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ResearchFormerly WizWand

Named Entity Recognition on NEWS

86.15F1 ScoreOur Proposed Variant
1.49423.47245.4567.428Aug 26, 2021Oct 3, 2021Nov 10, 2021Dec 18, 2021Jan 25, 2022Mar 4, 2022Apr 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
Our Proposed VariantEncoder=BERT2021.0886.15
Vanilla Negative SamplingEncoder=BERT2021.0885.39
Our Proposed VariantEncoder=BiLSTM2021.0883.79
Vanilla Negative SamplingEncoder=BiLSTM2021.0882.11
Weighted Partial CRF2021.0878.64
Partial CRF2021.0878.38
Positive-unlabeled (PU) Learning2021.0877.98
BERT-Biaffine ModelEncoder=BERT2021.0874.57
BERT-MRCEncoder=BERT2021.0874.55
OursShots=5-shot2022.0458.18
ProtoBERTShots=5-shot2022.0450.06
OursShots=1-shot2022.0446.09
L-TapNet+CDTShots=5-shot2022.0445.35
L-TapNet+CDTShots=1-shot2022.0444.3
ProtoBERTShots=1-shot2022.0432.49
SimBERTShots=5-shot2022.0432.01
Matching NetworkShots=5-shot2022.0419.85
Matching NetworkShots=1-shot2022.0419.5
SimBERTShots=1-shot2022.0419.22
TransferBERTShots=5-shot2022.0415.36
TransferBERTShots=1-shot2022.044.75