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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 51–60 of 446 papers

Title	Date	Tasks	Status	Hype
Improving Event Definition Following For Zero-Shot Event Detection	Mar 5, 2024	Event DetectionEvent Extraction	—Unverified	0
Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study	Feb 24, 2024	Data AugmentationEvent Extraction	CodeCode Available	0
EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language Models	Feb 18, 2024	Event ExtractionHallucination	CodeCode Available	3
Event-Keyed Summarization	Feb 10, 2024	Document-level Event ExtractionEvent Extraction	CodeCode Available	0
Towards Event Extraction from Speech with Contextual Clues	Jan 27, 2024	Event Extractionspeech-recognition	CodeCode Available	0
SEBERTNets: Sequence Enhanced BERT Networks for Event Entity Extraction Tasks Oriented to the Finance Field	Jan 21, 2024	Asset ManagementEvent Extraction	CodeCode Available	2
Flood Event Extraction from News Media to Support Satellite-Based Flood Insurance	Dec 5, 2023	ArticlesEvent Extraction	—Unverified	0
Beyond Isolation: Multi-Agent Synergy for Improving Knowledge Graph Construction	Dec 5, 2023	Event Extractiongraph construction	—Unverified	0
Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2023): Workshop and Shared Task Report	Dec 2, 2023	Event Extraction	—Unverified	0
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction	Nov 16, 2023	BenchmarkingEvent Extraction	CodeCode Available	1

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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