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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 11–20 of 446 papers

Title	Date	Tasks	Status	Hype	Score
DeepEventMine: end-to-end neural nested event extraction from biomedical texts	Jun 17, 2020	Event ExtractionSentence	CodeCode Available	1	5
BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World Pharmacovigilance	May 22, 2023	Event ExtractionPharmacovigilance	CodeCode Available	1	5
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1	5
Biomedical Event Extraction with Hierarchical Knowledge Graphs	Sep 20, 2020	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
Automatic Error Analysis for Document-level Information Extraction	Sep 15, 2022	Event ExtractionRelation 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
Corpus-based Open-Domain Event Type Induction	Sep 7, 2021	Event ExtractionObject	CodeCode Available	1	5
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence	May 27, 2021	ArticlesDocument Ranking	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