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ResearchFormerly WizWand

Named Entity Recognition on Wiki

68F1 ScoreCuckoo
-2.7215.643452.36Apr 12, 2022Nov 9, 2022Jun 8, 2023Jan 6, 2024Aug 4, 2024Mar 3, 2025Oct 1, 2025
Updated 4mo ago

Evaluation results

MethodLinks
CuckooSample Size=512 Samples, Continually Pretrained=false2025.1068
RoBERTa-LargeSample Size=512 Samples, Continually Pretrained=false2025.1060
Qwen3-0.6BSample Size=512 Samples, Continually Pretrained=false2025.1057
Qwen3-0.6BSample Size=512 Samples, Continually Pretrained=true2025.1055
GPT-4o2025.1053
Gemma3-1B-ItSample Size=512 Samples, Continually Pretrained=true2025.1045
Gemma3-1B-ItSample Size=512 Samples, Continually Pretrained=false2025.1043
OursShots=5-shot2022.0431.36
OursShots=1-shot2022.0417.54
L-TapNet+CDTShots=1-shot2022.0412.04
L-TapNet+CDTShots=5-shot2022.0411.65
SimBERTShots=5-shot2022.0410.63
ProtoBERTShots=5-shot2022.049.54
SimBERTShots=1-shot2022.046.91
Matching NetworkShots=5-shot2022.045.58
Matching NetworkShots=1-shot2022.044.73
ProtoBERTShots=1-shot2022.043.89
TransferBERTShots=5-shot2022.043.62
CuckooSample Size=64 Samples, Continually Pretrained=false2025.103
Gemma3-1B-ItSample Size=64 Samples, Continually Pretrained=true2025.102
TransferBERTShots=1-shot2022.040.57
RoBERTa-LargeSample Size=64 Samples, Continually Pretrained=false2025.100
Qwen3-0.6BSample Size=64 Samples, Continually Pretrained=false2025.100
Qwen3-0.6BSample Size=64 Samples, Continually Pretrained=true2025.100
Gemma3-1B-ItSample Size=64 Samples, Continually Pretrained=false2025.100