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Named Entity Recognition on polyglot-NER

75.65Entity F1BERT
40.44649.585558.72567.8645Apr 17, 2023Oct 15, 2023Apr 14, 2024Oct 13, 2024Apr 13, 2025Oct 12, 2025Apr 12, 2026

Evaluation results

MethodLinks
BERTEvaluation Protocol=Supervised2024.1175.65
Bert-baseBackbone=Bert-base2023.0475.65
BERT-base2026.0475.65
ProUIEParameters=4B2026.0474.8
YAYI-UIEEvaluation Protocol=Supervised2024.1170.85
InstructUIEBackbone=11B FlanT52023.0470.15
UniversalNERParameters=7B2026.0465.67
KnowCoder-XEvaluation Protocol=Supervised2024.1164.47
B2NEREvaluation Protocol=Supervised2024.1161.96
InstructUIEParameters=11B2026.0453.31
JPT-4Bzero-shot=true2026.0447.4
gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.0243.1
GLiNER-Lzero-shot=true2026.0442.9
gliner_large-v2.5Evaluation Protocol=Zero-shot2026.0242.4
gliner_small-v2.5Evaluation Protocol=Zero-shot2026.0242
UniNER-7Bzero-shot=true2026.0441.8