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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 71–80 of 446 papers

Title	Date	Tasks	Status	Hype
Nested Event Extraction upon Pivot Element Recogniton	Sep 22, 2023	Event ExtractionPrompt Learning	CodeCode Available	0
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence Understanding	Aug 21, 2023	Entity TypingEvent Extraction	CodeCode Available	2
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
Event Extraction as Question Generation and Answering	Jul 10, 2023	Event ExtractionQuestion Answering	CodeCode Available	1
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
Adaptive Ordered Information Extraction with Deep Reinforcement Learning	Jun 19, 2023	Deep Reinforcement LearningEvent 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