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 51–75 of 446 papers

TitleStatusHype
MLBiNet: A Cross-Sentence Collective Event Detection NetworkCode1
OneEE: A One-Stage Framework for Fast Overlapping and Nested Event ExtractionCode1
OpenUE: An Open Toolkit of Universal Extraction from TextCode1
Open-Vocabulary Argument Role Prediction for Event ExtractionCode1
CMNEE: A Large-Scale Document-Level Event Extraction Dataset based on Open-Source Chinese Military NewsCode1
RESIN-11: Schema-guided Event Prediction for 11 Newsworthy ScenariosCode1
Revisiting Event Argument Extraction: Can EAE Models Learn Better When Being Aware of Event Co-occurrences?Code1
Corpus-Level Evaluation for Event QA: The IndiaPoliceEvents Corpus Covering the 2002 Gujarat ViolenceCode1
TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event ExtractionCode1
Doc2EDAG: An End-to-End Document-level Framework for Chinese Financial Event ExtractionCode1
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event ExtractionCode1
Text-to-Text Extraction and Verbalization of Biomedical Event GraphsCode1
EventPlus: A Temporal Event Understanding PipelineCode1
Corpus-based Open-Domain Event Type InductionCode1
COVID-19 event extraction from Twitter via extractive question answering with continuous promptsCode1
DeepEventMine: end-to-end neural nested event extraction from biomedical textsCode1
DocEE: A Large-Scale and Fine-grained Benchmark for Document-level Event ExtractionCode1
CasEE: A Joint Learning Framework with Cascade Decoding for Overlapping Event ExtractionCode1
Document-level Event Extraction via Heterogeneous Graph-based Interaction Model with a TrackerCode1
Document-level Event Extraction via Parallel Prediction NetworksCode1
Efficient Document-level Event Extraction via Pseudo-Trigger-aware Pruned Complete GraphCode1
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
Joint Extraction of Events and Entities within a Document ContextCode1
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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