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ResearchFormerly WizWand

Few-shot Named Entity Recognition on FewNERD Intra 1.0

63.26F1 ScoreUniEX
18.0229.76541.5153.255Apr 12, 2022Jun 17, 2022Aug 23, 2022Oct 29, 2022Jan 3, 2023Mar 11, 2023May 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
UniEXShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0563.26
DecomMetaShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0563.23
Decomposed Meta-LearningN-way=5 way, K-shot=5~10-shot2022.0463.23
DecomMetaShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0556.84
Decomposed Meta-LearningN-way=10 way, K-shot=5~10-shot2022.0456.84
UniEXShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0556.65
UniEXShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0553.92
CONTAINERN-way=5 way, K-shot=5~10-shot2022.0453.7
DecomMetaShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0552.04
Decomposed Meta-LearningN-way=5 way, K-shot=1~2-shot2022.0452.04
ESDShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0550.68
ESDN-way=5 way, K-shot=5~10-shot2022.0450.68
CONTAINERN-way=10 way, K-shot=5~10-shot2022.0447.49
UniEXShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0545.67
DecomMetaShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0543.5
Decomposed Meta-LearningN-way=10 way, K-shot=1~2-shot2022.0443.5
ESDShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0542.92
ESDN-way=10 way, K-shot=5~10-shot2022.0442.92
ProtoBERTShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0541.93
ProtoBERTN-way=5 way, K-shot=5~10-shot2022.0441.93
ESDShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0541.44
ESDN-way=5 way, K-shot=1~2-shot2022.0441.44
CONTAINERN-way=5 way, K-shot=1~2-shot2022.0440.43
StructShotN-way=5 way, K-shot=5~10-shot2022.0438.83
StructShotN-way=5 way, K-shot=1~2-shot2022.0435.92
NNShotShot=5~10-shot, Way=5 way, Backbone=BERT-base2023.0535.74
NNShotN-way=5 way, K-shot=5~10-shot2022.0435.74
ProtoBERTShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0534.61
ProtoBERTN-way=10 way, K-shot=5~10-shot2022.0434.61
CONTAINERN-way=10 way, K-shot=1~2-shot2022.0433.84
ESDShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0532.29
ESDN-way=10 way, K-shot=1~2-shot2022.0432.29
NNShotShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0531.01
NNShotN-way=5 way, K-shot=1~2-shot2022.0431.01
NNShotShot=5~10-shot, Way=10 way, Backbone=BERT-base2023.0527.67
NNShotN-way=10 way, K-shot=5~10-shot2022.0427.67
StructShotN-way=10 way, K-shot=5~10-shot2022.0426.39
StructShotN-way=10 way, K-shot=1~2-shot2022.0425.38
ProtoBERTShot=1~2-shot, Way=5 way, Backbone=BERT-base2023.0523.45
ProtoBERTN-way=5 way, K-shot=1~2-shot2022.0423.45
NNShotShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0521.88
NNShotN-way=10 way, K-shot=1~2-shot2022.0421.88
ProtoBERTShot=1~2-shot, Way=10 way, Backbone=BERT-base2023.0519.76
ProtoBERTN-way=10 way, K-shot=1~2-shot2022.0419.76