SOTAVerified

Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

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Showing 51–75 of 446 papers

TitleStatusHype
Entity, Relation, and Event Extraction with Contextualized Span RepresentationsCode1
Event Extraction by Answering (Almost) Natural QuestionsCode1
Event Extraction as Question Generation and AnsweringCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military NewsCode1
Document-Level Event Argument Extraction by Conditional GenerationCode1
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph ConstructionCode1
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event ExtractionCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Few-Shot Document-Level Event Argument ExtractionCode1
Text-to-Text Extraction and Verbalization of Biomedical Event GraphsCode1
GATE: Graph Attention Transformer Encoder for Cross-lingual Relation and Event ExtractionCode1
Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International CrisesCode1
CogIE: An Information Extraction Toolkit for Bridging Texts and CogNetCode1
From POS tagging to dependency parsing for biomedical event extractionCode1
LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real WorldCode1
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event ExtractionCode1
Corpus-based Open-Domain Event Type InductionCode1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
DeepEventMine: end-to-end neural nested event extraction from biomedical textsCode1
CLEVE: Contrastive Pre-training for Event ExtractionCode1
A Two-Stream AMR-enhanced Model for Document-level Event Argument ExtractionCode1
CLIP-Event: Connecting Text and Images with Event StructuresCode1
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