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ResearchFormerly WizWand

Few-shot Named Entity Recognition on FewNERD Inter 1.0

74.14F1 ScoreESD
37.68847.151556.61566.0785May 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ESDShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0574.14
UniEXShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0573.79
DecomMetaShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0571.62
UniEXShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0569.63
UniEXShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0569.37
DecomMetaShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0568.77
DecomMetaShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0568.32
ESDShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0567.91
ESDShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0566.46
UniEXShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0564.53
DecomMetaShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0563.26
ESDShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0559.95
ProtoBERTShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0558.8
NNShotShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0554.29
ProtoBERTShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0553.97
NNShotShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0550.56
NNShotShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0550
NNShotShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0546.98
ProtoBERTShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0544.44
ProtoBERTShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0539.09