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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	Score
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction	Oct 19, 2022	Event Extractiongraph construction	CodeCode Available	1	5
CLEVE: Contrastive Pre-training for Event Extraction	May 30, 2021	Contrastive LearningEvent Extraction	CodeCode Available	1	5
A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction	Apr 30, 2022	Abstract Meaning RepresentationDocument-level Event Extraction	CodeCode Available	1	5
CLIP-Event: Connecting Text and Images with Event Structures	Jan 13, 2022	Contrastive LearningEvent 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
Are Triggers Needed for Document-Level Event Extraction?	Nov 13, 2024	Document-level Event ExtractionEvent Extraction	CodeCode Available	0	5
BKEE: Pioneering Event Extraction in the Vietnamese Language	May 1, 2024	Event DetectionEvent Extraction	CodeCode Available	0	5
Biomedical Event Trigger Identification Using Bidirectional Recurrent Neural Network Based Models	May 26, 2017	Event ExtractionSentence	CodeCode Available	0	5
External Evaluation of Event Extraction Classifiers for Automatic Pathway Curation: An extended study of the mTOR pathway	Jul 7, 2017	BIG-bench Machine LearningEvent Extraction	CodeCode Available	0	5
Exploiting Data Characteristics for Document-level Event Extraction	Nov 16, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	0	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