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 76–100 of 446 papers

Title	Date	Tasks	Status	Score
Are Triggers Needed for Document-Level Event Extraction?	Nov 13, 2024	Document-level Event ExtractionEvent Extraction	CodeCode Available	5
BKEE: Pioneering Event Extraction in the Vietnamese Language	May 1, 2024	Event DetectionEvent Extraction	CodeCode Available	5
Biomedical Event Trigger Identification Using Bidirectional Recurrent Neural Network Based Models	May 26, 2017	Event ExtractionSentence	CodeCode Available	5
LED: A Dataset for Life Event Extraction from Dialogs	Apr 17, 2023	Event ExtractionRelation Extraction	CodeCode Available	5
Joint Event Extraction via Recurrent Neural Networks	Jun 1, 2016	Event ExtractionStructured Prediction	CodeCode Available	5
Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation	Sep 24, 2018	Event ExtractionSentence	CodeCode Available	5
Adaptive Ordered Information Extraction with Deep Reinforcement Learning	Jun 19, 2023	Deep Reinforcement LearningEvent Extraction	CodeCode Available	5
JSEEGraph: Joint Structured Event Extraction as Graph Parsing	Jun 26, 2023	Event Argument ExtractionEvent Extraction	CodeCode Available	5
HMEAE: Hierarchical Modular Event Argument Extraction	Nov 1, 2019	Event Argument ExtractionEvent Extraction	CodeCode Available	5
Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigm	Jun 23, 2024	coreference-resolutionCoreference Resolution	CodeCode Available	5
Identifying chronological and coherent information threads using 5W1H questions and temporal relationships	Jan 18, 2023	ArticlesEvent Extraction	CodeCode Available	5
An Ordinal Latent Variable Model of Conflict Intensity	Oct 8, 2022	Event Extraction	CodeCode Available	5
Biomedical Event Extraction as Multi-turn Question Answering	Nov 1, 2020	Event ExtractionKnowledge Base Population	CodeCode Available	5
Improving Adverse Drug Event Extraction with SpanBERT on Different Text Typologies	May 19, 2021	Event ExtractionPharmacovigilance	CodeCode Available	5
Geolocating Political Events in Text	May 29, 2019	Event ExtractionOpen-Ended Question Answering	CodeCode Available	5
Giveme5W1H: A Universal System for Extracting Main Events from News Articles	Sep 6, 2019	ArticlesClustering	CodeCode Available	5
An improved neural network model for joint POS tagging and dependency parsing	Jul 11, 2018	Dependency ParsingEvent Extraction	CodeCode Available	5
Cross-context News Corpus for Protest Events related Knowledge Base Construction	Aug 1, 2020	Active LearningArticles	CodeCode Available	5
Global Constraints with Prompting for Zero-Shot Event Argument Classification	Feb 9, 2023	Event ExtractionLanguage Modeling	CodeCode Available	5
Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study	Feb 24, 2024	Data AugmentationEvent Extraction	CodeCode Available	5
Exploiting Data Characteristics for Document-level Event Extraction	Nov 16, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	5
External Evaluation of Event Extraction Classifiers for Automatic Pathway Curation: An extended study of the mTOR pathway	Jul 7, 2017	BIG-bench Machine LearningEvent Extraction	CodeCode Available	5
Event-Keyed Summarization	Feb 10, 2024	Document-level Event ExtractionEvent Extraction	CodeCode Available	5
Continual Event Extraction with Semantic Confusion Rectification	Oct 24, 2023	Event ExtractionSentence	CodeCode Available	5
BEEDS: Large-Scale Biomedical Event Extraction using Distant Supervision and Question Answering	May 1, 2022	Event ExtractionKnowledge Base Population	CodeCode Available	5

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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