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 1–25 of 446 papers

TitleStatusHype
LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real WorldCode1
Beyond Pixels: Leveraging the Language of Soccer to Improve Spatio-Temporal Action Detection in Broadcast Videos—0
Adaptive Schema-aware Event Extraction with Retrieval-Augmented Generation—0
Retrieval-Enhanced Few-Shot Prompting for Speech Event Extraction—0
Revisiting Prompt Optimization with Large Reasoning Models-A Case Study on Event Extraction—0
Instruction-Tuning LLMs for Event Extraction with Annotation Guidelines—0
Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual AwarenessCode1
Political Events using RAG with LLMs—0
Attending To Syntactic Information In Biomedical Event Extraction Via Graph Neural Networks—0
Towards Better Multi-task Learning: A Framework for Optimizing Dataset Combinations in Large Language Models—0
Enhancing Event Extraction from Short Stories through Contextualized Prompts—0
Are Triggers Needed for Document-Level Event Extraction?Code0
SPEED++: A Multilingual Event Extraction Framework for Epidemic Prediction and Preparedness—0
Beyond Exact Match: Semantically Reassessing Event Extraction by Large Language Models—0
Explicit, Implicit, and Scattered: Revisiting Event Extraction to Capture Complex Arguments—0
E2MoCase: A Dataset for Emotional, Event and Moral Observations in News Articles on High-impact Legal Cases—0
CACER: Clinical Concept Annotations for Cancer Events and RelationsCode0
Event Extraction for Portuguese: A QA-driven Approach using ACE-2005—0
ACE-2005-PT: Corpus for Event Extraction in Portuguese—0
A Structure-aware Generative Model for Biomedical Event Extraction—0
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
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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