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
SeqGPT: An Out-of-the-box Large Language Model for Open Domain Sequence UnderstandingCode2
GoLLIE: Annotation Guidelines improve Zero-Shot Information-ExtractionCode2
SEBERTNets: Sequence Enhanced BERT Networks for Event Entity Extraction Tasks Oriented to the Finance FieldCode2
ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPTCode2
LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future OpportunitiesCode2
The Devil is in the Details: On the Pitfalls of Event Extraction EvaluationCode2
LEEC: A Legal Element Extraction Dataset with an Extensive Domain-Specific Label SystemCode1
From POS tagging to dependency parsing for biomedical event extractionCode1
Generating Disentangled Arguments with Prompts: A Simple Event Extraction Framework that WorksCode1
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
Joint Extraction of Events and Entities within a Document ContextCode1
Legal Judgment Prediction via Event Extraction with ConstraintsCode1
Event Extraction by Answering (Almost) Natural QuestionsCode1
Document-level Event Extraction via Parallel Prediction NetworksCode1
Efficient Document-level Event Extraction via Pseudo-Trigger-aware Pruned Complete GraphCode1
EventGraph: Event Extraction as Semantic Graph ParsingCode1
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event ExtractionCode1
Entity, Relation, and Event Extraction with Contextualized Span RepresentationsCode1
Event Extraction as Question Generation and AnsweringCode1
Everything Is All It Takes: A Multipronged Strategy for Zero-Shot Cross-Lingual Information ExtractionCode1
Few-Shot Document-Level Event Argument ExtractionCode1
Biomedical Event Extraction with Hierarchical Knowledge GraphsCode1
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