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few-shot-ner-on-few-nerd-intra
Named Entity Recognition (NER)
Few-shot NER
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ModelName
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62.49±0.43
71.62±0.44
JCELRNER
NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data
✓ Link
62.48±0.28
69.16±0.28
57.63±0.38
62.99±0.27
NuNER
2024-02-23
Type-Aware Decomposed Framework for Few-Shot Named Entity Recognition
✓ Link
60.78±0.32
67.94±0.17
55.44±0.08
60.87±0.22
TadNER
2023-02-13
A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER
✓ Link
56.35±0.28
66.80±0.78
47.13±0.69
64.69±0.51
MSDP
2023-08-28
HEProto: A Hierarchical Enhancing ProtoNet based on Multi-Task Learning for Few-shot Named Entity Recognition
✓ Link
53.03±0.30
65.70±0.21
46.45±0.21
58.98±0.22
HEProto
2023-10-21
Decomposed Meta-Learning for Few-Shot Sequence Labeling
✓ Link
49.90±0.33
64.36±0.20
43.03±0.29
57.58±0.26
53.72
DecomposedMetaSL
2024-03-04
Decomposed Meta-Learning for Few-Shot Named Entity Recognition
✓ Link
49.48±0.85
62.92±0.57
42.84±0.46
57.31±0.25
DecomposedMetaNER
2022-04-12
Language Model Pre-Training with Sparse Latent Typing
✓ Link
47.20
59.67
40.48
53.04
BERT-SparseLT+CONTainNER
2022-10-23
CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning
✓ Link
40.43
53.70
33.84
47.49
CONTaiNER
2021-09-15
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling
✓ Link
36.08±1.60
52.14±1.50
30.00±0.70
42.15±2.60
ESD
2021-09-27
Few-NERD: A Few-Shot Named Entity Recognition Dataset
✓ Link
30.21±0.90
38.00±1.29
21.03±1.13
26.42±0.60
StructShot
2021-05-16
Few-NERD: A Few-Shot Named Entity Recognition Dataset
✓ Link
25.78±0.91
36.18±0.79
18.27±0.41
27.38±0.53
NNShot
2021-05-16
Few-NERD: A Few-Shot Named Entity Recognition Dataset
✓ Link
20.76±0.84
42.54±0.94
15.05±0.44
35.40±0.13
ProtoBERT
2021-05-16