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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 21–30 of 446 papers

Title	Date	Tasks	Status	Hype	Score
Biomedical Event Extraction with Hierarchical Knowledge Graphs	Sep 20, 2020	Event ExtractionLanguage Modeling	CodeCode Available	1	5
An Effective System for Multi-format Information Extraction	Aug 16, 2021	DecoderDocument-level Event Extraction	CodeCode Available	1	5
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event Extraction	Jul 4, 2021	Event Extraction	CodeCode Available	1	5
CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military News	Apr 18, 2024	Document-level Event ExtractionEvent Extraction	CodeCode Available	1	5
CLIP-Event: Connecting Text and Images with Event Structures	Jan 13, 2022	Contrastive LearningEvent Extraction	CodeCode Available	1	5
CLEVE: Contrastive Pre-training for Event Extraction	May 30, 2021	Contrastive LearningEvent Extraction	CodeCode Available	1	5
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet	Aug 1, 2021	Entity LinkingEntity Typing	CodeCode Available	1	5
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event Extraction	Nov 1, 2021	Event ExtractionLanguage Modeling	CodeCode Available	1	5
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction	Nov 16, 2023	BenchmarkingEvent Extraction	CodeCode Available	1	5
Automatic Error Analysis for Document-level Information Extraction	Sep 15, 2022	Event ExtractionRelation Extraction	CodeCode Available	1	5

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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