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ResearchFormerly WizWand

Fine-grained Entity Typing on FGN (test)

88.81F1 ScoreCVT + Multi-Task + Large
86.178886.861987.54588.2281Sep 22, 2018
Updated 8mo ago

Evaluation results

MethodLinks
CVT + Multi-Task + LargeSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Large2018.0988.81
CVT + Multi-task + LargeSemi-supervised=true, Multi-task=true, Model Size=Large2018.0988.8
CVTSemi-supervised=true, Multi-task=false2018.0988.7
CVTSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.0988.68
ELMo (our implementation)Semi-supervised=true, Multi-task=false2018.0988.5
ELMoSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.0988.49
CVT + Multi-TaskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.0988.42
ELMo + Multi-taskSemi-supervised=true, Multi-task=true2018.0988.4
CVT + Multi-taskSemi-supervised=true, Multi-task=true2018.0988.4
ELMo + Multi-taskSupervision Type=Semi-supervised, Learning Paradigm=Multi-task, Model Scale=Standard2018.0988.37
Word DropoutSemi-supervised=true, Multi-task=false2018.0988.1
Word DropoutSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.0988.06
Virtual Adversarial TrainingSupervision Type=Semi-supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.0987.91
Virtual Adversarial TrainingSemi-supervised=true, Multi-task=false2018.0987.9
SupervisedSemi-supervised=false, Multi-task=false2018.0987.5
SupervisedSupervision Type=Supervised, Learning Paradigm=Single-task, Model Scale=Standard2018.0987.48
ID-CNN-CRFSupervision Type=Supervised2018.0986.84
ID-CNN-CRFSemi-supervised=false, Multi-task=false2018.0986.8
LSTM-CNNSupervision Type=Supervised2018.0986.28