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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 381–390 of 446 papers

Title	Date	Tasks	Status	Hype
Saliency as Evidence: Event Detection with Trigger Saliency Attribution	May 1, 2022	Event DetectionEvent Extraction	CodeCode Available	0
Giveme5W1H: A Universal System for Extracting Main Events from News Articles	Sep 6, 2019	ArticlesClustering	CodeCode Available	0
Event Grounded Criminal Court View Generation with Cooperative (Large) Language Models	Apr 10, 2024	Event Extraction	CodeCode Available	0
Global Constraints with Prompting for Zero-Shot Event Argument Classification	Feb 9, 2023	Event ExtractionLanguage Modeling	CodeCode Available	0
BKEE: Pioneering Event Extraction in the Vietnamese Language	May 1, 2024	Event DetectionEvent Extraction	CodeCode Available	0
EventGraph at CASE 2021 Task 1: A General Graph-based Approach to Protest Event Extraction	Oct 18, 2022	Event Extraction	CodeCode Available	0
Probing Representations for Document-level Event Extraction	Oct 23, 2023	Document-level Event ExtractionEvent Extraction	CodeCode Available	0
MC-DRE: Multi-Aspect Cross Integration for Drug Event/Entity Extraction	Aug 12, 2023	Event DetectionEvent Extraction	CodeCode Available	0
Adaptive Ordered Information Extraction with Deep Reinforcement Learning	Jun 19, 2023	Deep Reinforcement LearningEvent Extraction	CodeCode Available	0
AD3: Attentive Deep Document Dater	Jan 21, 2019	Document DatingEvent 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