SOTAVerified

Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 21–30 of 446 papers

TitleStatusHype
Multi-layer Sequence Labeling-based Joint Biomedical Event Extraction—0
Document-Level Event Extraction with Definition-Driven ICL—0
SHIELD: LLM-Driven Schema Induction for Predictive Analytics in EV Battery Supply Chain Disruptions—0
QAEA-DR: A Unified Text Augmentation Framework for Dense Retrieval—0
Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction SystemsCode0
Improving Entity Recognition Using Ensembles of Deep Learning and Fine-tuned Large Language Models: A Case Study on Adverse Event Extraction from Multiple Sources—0
Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction ParadigmCode0
EXCEEDS: Extracting Complex Events as Connecting the Dots to Graphs in Scientific Domain—0
MMUTF: Multimodal Multimedia Event Argument Extraction with Unified Template Filling—0
Debate as Optimization: Adaptive Conformal Prediction and Diverse Retrieval for Event Extraction—0
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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