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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 161–170 of 446 papers

Title	Date	Tasks	Status	Hype
Legal Judgment Prediction via Event Extraction with Constraints	May 1, 2022	Event ExtractionPrediction	CodeCode Available	1
Crude Oil-related Events Extraction and Processing: A Transfer Learning Approach	May 1, 2022	Decision MakingEvent Extraction	—Unverified	0
A Two-Stream AMR-enhanced Model for Document-level Event Argument Extraction	Apr 30, 2022	Abstract Meaning RepresentationDocument-level Event Extraction	CodeCode Available	1
CrudeOilNews: An Annotated Crude Oil News Corpus for Event Extraction	Apr 8, 2022	Active LearningArticles	CodeCode Available	0
Improving Zero-Shot Event Extraction via Sentence Simplification	Apr 6, 2022	Event Argument ExtractionEvent Extraction	—Unverified	0
P4E: Few-Shot Event Detection as Prompt-Guided Identification and Localization	Feb 15, 2022	Event DetectionEvent Extraction	—Unverified	0
Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International Crises	Feb 14, 2022	Event Extraction	CodeCode Available	1
Semi-supervised New Event Type Induction and Description via Contrastive Loss-Enforced Batch Attention	Feb 12, 2022	Event Extraction	—Unverified	0
Document-Level Event Extraction via Human-Like Reading Process	Feb 7, 2022	Document-level Event ExtractionEvent Extraction	—Unverified	0
Ontology-enhanced Prompt-tuning for Few-shot Learning	Jan 27, 2022	Event ExtractionFew-Shot Learning	—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