IE Dataset Zoo

Information extraction dataset zoo.

Named Entity Recognition

Dataset	#Type.	#Inst.	Feature	Source	Resource	Origin
Few-NERD	66	188,200	Few-shot	Wikipedia+Wikidata	url	url

Relation Extraction

Sentence-Level

Dataset	#Rel.	#Inst.	Feature	Source	Resource	Origin
Fewrel	100	44,800	Supervised	Wikipedia+Wikidata	url	url
TACRED	42	68,120	Supervised	Newswire+web	-	url
Semeval	19	8,000	Supervised	Web	url	url
Wikidata	352	495,883	Distent-supervision	Wikipedia+Wikidata	url	url
NYT10(tsinghua)	53	522,043	Distent-supervision	NYT+Freebase	url	url
NYT10-large(tsinghua)	53	570,088	Distent-supervision	NYT+Freebase	url	url
NYT-Wikidata	100	882,177	Distent-supervision	NYT+Wikidata	url	url
NYT10-29	29	70,339	Distent-supervision	NYT+Freebase	url	url
NYT11-12	12	62,648	DS+supervised	NYT+Freebase	url	url
NYT-manual	24	235,982	Distent-supervision	NYT+Freebase	url	url
NYT-Wiki(zju)	73	1,989,377	Distent-supervision	NYT-Wikipedia-Wikidata	url	url
Wiki-KBP	19	23,784	Distent-supervision	Wikipedia+KBP+Freebase	url	url
PubMed-BioInfer	94	1,580	Distent-supervision	PubMed+NESH	-	url
WebNLG	14	75,325	Supervised	Web	-	url
SKE	50	173,108	Supervised	Web	url	url
KBP37	37	15,916	Supervised	Web	url	url
T-REx	642	6.3M	Distent-supervision	Wikipedia+Wikidata	-	url
Google-RE	5	59,576	Supervised	Wikipedia	-	url
ADE	3	23,516	Supervised	Medical Report	url	url
WebRED	523	107,819	Supervised	World Wide Web	-	url

Other Datasets

• WikiReading

Document-Level

Dataset	#Rel.	#Inst.	Feature	Source	Resource	Origin
DocRED	3	3,053	Supervised	Wikipedia	-	url
CDR	3	500	Supervised	Medical	-	url
GDA	3	23,353	Supervised	Medical	-	url

Event Extraction

Dataset	# Inst.	Feature	Source	Resource	Origin
ACE05	599	Supervised	Web	-	url
FewEvent(zju)	71,385	Supervised	ACE05+_TAC-KBP17	url	url
CCKS2019_Event	17,815	Supervised	Financial Announcements	url	url
Doc2EDAG	32,040	Supervised	Financial Announcements	url	url
Maven	1,276,000	Supervised	Wikipedia	-	url

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