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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 41–50 of 446 papers

Title	Date	Tasks	Status	Hype
Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International Crises	Feb 14, 2022	Event Extraction	CodeCode Available	1
CLIP-Event: Connecting Text and Images with Event Structures	Jan 13, 2022	Contrastive LearningEvent Extraction	CodeCode Available	1
Efficient Document-level Event Extraction via Pseudo-Trigger-aware Pruned Complete Graph	Dec 11, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event Extraction	Nov 1, 2021	Event ExtractionLanguage Modeling	CodeCode Available	1
Generating Disentangled Arguments with Prompts: A Simple Event Extraction Framework that Works	Oct 9, 2021	Event Extraction	CodeCode Available	1
Effective Use of Graph Convolution Network and Contextual Sub-Tree forCommodity News Event Extraction	Sep 27, 2021	Event ExtractionLanguage Modeling	CodeCode Available	1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information Extraction	Sep 14, 2021	AllDependency Parsing	CodeCode Available	1
Corpus-based Open-Domain Event Type Induction	Sep 7, 2021	Event ExtractionObject	CodeCode Available	1
DEGREE: A Data-Efficient Generation-Based Event Extraction Model	Aug 29, 2021	Event ExtractionSentence	CodeCode Available	1
An Effective System for Multi-format Information Extraction	Aug 16, 2021	DecoderDocument-level Event Extraction	CodeCode Available	1

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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