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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
Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized Encoding	May 13, 2020	Document-level Event ExtractionEvent 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
Efficient Zero-shot Event Extraction with Context-Definition Alignment	Nov 9, 2022	Contrastive LearningEvent Extraction	CodeCode Available	1
Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance	Oct 8, 2023	Event Argument ExtractionEvent Extraction	CodeCode Available	1
An Effective System for Multi-format Information Extraction	Aug 16, 2021	DecoderDocument-level Event Extraction	CodeCode Available	1
DEGREE: A Data-Efficient Generation-Based Event Extraction Model	Aug 29, 2021	Event ExtractionSentence	CodeCode Available	1
Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument Extraction	May 3, 2024	Event Argument ExtractionEvent Extraction	CodeCode Available	1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet	Aug 1, 2021	Entity LinkingEntity Typing	CodeCode Available	1
Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual Awareness	Jan 14, 2025	Event ExtractionInstruction Following	CodeCode Available	1
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event Extraction	Jul 4, 2021	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