SOTAVerified

Event Extraction

Determine the extent of the events in a text.

Other names: Event Tagging; Event Identification

Papers

Showing 110 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
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DeepStruct multi-taskArgument Cl63.9Unverified
2DeepStruct multi-task w/ finetuneArgument Cl56.2Unverified
3Text2Event - T5-largeArgument Cl53.8Unverified
4Text2Event - T5-baseArgument Cl49.8Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF163.96Unverified
2GEANet-SciBERTF160.06Unverified
#ModelMetricClaimedVerifiedStatus
1110L1Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF161.74Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF165.57Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF156.72Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF161.62Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF161.87Unverified
#ModelMetricClaimedVerifiedStatus
1DeepEventMineF157.72Unverified