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
Document-level Event Extraction via Parallel Prediction NetworksCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event ExtractionCode1
Reinforcement Learning-based Dialogue Guided Event Extraction to Exploit Argument RelationsCode1
Text2Event: Controllable Sequence-to-Structure Generation for End-to-end Event ExtractionCode1
RESIN: A Dockerized Schema-Guided Cross-document Cross-lingual Cross-media Information Extraction and Event Tracking SystemCode1
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a TrackerCode1
CLEVE: Contrastive Pre-training for Event ExtractionCode1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective InferenceCode1
MLBiNet: A Cross-Sentence Collective Event Detection NetworkCode1
Document-Level Event Argument Extraction by Conditional GenerationCode1
Structured Prediction as Translation between Augmented Natural LanguagesCode1
EventPlus: A Temporal Event Understanding PipelineCode1
GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event ExtractionCode1
OpenUE: An Open Toolkit of Universal Extraction from TextCode1
UCD-CS at W-NUT 2020 Shared Task-3: A Text to Text Approach for COVID-19 Event Extraction on Social MediaCode1
Biomedical Event Extraction with Hierarchical Knowledge GraphsCode1
DeepEventMine: end-to-end neural nested event extraction from biomedical textsCode1
Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized EncodingCode1
Event Extraction by Answering (Almost) Natural QuestionsCode1
Entity, Relation, and Event Extraction with Contextualized Span RepresentationsCode1
Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event ExtractionCode1
From POS tagging to dependency parsing for biomedical event extractionCode1
Joint Extraction of Events and Entities within a Document ContextCode1
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
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
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
Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction SystemsCode0
Harvesting Events from Multiple Sources: Towards a Cross-Document Event Extraction ParadigmCode0
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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