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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
Document-level Event Extraction via Parallel Prediction Networks	Aug 1, 2021	DecoderDocument-level Event Extraction	CodeCode Available	1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNet	Aug 1, 2021	Entity LinkingEntity Typing	CodeCode Available	1
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event Extraction	Jul 4, 2021	Event Extraction	CodeCode Available	1
Reinforcement Learning-based Dialogue Guided Event Extraction to Exploit Argument Relations	Jun 23, 2021	Event ExtractionIncremental Learning	CodeCode Available	1
Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event Extraction	Jun 17, 2021	Event ExtractionTransfer Learning	CodeCode Available	1
RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking System	Jun 1, 2021	coreference-resolutionCoreference Resolution	CodeCode Available	1
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a Tracker	May 31, 2021	Document-level Event ExtractionEvent Extraction	CodeCode Available	1
CLEVE: Contrastive Pre-training for Event Extraction	May 30, 2021	Contrastive LearningEvent 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
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective Inference	May 27, 2021	Event ExtractionJoint Entity and Relation 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