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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 61–70 of 446 papers

Title	Date	Tasks	Status	Hype
MLBiNet: A Cross-Sentence Collective Event Detection Network	May 20, 2021	DecoderEvent Detection	CodeCode Available	1
Document-Level Event Argument Extraction by Conditional Generation	Apr 13, 2021	Document-level Event ExtractionEvent Argument Extraction	CodeCode Available	1
Structured Prediction as Translation between Augmented Natural Languages	Jan 14, 2021	coreference-resolutionCoreference Resolution	CodeCode Available	1
EventPlus: A Temporal Event Understanding Pipeline	Jan 13, 2021	Common Sense ReasoningEvent Extraction	CodeCode Available	1
GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction	Oct 6, 2020	Event ExtractionGraph Attention	CodeCode Available	1
OpenUE: An Open Toolkit of Universal Extraction from Text	Oct 1, 2020	Event ExtractionIntent Detection	CodeCode Available	1
UCD-CS at W-NUT 2020 Shared Task-3: A Text to Text Approach for COVID-19 Event Extraction on Social Media	Sep 21, 2020	Event ExtractionQuestion Answering	CodeCode Available	1
Biomedical Event Extraction with Hierarchical Knowledge Graphs	Sep 20, 2020	Event ExtractionLanguage Modeling	CodeCode Available	1
DeepEventMine: end-to-end neural nested event extraction from biomedical texts	Jun 17, 2020	Event ExtractionSentence	CodeCode Available	1
Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized Encoding	May 13, 2020	Document-level Event ExtractionEvent 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