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 26–50 of 446 papers

TitleStatusHype
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
GLEN: General-Purpose Event Detection for Thousands of TypesCode1
Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event ExtractionCode1
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event ExtractionCode1
Joint Biomedical Entity and Relation Extraction with Knowledge-Enhanced Collective InferenceCode1
COVID-19 event extraction from Twitter via extractive question answering with continuous promptsCode1
DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event ExtractionCode1
CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military NewsCode1
CLIP-Event: Connecting Text and Images with Event StructuresCode1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
A Two-Stream AMR-enhanced Model for Document-level Event Argument ExtractionCode1
DeepEventMine: end-to-end neural nested event extraction from biomedical textsCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
Automatic Error Analysis for Document-level Information ExtractionCode1
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a TrackerCode1
Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized EncodingCode1
Effective Use of Graph Convolution Network and Contextual Sub-Tree forCommodity News Event ExtractionCode1
Efficient Zero-shot Event Extraction with Context-Definition AlignmentCode1
Enhancing Document-level Event Argument Extraction with Contextual Clues and Role RelevanceCode1
An Effective System for Multi-format Information ExtractionCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument ExtractionCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual AwarenessCode1
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping 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