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 426–446 of 446 papers

Title	Date	Tasks	Status
ENPAR:Enhancing Entity and Entity Pair Representations for Joint Entity Relation Extraction	Apr 1, 2021	coreference-resolutionCoreference Resolution	CodeCode Available
An Annotated Commodity News Corpus for Event Extraction	May 18, 2021	Event Extraction	CodeCode Available
Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation	Sep 24, 2018	Event ExtractionSentence	CodeCode Available
Open-domain Event Extraction and Embedding for Natural Gas Market Prediction	Dec 8, 2019	Event ExtractionSentence	CodeCode Available
Open Domain Event Extraction Using Neural Latent Variable Models	Jun 17, 2019	Event Extraction	CodeCode Available
An Ordinal Latent Variable Model of Conflict Intensity	Oct 8, 2022	Event Extraction	CodeCode Available
JSEEGraph: Joint Structured Event Extraction as Graph Parsing	Jun 26, 2023	Event Argument ExtractionEvent Extraction	CodeCode Available
Deep Learning for Hate Speech Detection in Tweets	Jun 1, 2017	16kDeep Learning	CodeCode Available
DCFEE: A Document-level Chinese Financial Event Extraction System based on Automatically Labeled Training Data	Jul 1, 2018	Event ExtractionSentence	CodeCode Available
CrudeOilNews: An Annotated Crude Oil News Corpus for Event Extraction	Apr 8, 2022	Active LearningArticles	CodeCode Available
CACER: Clinical Concept Annotations for Cancer Events and Relations	Sep 5, 2024	Event ExtractionIn-Context Learning	CodeCode Available
PESE: Event Structure Extraction using Pointer Network based Encoder-Decoder Architecture	Nov 22, 2022	DecoderEvent Extraction	CodeCode Available
LED: A Dataset for Life Event Extraction from Dialogs	Apr 17, 2023	Event ExtractionRelation Extraction	CodeCode Available
Enhancing Event-Level Sentiment Analysis with Structured Arguments	May 31, 2022	Event ExtractionSentiment Analysis	CodeCode Available
Enhancing biomedical word embeddings by retrofitting to verb clusters	Aug 1, 2019	Event ExtractionRelation	CodeCode Available
EFSA: Towards Event-Level Financial Sentiment Analysis	Apr 8, 2024	ArticlesBenchmarking	CodeCode Available
Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical Study	Feb 24, 2024	Data AugmentationEvent Extraction	CodeCode Available
Cross-context News Corpus for Protest Events related Knowledge Base Construction	Aug 1, 2020	Active LearningArticles	CodeCode Available
Zero-Shot Transfer Learning for Event Extraction	Jul 4, 2017	Event ExtractionTransfer Learning	CodeCode Available
Impact of Subword Pooling Strategy on Cross-lingual Event Detection	Feb 22, 2023	Event DetectionEvent Extraction	CodeCode Available
An improved neural network model for joint POS tagging and dependency parsing	Jul 11, 2018	Dependency ParsingEvent Extraction	CodeCode Available

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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