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 101–125 of 446 papers

Title	Date	Tasks	Status	Score
Cross-context News Corpus for Protest Events related Knowledge Base Construction	Aug 1, 2020	Active LearningArticles	CodeCode Available	5
Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction Paradigm	Jun 23, 2024	coreference-resolutionCoreference Resolution	CodeCode Available	5
Improving Adverse Drug Event Extraction with SpanBERT on Different Text Typologies	May 19, 2021	Event ExtractionPharmacovigilance	CodeCode Available	5
LED: A Dataset for Life Event Extraction from Dialogs	Apr 17, 2023	Event ExtractionRelation Extraction	CodeCode Available	5
Modality and Negation in Event Extraction	Sep 20, 2021	Event ExtractionFact Checking	CodeCode Available	5
DCFEE: A Document-level Chinese Financial Event Extraction System based on Automatically Labeled Training Data	Jul 1, 2018	Event ExtractionSentence	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
Continual Event Extraction with Semantic Confusion Rectification	Oct 24, 2023	Event ExtractionSentence	CodeCode Available	5
Deep Learning for Hate Speech Detection in Tweets	Jun 1, 2017	16kDeep Learning	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
Context awareness and embedding for biomedical event extraction	May 2, 2019	Event DetectionEvent Extraction	CodeCode Available	5
Exploiting Data Characteristics for Document-level Event Extraction	Nov 16, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	5
Multi-Attribute Relation Extraction (MARE) -- Simplifying the Application of Relation Extraction	Nov 17, 2021	AttributeBinary Relation Extraction	CodeCode Available	5
BAND: Biomedical Alert News Dataset	May 23, 2023	ArticlesEpidemiology	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
Extracting Space Situational Awareness Events from News Text	Jan 15, 2022	ArticlesEvent Extraction	CodeCode Available	5
Open Domain Event Extraction Using Neural Latent Variable Models	Jun 17, 2019	Event Extraction	CodeCode Available	5
EventGraph at CASE 2021 Task 1: A General Graph-based Approach to Protest Event Extraction	Oct 18, 2022	Event Extraction	CodeCode Available	5
Event Grounded Criminal Court View Generation with Cooperative (Large) Language Models	Apr 10, 2024	Event Extraction	CodeCode Available	5
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available	5
Event-Keyed Summarization	Feb 10, 2024	Document-level Event ExtractionEvent Extraction	CodeCode Available	5
Global Constraints with Prompting for Zero-Shot Event Argument Classification	Feb 9, 2023	Event ExtractionLanguage Modeling	CodeCode Available	5
COFFEE: A Contrastive Oracle-Free Framework for Event Extraction	Mar 25, 2023	Event Extraction	CodeCode Available	5
AMU-EURANOVA at CASE 2021 Task 1: Assessing the stability of multilingual BERT	Jun 10, 2021	Event Extraction	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