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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 61–70 of 446 papers

Title	Date	Tasks	Status	Hype
MOKA: Moral Knowledge Augmentation for Moral Event Extraction	Nov 16, 2023	ArticlesEvent Extraction	CodeCode Available	0
GIELLM: Japanese General Information Extraction Large Language Model Utilizing Mutual Reinforcement Effect	Nov 12, 2023	Event ExtractionLanguage Modeling	—Unverified	0
Continual Event Extraction with Semantic Confusion Rectification	Oct 24, 2023	Event ExtractionSentence	CodeCode Available	0
Probing Representations for Document-level Event Extraction	Oct 23, 2023	Document-level Event ExtractionEvent Extraction	CodeCode Available	0
DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction	Oct 16, 2023	Domain AdaptationEvent Extraction	—Unverified	0
Type-aware Decoding via Explicitly Aggregating Event Information for Document-level Event Extraction	Oct 16, 2023	Document-level Event ExtractionEvent Detection	—Unverified	0
Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance	Oct 8, 2023	Event Argument ExtractionEvent Extraction	CodeCode Available	1
Guideline Learning for In-context Information Extraction	Oct 8, 2023	Active LearningEvent Extraction	—Unverified	0
GoLLIE: Annotation Guidelines improve Zero-Shot Information-Extraction	Oct 5, 2023	Event Argument ExtractionEvent Extraction	CodeCode Available	2
LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label System	Oct 2, 2023	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