SOTAVerified

Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

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Showing 11–20 of 446 papers

TitleStatusHype
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
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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