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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 221–230 of 446 papers

Title	Date	Tasks	Status	Hype
Multilingual Protest News Detection - Shared Task 1, CASE 2021	Aug 1, 2021	BenchmarkingDecision Making	—Unverified	0
SU-NLP at CASE 2021 Task 1: Protest News Detection for English	Aug 1, 2021	Event Extraction	—Unverified	0
PROTEST-ER: Retraining BERT for Protest Event Extraction	Aug 1, 2021	Domain AdaptationEvent Extraction	—Unverified	0
Keynote Abstract: Events on a Global Scale: Towards Language-Agnostic Event Extraction	Aug 1, 2021	Event ExtractionMachine Translation	—Unverified	0
Keynote Abstract: Machine Learning in Conflict Studies: Reflections on Ethics, Collaboration, and Ongoing Challenges	Aug 1, 2021	EthicsEvent Extraction	—Unverified	0
Revisiting the Evaluation of End-to-end Event Extraction	Aug 1, 2021	Event Extraction	—Unverified	0
Event Extraction from Historical Texts: A New Dataset for Black Rebellions	Aug 1, 2021	Event Extraction	—Unverified	0
Document-level Event Extraction via Parallel Prediction Networks	Aug 1, 2021	DecoderDocument-level Event Extraction	CodeCode Available	1
Fine-grained Information Extraction from Biomedical Literature based on Knowledge-enriched Abstract Meaning Representation	Aug 1, 2021	Abstract Meaning RepresentationEvent Extraction	—Unverified	0
Zero-shot Event Extraction via Transfer Learning: Challenges and Insights	Aug 1, 2021	Event ExtractionNatural Language Inference	—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