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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 131–140 of 446 papers

Title	Date	Tasks	Status	Hype
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
Guideline Learning for In-context Information Extraction	Oct 8, 2023	Active LearningEvent Extraction	—Unverified	0
Nested Event Extraction upon Pivot Element Recogniton	Sep 22, 2023	Event ExtractionPrompt Learning	CodeCode Available	0
MC-DRE: Multi-Aspect Cross Integration for Drug Event/Entity Extraction	Aug 12, 2023	Event DetectionEvent Extraction	CodeCode Available	0
An APT Event Extraction Method Based on BERT-BiGRU-CRF for APT Attack Detection	Aug 4, 2023	Event Extraction	—Unverified	0
EnrichEvent: Enriching Social Data with Contextual Information for Emerging Event Extraction	Jul 29, 2023	Event DetectionEvent Extraction	CodeCode Available	0
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available	0
Token-Event-Role Structure-based Multi-Channel Document-Level Event Extraction	Jun 30, 2023	Document-level Event ExtractionEvent Extraction	—Unverified	0
JSEEGraph: Joint Structured Event Extraction as Graph Parsing	Jun 26, 2023	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