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
Sample Design Engineering: An Empirical Study of What Makes Good Downstream Fine-Tuning Samples for LLMsCode5
EventRL: Enhancing Event Extraction with Outcome Supervision for Large Language ModelsCode3
SEBERTNets: Sequence Enhanced BERT Networks for Event Entity Extraction Tasks Oriented to the Finance FieldCode2
GoLLIE: Annotation Guidelines improve Zero-Shot Information-ExtractionCode2
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence UnderstandingCode2
The Devil is in the Details: On the Pitfalls of Event Extraction EvaluationCode2
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPTCode2
LEMONADE: A Large Multilingual Expert-Annotated Abstractive Event Dataset for the Real WorldCode1
Facial Dynamics in Video: Instruction Tuning for Improved Facial Expression Perception and Contextual AwarenessCode1
Towards Better Question Generation in QA-based Event ExtractionCode1
Beyond Single-Event Extraction: Towards Efficient Document-Level Multi-Event Argument ExtractionCode1
CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military NewsCode1
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event ExtractionCode1
Enhancing Document-level Event Argument Extraction with Contextual Clues and Role RelevanceCode1
LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label SystemCode1
Event Extraction as Question Generation and AnsweringCode1
Revisiting Event Argument Extraction: Can EAE Models Learn Better When Being Aware of Event Co-occurrences?Code1
BioDEX: Large-Scale Biomedical Adverse Drug Event Extraction for Real-World PharmacovigilanceCode1
MAILEX: Email Event and Argument ExtractionCode1
COVID-19 event extraction from Twitter via extractive question answering with continuous promptsCode1
GLEN: General-Purpose Event Detection for Thousands of TypesCode1
tieval: An Evaluation Framework for Temporal Information Extraction SystemsCode1
Open Relation and Event Type Discovery with Type AbstractionCode1
Frustratingly Easy Label Projection for Cross-lingual TransferCode1
Efficient Zero-shot Event Extraction with Context-Definition AlignmentCode1
Open-Vocabulary Argument Role Prediction for Event ExtractionCode1
PHEE: A Dataset for Pharmacovigilance Event Extraction from TextCode1
Schema-aware Reference as Prompt Improves Data-Efficient Knowledge Graph ConstructionCode1
EventGraph: Event Extraction as Semantic Graph ParsingCode1
Text-to-Text Extraction and Verbalization of Biomedical Event GraphsCode1
Automatic Error Analysis for Document-level Information ExtractionCode1
Few-Shot Document-Level Event Argument ExtractionCode1
OneEE: A One-Stage Framework for Fast Overlapping and Nested Event ExtractionCode1
DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event ExtractionCode1
RESIN-11: Schema-guided Event Prediction for 11 Newsworthy ScenariosCode1
RAAT: Relation-Augmented Attention Transformer for Relation Modeling in Document-Level Event ExtractionCode1
DeepStruct: Pretraining of Language Models for Structure PredictionCode1
Legal Judgment Prediction via Event Extraction with ConstraintsCode1
A Two-Stream AMR-enhanced Model for Document-level Event Argument ExtractionCode1
Introducing the ICBe Dataset: Very High Recall and Precision Event Extraction from Narratives about International CrisesCode1
CLIP-Event: Connecting Text and Images with Event StructuresCode1
Efficient Document-level Event Extraction via Pseudo-Trigger-aware Pruned Complete GraphCode1
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event ExtractionCode1
Generating Disentangled Arguments with Prompts: A Simple Event Extraction Framework that WorksCode1
Effective Use of Graph Convolution Network and Contextual Sub-Tree forCommodity News Event ExtractionCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Corpus-based Open-Domain Event Type InductionCode1
DEGREE: A Data-Efficient Generation-Based Event Extraction ModelCode1
An Effective System for Multi-format Information 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