SOTAVerified

Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

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Showing 1–50 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
Document-Level Event Extraction with Definition-Driven ICL—0
Multi-layer Sequence Labeling-based Joint Biomedical Event Extraction—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
A Survey of Video Datasets for Grounded Event UnderstandingCode0
Decompose, Enrich, and Extract! Schema-aware Event Extraction using LLMs—0
MultiADE: A Multi-domain Benchmark for Adverse Drug Event Extraction—0
5W1H Extraction With Large Language Models—0
Towards Better Question Generation in QA-based Event ExtractionCode1
Targeted Augmentation for Low-Resource Event Extraction—0
From Internet of Things Data to Business Processes: Challenges and a Framework—0
Denoising of Geodetic Time Series Using Spatiotemporal Graph Neural Networks: Application to Slow Slip Event Extraction—0
Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument ExtractionCode1
BKEE: Pioneering Event Extraction in the Vietnamese LanguageCode0
Sample Design Engineering: An Empirical Study of What Makes Good Downstream Fine-Tuning Samples for LLMsCode5
CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military NewsCode1
Event Grounded Criminal Court View Generation with Cooperative (Large) Language ModelsCode0
Event Extraction in Basque: Typologically motivated Cross-Lingual Transfer-Learning Analysis—0
EFSA: Towards Event-Level Financial Sentiment AnalysisCode0
Evaluating Generative Language Models in Information Extraction as Subjective Question CorrectionCode0
Hierarchical Multi-label Classification for Fine-level Event Extraction from Aviation Accident Reports—0
Prompt-based Graph Model for Joint Liberal Event Extraction and Event Schema Induction—0
Pipelined Biomedical Event Extraction Rivaling Joint Learning—0
Advancing Chinese biomedical text mining with community challenges—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