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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
Corpus-based Open-Domain Event Type Induction	Sep 7, 2021	Event ExtractionObject	CodeCode Available	1
An Effective System for Multi-format Information Extraction	Aug 16, 2021	DecoderDocument-level Event Extraction	CodeCode Available	1
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1
Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction	Apr 16, 2019	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
Document-Level Event Argument Extraction by Conditional Generation	Apr 13, 2021	Document-level Event ExtractionEvent Argument Extraction	CodeCode Available	1
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker	May 31, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
Effective Use of Graph Convolution Network and Contextual Sub-Tree forCommodity News Event Extraction	Sep 27, 2021	Event ExtractionLanguage Modeling	CodeCode Available	1
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event Extraction	Nov 1, 2021	Event ExtractionLanguage Modeling	CodeCode Available	1
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction	Nov 16, 2023	BenchmarkingEvent Extraction	CodeCode Available	1
Biomedical Event Extraction with Hierarchical Knowledge Graphs	Sep 20, 2020	Event ExtractionLanguage Modeling	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