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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 411–420 of 446 papers

Title	Date	Tasks	Status	Hype
Text Annotation Graphs: Annotating Complex Natural Language Phenomena	Nov 1, 2017	ArticlesEvent Extraction	CodeCode Available	0
Sentiment Predictability for Stocks	Dec 15, 2017	Event ExtractionPrediction	CodeCode Available	0
Nested Event Extraction upon Pivot Element Recogniton	Sep 22, 2023	Event ExtractionPrompt Learning	CodeCode Available	0
Evaluating Generative Language Models in Information Extraction as Subjective Question Correction	Apr 4, 2024	Event ExtractionNatural Language Inference	CodeCode Available	0
BEEDS: Large-Scale Biomedical Event Extraction using Distant Supervision and Question Answering	May 1, 2022	Event ExtractionKnowledge Base Population	CodeCode Available	0
Neural Gibbs Sampling for Joint Event Argument Extraction	Dec 1, 2020	Event Argument ExtractionEvent Extraction	CodeCode Available	0
Context awareness and embedding for biomedical event extraction	May 2, 2019	Event DetectionEvent Extraction	CodeCode Available	0
SEx BiST: A Multi-Source Trainable Parser with Deep Contextualized Lexical Representations	Oct 1, 2018	Dependency ParsingEvent Extraction	CodeCode Available	0
EnrichEvent: Enriching Social Data with Contextual Information for Emerging Event Extraction	Jul 29, 2023	Event DetectionEvent Extraction	CodeCode Available	0
Reporting the Unreported: Event Extraction for Analyzing the Local Representation of Hate Crimes	Sep 4, 2019	ArticlesEvent Extraction	CodeCode Available	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