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Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–270 of 446 papers

Title	Date	Tasks	Status	Hype
Improving Adverse Drug Event Extraction with SpanBERT on Different Text Typologies	May 19, 2021	Event ExtractionPharmacovigilance	CodeCode Available	0
An Annotated Commodity News Corpus for Event Extraction	May 18, 2021	Event Extraction	CodeCode Available	0
ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation Extraction	Apr 1, 2021	coreference-resolutionCoreference Resolution	CodeCode Available	0
Probing into the Root: A Dataset for Reason Extraction of Structural Events from Financial Documents	Apr 1, 2021	Event ExtractionMachine Reading Comprehension	—Unverified	0
Verb Knowledge Injection for Multilingual Event Processing	Dec 31, 2020	Event ExtractionLanguage Modeling	—Unverified	0
Unsupervised Label-aware Event Trigger and Argument Classification	Dec 30, 2020	ClassificationEvent Extraction	—Unverified	0
Big Green at WNUT 2020 Shared Task-1: Relation Extraction as Contextualized Sequence Classification	Dec 7, 2020	Event ExtractionGeneral Classification	—Unverified	0
Extracting COVID-19 Diagnoses and Symptoms From Clinical Text: A New Annotated Corpus and Neural Event Extraction Framework	Dec 2, 2020	Event Extraction	—Unverified	0
Joint Event Extraction with Hierarchical Policy Network	Dec 1, 2020	Event DetectionEvent Extraction	—Unverified	0
Neural Gibbs Sampling for Joint Event Argument Extraction	Dec 1, 2020	Event Argument ExtractionEvent Extraction	CodeCode Available	0

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All datasets ACE2005 GENIA .Cancer Genetics 2013 (CG)Epigenetics and Post-translational Modifications 2011 (EPI)GENIA 2013 Infectious Diseases 2011 (ID)Multi-Level Event Extraction (MLEE)Pathway Curation 2013 (PC)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	Argument Cl	63.9	—	Unverified
2	DeepStruct multi-task w/ finetune	Argument Cl	56.2	—	Unverified
3	Text2Event - T5-large	Argument Cl	53.8	—	Unverified
4	Text2Event - T5-base	Argument Cl	49.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	63.96	—	Unverified
2	GEANet-SciBERT	F1	60.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	11	0L	1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	61.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	65.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	56.72	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	61.62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	61.87	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepEventMine	F1	57.72	—	Unverified