SOTAVerified

Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

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Showing 51–100 of 446 papers

TitleStatusHype
Improving Event Definition Following For Zero-Shot Event Detection—0
Leveraging ChatGPT in Pharmacovigilance Event Extraction: An Empirical StudyCode0
EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language ModelsCode3
Event-Keyed SummarizationCode0
Towards Event Extraction from Speech with Contextual CluesCode0
SEBERTNets: Sequence Enhanced BERT Networks for Event Entity Extraction Tasks Oriented to the Finance FieldCode2
Flood Event Extraction from News Media to Support Satellite-Based Flood Insurance—0
Beyond Isolation: Multi-Agent Synergy for Improving Knowledge Graph Construction—0
Challenges and Applications of Automated Extraction of Socio-political Events from Text (CASE 2023): Workshop and Shared Task Report—0
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event ExtractionCode1
MOKA: Moral Knowledge Augmentation for Moral Event ExtractionCode0
GIELLM: Japanese General Information Extraction Large Language Model Utilizing Mutual Reinforcement Effect—0
Continual Event Extraction with Semantic Confusion RectificationCode0
Probing Representations for Document-level Event ExtractionCode0
Type-aware Decoding via Explicitly Aggregating Event Information for Document-level Event Extraction—0
DemoSG: Demonstration-enhanced Schema-guided Generation for Low-resource Event Extraction—0
Enhancing Document-level Event Argument Extraction with Contextual Clues and Role RelevanceCode1
Guideline Learning for In-context Information Extraction—0
GoLLIE: Annotation Guidelines improve Zero-Shot Information-ExtractionCode2
LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label SystemCode1
Nested Event Extraction upon Pivot Element RecognitonCode0
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence UnderstandingCode2
MC-DRE: Multi-Aspect Cross Integration for Drug Event/Entity ExtractionCode0
An APT Event Extraction Method Based on BERT-BiGRU-CRF for APT Attack Detection—0
EnrichEvent: Enriching Social Data with Contextual Information for Emerging Event ExtractionCode0
Event Extraction as Question Generation and AnsweringCode1
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph ConstructionCode0
Token-Event-Role Structure-based Multi-Channel Document-Level Event Extraction—0
JSEEGraph: Joint Structured Event Extraction as Graph ParsingCode0
Adaptive Ordered Information Extraction with Deep Reinforcement LearningCode0
Pushing the Limits of ChatGPT on NLP Tasks—0
Building blocks for complex tasks: Robust generative event extraction for radiology reports under domain shifts—0
Training Multimedia Event Extraction With Generated Images and Captions—0
The Devil is in the Details: On the Pitfalls of Event Extraction EvaluationCode2
Joint Event Extraction via Structural Semantic Matching—0
Revisiting Event Argument Extraction: Can EAE Models Learn Better When Being Aware of Event Co-occurrences?Code1
Document-Level Multi-Event Extraction with Event Proxy Nodes and Hausdorff Distance Minimization—0
Iteratively Improving Biomedical Entity Linking and Event Extraction via Hard Expectation-Maximization—0
STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models—0
A Monte Carlo Language Model Pipeline for Zero-Shot Sociopolitical Event Extraction—0
BAND: Biomedical Alert News DatasetCode0
BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World PharmacovigilanceCode1
MAILEX: Email Event and Argument ExtractionCode1
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
Recouple Event Field via Probabilistic Bias for Event Extraction—0
Multilingual Event Extraction from Historical Newspaper AdvertsCode0
Massively Multi-Lingual Event Understanding: Extraction, Visualization, and Search—0
UniEX: An Effective and Efficient Framework for Unified Information Extraction via a Span-extractive Perspective—0
Boosting Event Extraction with Denoised Structure-to-Text Augmentation—0
LED: A Dataset for Life Event Extraction from DialogsCode0
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All datasetsACE2005GENIA.Cancer Genetics 2013 (CG)Epigenetics and Post-translational Modifications 2011 (EPI)GENIA 2013Infectious Diseases 2011 (ID)Multi-Level Event Extraction (MLEE)Pathway Curation 2013 (PC)

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskArgument Cl63.9—Unverified
2DeepStruct multi-task w/ finetuneArgument Cl56.2—Unverified
3Text2Event - T5-largeArgument Cl53.8—Unverified
4Text2Event - T5-baseArgument Cl49.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF163.96—Unverified
2GEANet-SciBERTF160.06—Unverified
#ModelMetricClaimedVerifiedStatus
1110L1—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF161.74—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF165.57—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF156.72—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF161.62—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF161.87—Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF157.72—Unverified