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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 51–60 of 446 papers

Title	Date	Tasks	Status	Hype	Score
Entity, Relation, and Event Extraction with Contextualized Span Representations	Sep 8, 2019	Event ExtractionJoint Entity and Relation Extraction	CodeCode Available	1	5
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference	May 27, 2021	Event ExtractionJoint Entity and Relation Extraction	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
Effective Use of Graph Convolution Network and Contextual Sub-Tree forCommodity News Event Extraction	Sep 27, 2021	Event ExtractionLanguage Modeling	CodeCode Available	1	5
DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction	Jul 1, 2022	Document-level Event ExtractionEvent Extraction	CodeCode Available	1	5
Efficient Zero-shot Event Extraction with Context-Definition Alignment	Nov 9, 2022	Contrastive LearningEvent Extraction	CodeCode Available	1	5
Enhancing Document-level Event Argument Extraction with Contextual Clues and Role Relevance	Oct 8, 2023	Event Argument ExtractionEvent Extraction	CodeCode Available	1	5
MAILEX: Email Event and Argument Extraction	May 22, 2023	4k8k	CodeCode Available	1	5
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction	Nov 16, 2023	BenchmarkingEvent Extraction	CodeCode Available	1	5
CLIP-Event: Connecting Text and Images with Event Structures	Jan 13, 2022	Contrastive LearningEvent 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