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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 51–60 of 446 papers

Title	Date	Tasks	Status	Hype
GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event Extraction	Oct 6, 2020	Event ExtractionGraph Attention	CodeCode Available	1
Generating Disentangled Arguments with Prompts: A Simple Event Extraction Framework that Works	Oct 9, 2021	Event Extraction	CodeCode Available	1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat Violence	May 27, 2021	ArticlesDocument Ranking	CodeCode Available	1
Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International Crises	Feb 14, 2022	Event Extraction	CodeCode Available	1
Biomedical Event Extraction with Hierarchical Knowledge Graphs	Sep 20, 2020	Event ExtractionLanguage Modeling	CodeCode Available	1
Legal Judgment Prediction via Event Extraction with Constraints	May 1, 2022	Event ExtractionPrediction	CodeCode Available	1
CLIP-Event: Connecting Text and Images with Event Structures	Jan 13, 2022	Contrastive LearningEvent Extraction	CodeCode Available	1
MAILEX: Email Event and Argument Extraction	May 22, 2023	4k8k	CodeCode Available	1
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction	Nov 16, 2023	BenchmarkingEvent Extraction	CodeCode Available	1
CLEVE: Contrastive Pre-training for Event Extraction	May 30, 2021	Contrastive LearningEvent 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