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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
COVID-19 event extraction from Twitter via extractive question answering with continuous prompts	Mar 19, 2023	BenchmarkingEvent Extraction	CodeCode Available	1
GLEN: General-Purpose Event Detection for Thousands of Types	Mar 16, 2023	Event DetectionEvent Extraction	CodeCode Available	1
tieval: An Evaluation Framework for Temporal Information Extraction Systems	Jan 11, 2023	Event DetectionEvent Extraction	CodeCode Available	1
Open Relation and Event Type Discovery with Type Abstraction	Nov 30, 2022	Event ExtractionRelation	CodeCode Available	1
Frustratingly Easy Label Projection for Cross-lingual Transfer	Nov 28, 2022	Cross-Lingual NERCross-Lingual Transfer	CodeCode Available	1
Efficient Zero-shot Event Extraction with Context-Definition Alignment	Nov 9, 2022	Contrastive LearningEvent Extraction	CodeCode Available	1
Open-Vocabulary Argument Role Prediction for Event Extraction	Nov 3, 2022	Event ExtractionLanguage Modelling	CodeCode Available	1
PHEE: A Dataset for Pharmacovigilance Event Extraction from Text	Oct 22, 2022	Event ExtractionPharmacovigilance	CodeCode Available	1
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph Construction	Oct 19, 2022	Event Extractiongraph construction	CodeCode Available	1
EventGraph: Event Extraction as Semantic Graph Parsing	Oct 16, 2022	Event DetectionEvent 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