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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 111–120 of 446 papers

Title	Date	Tasks	Status	Hype
Global Constraints with Prompting for Zero-Shot Event Argument Classification	Feb 9, 2023	Event ExtractionLanguage Modeling	CodeCode Available	0
Natural Language Processing for Policymaking	Feb 7, 2023	Event Extractiontext-classification	—Unverified	0
Task formulation for Extracting Social Determinants of Health from Clinical Narratives	Jan 26, 2023	Event ExtractionLanguage Modelling	—Unverified	0
Identifying chronological and coherent information threads using 5W1H questions and temporal relationships	Jan 18, 2023	ArticlesEvent Extraction	CodeCode Available	0
tieval: An Evaluation Framework for Temporal Information Extraction Systems	Jan 11, 2023	Event DetectionEvent Extraction	CodeCode Available	1
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction	Jan 6, 2023	Data AugmentationDiversity	—Unverified	0
GaitVibe+: Enhancing Structural Vibration-based Footstep Localization Using Temporary Cameras for In-home Gait Analysis	Dec 7, 2022	Event Extractionparameter estimation	—Unverified	0
Open Relation and Event Type Discovery with Type Abstraction	Nov 30, 2022	Event ExtractionRelation	CodeCode Available	1
Frustratingly Easy Label Projection for Cross-lingual Transfer	Nov 28, 2022	Cross-Lingual NERCross-Lingual Transfer	CodeCode Available	1
PESE: Event Structure Extraction using Pointer Network based Encoder-Decoder Architecture	Nov 22, 2022	DecoderEvent Extraction	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