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ResearchFormerly WizWand

Named Entity Recognition on FabNER

88Entity F1InstructUIE
2.82424.93747.0569.163Apr 17, 2023Oct 16, 2023Apr 16, 2024Oct 16, 2024Apr 16, 2025Oct 16, 2025Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
InstructUIE2023.0488
GNEREvaluation Protocol=Supervised2026.0485.4
KnowCoder-XEvaluation Protocol=Supervised2024.1183.19
KnowCoderSetting=Supervised, Model Scale=7B2024.0382.9
KnowCoderParameters=7B2026.0482.9
KnowCoder-7BEvaluation Protocol=Supervised2026.0482.9
UniNERSetting=Supervised2024.0382.3
UniNER-7BEvaluation Protocol=Supervised2026.0481.9
UniversalNERParameters=7B2026.0481.87
ProUIEParameters=4B2026.0480.49
B2NEREvaluation Protocol=Supervised2024.1178.82
B2NEREvaluation Protocol=Supervised2026.0478.8
InstructUIEEvaluation Protocol=Supervised2026.0478.4
InstructUIEParameters=11B2026.0478.38
GLiNEREvaluation Protocol=Supervised2026.0477.8
IEPILEEvaluation Protocol=Supervised2024.1177.07
InstructUIEBackbone=11B FlanT52023.0476.2
YAYI-UIEEvaluation Protocol=Supervised2024.1172.63
BERTEvaluation Protocol=Supervised2024.1164.2
Bert-baseBackbone=Bert-base2023.0464.2
BERT-base2026.0464.2
BERT-baseEvaluation Protocol=Supervised2026.0464.2
MACEEnsemble=true2026.0433.7
DSEnsemble=true2026.0433.4
GLADEnsemble=true2026.0433.2
MVEnsemble=true2026.0432.6
DiZiNERZero-shot=true2026.0429.5
GPT-5 miniZero-shot=true2026.0429.5
GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.0429.5
DiZiNEREvaluation Protocol=Zero-shot2026.0429.5
JPT-4Bzero-shot=true2026.0427.8
GoLLIEModel size=34B, Zero-shot=true2023.1026.3
Prior Best ZSZero-shot=true2026.0426.3
GoLLIEEvaluation Protocol=Zero-shot2026.0426.3
GoLLIEModel size=13B, Zero-shot=true2023.1025.4
gliner_large-v2.5Evaluation Protocol=Zero-shot2026.0225.1
GoLLIEModel size=7B, Zero-shot=true2023.1024.8
UniNER-7Bzero-shot=true2026.0424.8
UniNER-7BEvaluation Protocol=Zero-shot2026.0424.8
GLiNER-Lzero-shot=true2026.0423.6
GLiNEREvaluation Protocol=Zero-shot2026.0423.6
gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.0223.5
gliner_small-v2.5Evaluation Protocol=Zero-shot2026.0222.4
ChatGPTEvaluation Protocol=Zero-shot2026.0415.3
GoLLIEModel variant=Baseline, Zero-shot=true2023.106.1