	artificial	artificial	ADJ
spir-14014	59	2	intelligence	intelligence	NOUN
spir-14014	59	3	in	in	ADP
spir-14014	59	4	content	content	NOUN
spir-14014	59	5	moderation	moderation	NOUN
spir-14014	59	6	and	and	CCONJ
spir-14014	59	7	risks	risk	NOUN
spir-14014	59	8	to	to	ADP
spir-14014	59	9	lgbtq	lgbtq	PROPN
spir-14014	59	10	voices	voice	NOUN
spir-14014	59	11	online	online	ADV
spir-14014	59	12	.	.	PUNCT
spir-14014	60	1	sexuality	sexuality	NOUN
spir-14014	60	2	&	&	CCONJ
spir-14014	60	3	culture	culture	NOUN
spir-14014	60	4	,	,	PUNCT
spir-14014	60	5	25(2	25(2	NUM
spir-14014	60	6	)	)	PUNCT
spir-14014	60	7	,	,	PUNCT
spir-14014	60	8	700–732	700–732	NUM
spir-14014	60	9	.	.	PUNCT
spir-14014	61	1	https://doi.org/10.1007/s12119-020-09790w	https://doi.org/10.1007/s12119-020-09790w	PROPN
spir-14014	61	2	duguay	duguay	NOUN
spir-14014	61	3	,	,	PUNCT
spir-14014	61	4	s.	s.	PROPN
spir-14014	61	5	,	,	PUNCT
spir-14014	61	6	burgess	burgess	PROPN
spir-14014	61	7	,	,	PUNCT
spir-14014	61	8	j.	j.	PROPN
spir-14014	61	9	,	,	PUNCT
spir-14014	61	10	&	&	CCONJ
spir-14014	61	11	suzor	suzor	PROPN
spir-14014	61	12	,	,	PUNCT
spir-14014	61	13	n.	n.	NOUN
spir-14014	61	14	(	(	PUNCT
spir-14014	61	15	2018	2018	NUM
spir-14014	61	16	)	)	PUNCT
spir-14014	61	17	.	.	PUNCT
spir-14014	62	1	queer	queer	NOUN
spir-14014	62	2	women	woman	NOUN
spir-14014	62	3	’s	’s	PART
spir-14014	62	4	experiences	experience	NOUN
spir-14014	62	5	of	of	ADP
spir-14014	62	6	patchwork	patchwork	NOUN
spir-14014	62	7	platform	platform	NOUN
spir-14014	62	8	governance	governance	NOUN
spir-14014	62	9	on	on	ADP
spir-14014	62	10	tinder	tinder	NOUN
spir-14014	62	11	,	,	PUNCT
spir-14014	62	12	instagram	instagram	PROPN
spir-14014	62	13	,	,	PUNCT
spir-14014	62	14	and	and	CCONJ
spir-14014	62	15	vine	vine	NOUN
spir-14014	62	16	.	.	PUNCT
spir-14014	63	1	convergence	convergence	NOUN
spir-14014	63	2	,	,	PUNCT
spir-14014	63	3	1354856518781530	1354856518781530	NUM
spir-14014	63	4	.	.	PUNCT
spir-14014	64	1	https://doi.org/10.1177/1354856518781530	https://doi.org/10.1177/1354856518781530	PROPN
spir-14014	64	2	gillespie	gillespie	PROPN
spir-14014	64	3	,	,	PUNCT
spir-14014	64	4	t.	t.	NOUN
spir-14014	64	5	(	(	PUNCT
spir-14014	64	6	2018	2018	NUM
spir-14014	64	7	)	)	PUNCT
spir-14014	64	8	.	.	PUNCT
spir-14014	65	1	custodians	custodian	NOUN
spir-14014	65	2	of	of	ADP
spir-14014	65	3	the	the	DET
spir-14014	65	4	internet	internet	NOUN
spir-14014	65	5	:	:	PUNCT
spir-14014	65	6	platforms	platform	NOUN
spir-14014	65	7	,	,	PUNCT
spir-14014	65	8	content	content	NOUN
spir-14014	65	9	moderation	moderation	NOUN
spir-14014	65	10	,	,	PUNCT
spir-14014	65	11	and	and	CCONJ
spir-14014	65	12	the	the	DET
spir-14014	65	13	hidden	hide	VERB
spir-14014	65	14	decisions	decision	NOUN
spir-14014	65	15	that	that	PRON
spir-14014	65	16	shape	shape	VERB
spir-14014	65	17	social	social	ADJ
spir-14014	65	18	media	medium	NOUN
spir-14014	65	19	(	(	PUNCT
spir-14014	65	20	1st	1st	ADJ
spir-14014	65	21	edition	edition	NOUN
spir-14014	65	22	)	)	PUNCT
spir-14014	65	23	.	.	PUNCT
spir-14014	66	1	yale	yale	PROPN
spir-14014	66	2	university	university	PROPN
spir-14014	66	3	press	press	NOUN
spir-14014	66	4	.	.	PUNCT
spir-14014	67	1	kojima	kojima	PROPN
spir-14014	67	2	,	,	PUNCT
spir-14014	67	3	t.	t.	PROPN
spir-14014	67	4	,	,	PUNCT
spir-14014	67	5	gu	gu	PROPN
spir-14014	67	6	,	,	PUNCT
spir-14014	67	7	s.	s.	PROPN
spir-14014	67	8	s.	s.	PROPN
spir-14014	67	9	,	,	PUNCT
spir-14014	67	10	reid	reid	PROPN
spir-14014	67	11	,	,	PUNCT
spir-14014	67	12	m.	m.	NOUN
spir-14014	67	13	,	,	PUNCT
spir-14014	67	14	matsuo	matsuo	PROPN
spir-14014	67	15	,	,	PUNCT
spir-14014	67	16	y.	y.	PROPN
spir-14014	67	17	,	,	PUNCT
spir-14014	67	18	&	&	CCONJ
spir-14014	67	19	iwasawa	iwasawa	PROPN
spir-14014	67	20	,	,	PUNCT
spir-14014	67	21	y.	y.	PROPN
spir-14014	67	22	(	(	PUNCT
spir-14014	67	23	2022	2022	NUM
spir-14014	67	24	,	,	PUNCT
spir-14014	67	25	may	may	AUX
spir-14014	67	26	24	24	NUM
spir-14014	67	27	)	)	PUNCT
spir-14014	67	28	.	.	PUNCT
spir-14014	68	1	large	large	ADJ
spir-14014	68	2	language	language	NOUN
spir-14014	68	3	models	model	NOUN
spir-14014	68	4	are	be	AUX
spir-14014	68	5	zero	zero	NUM
spir-14014	68	6	-	-	PUNCT
spir-14014	68	7	shot	shot	NOUN
spir-14014	68	8	reasoners	reasoner	NOUN
spir-14014	68	9	.	.	PUNCT
spir-14014	69	1	arxiv.org	arxiv.org	NOUN
spir-14014	69	2	.	.	PUNCT
spir-14014	70	1	https://arxiv.org/abs/2205.11916v4	https://arxiv.org/abs/2205.11916v4	PROPN
spir-14014	70	2	liu	liu	PROPN
spir-14014	70	3	,	,	PUNCT
spir-14014	70	4	n.	n.	PROPN
spir-14014	70	5	f.	f.	PROPN
spir-14014	70	6	,	,	PUNCT
spir-14014	70	7	lin	lin	PROPN
spir-14014	70	8	,	,	PUNCT
spir-14014	70	9	k.	k.	PROPN
spir-14014	70	10	,	,	PUNCT
spir-14014	70	11	hewitt	hewitt	PROPN
spir-14014	70	12	,	,	PUNCT
spir-14014	70	13	j.	j.	PROPN
spir-14014	70	14	,	,	PUNCT
spir-14014	70	15	paranjape	paranjape	NOUN
spir-14014	70	16	,	,	PUNCT
spir-14014	70	17	a.	a.	NOUN
spir-14014	70	18	,	,	PUNCT
spir-14014	70	19	bevilacqua	bevilacqua	NOUN
spir-14014	70	20	,	,	PUNCT
spir-14014	70	21	m.	m.	NOUN
spir-14014	70	22	,	,	PUNCT
spir-14014	70	23	petroni	petroni	NOUN
spir-14014	70	24	,	,	PUNCT
spir-14014	70	25	f.	f.	PROPN
spir-14014	70	26	,	,	PUNCT
spir-14014	70	27	&	&	CCONJ
spir-14014	70	28	liang	liang	PROPN
spir-14014	70	29	,	,	PUNCT
spir-14014	70	30	p.	p.	PROPN
spir-14014	70	31	(	(	PUNCT
spir-14014	70	32	2023	2023	NUM
spir-14014	70	33	)	)	PUNCT
spir-14014	70	34	.	.	PUNCT
spir-14014	71	1	lost	lose	VERB
spir-14014	71	2	in	in	ADP
spir-14014	71	3	the	the	DET
spir-14014	71	4	middle	middle	NOUN
spir-14014	71	5	:	:	PUNCT
spir-14014	71	6	how	how	SCONJ
spir-14014	71	7	language	language	NOUN
spir-14014	71	8	models	model	NOUN
spir-14014	71	9	use	use	VERB
spir-14014	71	10	long	long	ADJ
spir-14014	71	11	contexts	contexts	NOUN
spir-14014	71	12	(	(	PUNCT
spir-14014	71	13	arxiv:2307.03172	arxiv:2307.03172	NOUN
spir-14014	71	14	)	)	PUNCT
spir-14014	71	15	.	.	PUNCT
spir-14014	72	1	arxiv	arxiv	PROPN
spir-14014	72	2	.	.	PUNCT
spir-14014	73	1	https://doi.org/10.48550/arxiv.2307.03172	https://doi.org/10.48550/arxiv.2307.03172	PROPN
spir-14014	73	2	trott	trott	PROPN
spir-14014	73	3	,	,	PUNCT
spir-14014	73	4	v.	v.	PROPN
spir-14014	73	5	,	,	PUNCT
spir-14014	73	6	beckett	beckett	PROPN
spir-14014	73	7	,	,	PUNCT
spir-14014	73	8	j.	j.	PROPN
spir-14014	73	9	,	,	PUNCT
spir-14014	73	10	&	&	CCONJ
spir-14014	73	11	paech	paech	NOUN
spir-14014	73	12	,	,	PUNCT
spir-14014	73	13	v.	v.	PROPN
spir-14014	73	14	(	(	PUNCT
spir-14014	73	15	2022	2022	NUM
spir-14014	73	16	)	)	PUNCT
spir-14014	73	17	.	.	PUNCT
spir-14014	74	1	operationalising	operationalise	VERB
spir-14014	74	2	‘	'	PUNCT
spir-14014	74	3	toxicity	toxicity	NOUN
spir-14014	74	4	’	'	PUNCT
spir-14014	74	5	in	in	ADP
spir-14014	74	6	the	the	DET
spir-14014	74	7	manosphere	manosphere	NOUN
spir-14014	74	8	:	:	PUNCT
spir-14014	74	9	automation	automation	NOUN
spir-14014	74	10	,	,	PUNCT
spir-14014	74	11	platform	platform	NOUN
spir-14014	74	12	governance	governance	NOUN
spir-14014	74	13	and	and	CCONJ
spir-14014	74	14	community	community	NOUN
spir-14014	74	15	health	health	NOUN
spir-14014	74	16	.	.	PUNCT
spir-14014	75	1	convergence	convergence	NOUN
spir-14014	75	2	,	,	PUNCT
spir-14014	75	3	1–16	1–16	PROPN
spir-14014	75	4	.	.	PUNCT
spir-14014	76	1	https://doi.org/10.1177/13548565221111075	https://doi.org/10.1177/13548565221111075	X