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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 261–270 of 446 papers

Title	Date	Tasks	Status	Hype
Tale of tails using rule augmented sequence labeling for event extraction	Aug 19, 2019	Event Extraction	—Unverified	0
Targeted Augmentation for Low-Resource Event Extraction	May 14, 2024	Data AugmentationDiversity	—Unverified	0
Task formulation for Extracting Social Determinants of Health from Clinical Narratives	Jan 26, 2023	Event ExtractionLanguage Modelling	—Unverified	0
Tense, aspect and mood based event extraction for situation analysis and crisis management	Aug 1, 2020	Event ExtractionHumanitarian	—Unverified	0
The Genia Event Extraction Shared Task, 2013 Edition - Overview	Aug 1, 2013	Event Extraction	—Unverified	0
Timestamping Documents and Beliefs	Jun 9, 2021	Document DatingEvent Extraction	—Unverified	0
Title2Event: Benchmarking Open Event Extraction with a Large-scale Chinese Title Dataset	Nov 2, 2022	BenchmarkingEvent Extraction	—Unverified	0
Token-Event-Role Structure-based Multi-Channel Document-Level Event Extraction	Jun 30, 2023	Document-level Event ExtractionEvent Extraction	—Unverified	0
Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models	Dec 16, 2024	Event ExtractionMulti-Task Learning	—Unverified	0
Towards Few-Shot Event Mention Retrieval: An Evaluation Framework and A Siamese Network Approach	May 1, 2020	Decision MakingEvent 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