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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 371–380 of 446 papers

Title	Date	Tasks	Status	Hype
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
Zero-Shot Transfer Learning for Event Extraction	Jul 4, 2017	Event ExtractionTransfer Learning	CodeCode Available	0
Automatically Labeled Data Generation for Large Scale Event Extraction	Jul 1, 2017	Event ExtractionKnowledge Base Population	—Unverified	0
English Event Detection With Translated Language Features	Jul 1, 2017	Event DetectionEvent Extraction	—Unverified	0
Deep Learning for Hate Speech Detection in Tweets	Jun 1, 2017	16kDeep Learning	CodeCode Available	0
A Deep Multi-View Learning Framework for City Event Extraction from Twitter Data Streams	May 28, 2017	Event ExtractionFeature Engineering	—Unverified	0
Biomedical Event Trigger Identification Using Bidirectional Recurrent Neural Network Based Models	May 26, 2017	Event ExtractionSentence	CodeCode Available	0
Two Layers of Annotation for Representing Event Mentions in News Stories	Apr 1, 2017	Event ExtractionVocal Bursts Valence Prediction	—Unverified	0
Event extraction from Twitter using Non-Parametric Bayesian Mixture Model with Word Embeddings	Apr 1, 2017	Event ExtractionWord Embeddings	—Unverified	0
Incremental Global Event Extraction	Dec 1, 2016	Event ExtractionRelation Extraction	—Unverified	0

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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