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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 151–160 of 446 papers

Title	Date	Tasks	Status	Hype
Guidelines and a Corpus for Extracting Biographical Events	Jun 7, 2022	Event Extraction	—Unverified	0
RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event Extraction	Jun 7, 2022	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
Enhancing Event-Level Sentiment Analysis with Structured Arguments	May 31, 2022	Event ExtractionSentiment Analysis	CodeCode Available	0
Improve Event Extraction via Self-Training with Gradient Guidance	May 25, 2022	Abstract Meaning RepresentationEvent Argument Extraction	—Unverified	0
DeepStruct: Pretraining of Language Models for Structure Prediction	May 21, 2022	coreference-resolutionCoreference Resolution	CodeCode Available	1
Dynamic Prefix-Tuning for Generative Template-based Event Extraction	May 12, 2022	Event Extraction	—Unverified	0
Utilizing coarse-grained data in low-data settings for event extraction	May 11, 2022	Binary ClassificationClassification	—Unverified	0
Saliency as Evidence: Event Detection with Trigger Saliency Attribution	May 1, 2022	Event DetectionEvent Extraction	CodeCode Available	0
Document-Level Event Argument Extraction via Optimal Transport	May 1, 2022	Event Argument ExtractionEvent Extraction	—Unverified	0
BEEDS: Large-Scale Biomedical Event Extraction using Distant Supervision and Question Answering	May 1, 2022	Event ExtractionKnowledge Base Population	CodeCode Available	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