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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 31–40 of 446 papers

Title	Date	Tasks	Status	Hype
Text-to-Text Extraction and Verbalization of Biomedical Event Graphs	Oct 1, 2022	Event ExtractionSemantic Parsing	CodeCode Available	1
Automatic Error Analysis for Document-level Information Extraction	Sep 15, 2022	Event ExtractionRelation Extraction	CodeCode Available	1
Few-Shot Document-Level Event Argument Extraction	Sep 6, 2022	Document-level Event ExtractionEvent Argument Extraction	CodeCode Available	1
OneEE: A One-Stage Framework for Fast Overlapping and Nested Event Extraction	Sep 6, 2022	Event ExtractionRelation	CodeCode Available	1
DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event Extraction	Jul 1, 2022	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
RESIN-11: Schema-guided Event Prediction for 11 Newsworthy Scenarios	Jul 1, 2022	Event ExtractionPrediction	CodeCode Available	1
RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction	Jun 7, 2022	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1
Legal Judgment Prediction via Event Extraction with Constraints	May 1, 2022	Event ExtractionPrediction	CodeCode Available	1
A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction	Apr 30, 2022	Abstract Meaning RepresentationDocument-level Event 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