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 101–125 of 446 papers

TitleStatusHype
EDeR: A Dataset for Exploring Dependency Relations Between EventsCode0
COFFEE: A Contrastive Oracle-Free Framework for Event ExtractionCode0
COVID-19 event extraction from Twitter via extractive question answering with continuous promptsCode1
Effective Hierarchical Information Threading Using Network Community DetectionCode0
GLEN: General-Purpose Event Detection for Thousands of TypesCode1
Comprehensive Event Representations using Event Knowledge Graphs and Natural Language Processing—0
Exploring the Feasibility of ChatGPT for Event Extraction—0
Impact of Subword Pooling Strategy on Cross-lingual Event DetectionCode0
ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPTCode2
Whats New? Identifying the Unfolding of New Events in NarrativesCode0
Global Constraints with Prompting for Zero-Shot Event Argument ClassificationCode0
Natural Language Processing for Policymaking—0
Task formulation for Extracting Social Determinants of Health from Clinical Narratives—0
Identifying chronological and coherent information threads using 5W1H questions and temporal relationshipsCode0
tieval: An Evaluation Framework for Temporal Information Extraction SystemsCode1
Mask-then-Fill: A Flexible and Effective Data Augmentation Framework for Event Extraction—0
GaitVibe+: Enhancing Structural Vibration-based Footstep Localization Using Temporary Cameras for In-home Gait Analysis—0
Open Relation and Event Type Discovery with Type AbstractionCode1
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
PESE: Event Structure Extraction using Pointer Network based Encoder-Decoder ArchitectureCode0
Extended Multilingual Protest News Detection -- Shared Task 1, CASE 2021 and 2022—0
MEE: A Novel Multilingual Event Extraction Dataset—0
Gradient Imitation Reinforcement Learning for General Low-Resource Information Extraction—0
Efficient Zero-shot Event Extraction with Context-Definition AlignmentCode1
Open-Vocabulary Argument Role Prediction for Event ExtractionCode1
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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