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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 71–80 of 446 papers

Title	Date	Tasks	Status	Hype
Event Extraction by Answering (Almost) Natural Questions	Apr 28, 2020	Event Argument ExtractionEvent Extraction	CodeCode Available	1
Entity, Relation, and Event Extraction with Contextualized Span Representations	Sep 8, 2019	Event ExtractionJoint Entity and Relation Extraction	CodeCode Available	1
Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event Extraction	Apr 16, 2019	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
From POS tagging to dependency parsing for biomedical event extraction	Aug 11, 2018	Dependency ParsingEvent Extraction	CodeCode Available	1
Joint Extraction of Events and Entities within a Document Context	Sep 12, 2016	Entity Extraction using GANEvent Extraction	CodeCode Available	1
Beyond Pixels: Leveraging the Language of Soccer to Improve Spatio-Temporal Action Detection in Broadcast Videos	May 14, 2025	Action DetectionDecoder	—Unverified	0
Adaptive Schema-aware Event Extraction with Retrieval-Augmented Generation	May 13, 2025	Event ExtractionHallucination	—Unverified	0
Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction	Apr 30, 2025	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Revisiting Prompt Optimization with Large Reasoning Models-A Case Study on Event Extraction	Apr 10, 2025	Event ExtractionPrompt Engineering	—Unverified	0
Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines	Feb 22, 2025	Event 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