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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 81–90 of 446 papers

Title	Date	Tasks	Status	Hype	Score
Identifying chronological and coherent information threads using 5W1H questions and temporal relationships	Jan 18, 2023	ArticlesEvent Extraction	CodeCode Available	0	5
Giveme5W1H: A Universal System for Extracting Main Events from News Articles	Sep 6, 2019	ArticlesClustering	CodeCode Available	0	5
Global Constraints with Prompting for Zero-Shot Event Argument Classification	Feb 9, 2023	Event ExtractionLanguage Modeling	CodeCode Available	0	5
Adaptive Ordered Information Extraction with Deep Reinforcement Learning	Jun 19, 2023	Deep Reinforcement LearningEvent Extraction	CodeCode Available	0	5
Geolocating Political Events in Text	May 29, 2019	Event ExtractionOpen-Ended Question Answering	CodeCode Available	0	5
Improving Adverse Drug Event Extraction with SpanBERT on Different Text Typologies	May 19, 2021	Event ExtractionPharmacovigilance	CodeCode Available	0	5
An Ordinal Latent Variable Model of Conflict Intensity	Oct 8, 2022	Event Extraction	CodeCode Available	0	5
Biomedical Event Extraction as Multi-turn Question Answering	Nov 1, 2020	Event ExtractionKnowledge Base Population	CodeCode Available	0	5
Exploiting Data Characteristics for Document-level Event Extraction	Nov 16, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	0	5
External Evaluation of Event Extraction Classifiers for Automatic Pathway Curation: An extended study of the mTOR pathway	Jul 7, 2017	BIG-bench Machine LearningEvent Extraction	CodeCode Available	0	5

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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