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ResearchFormerly WizWand

Named Entity Recognition on HarveyNER

88.79Entity F1InstructUIE
14.544433.819753.09572.3703Apr 17, 2023Oct 15, 2023Apr 14, 2024Oct 13, 2024Apr 13, 2025Oct 12, 2025Apr 12, 2026
Updated 6mo ago

Evaluation results

MethodLinks
InstructUIEBackbone=11B FlanT52023.0488.79
BERTEvaluation Protocol=Supervised2024.1182.26
Bert-baseBackbone=Bert-base2023.0482.26
BERT-base2026.0482.26
InstructUIEParameters=11B2026.0474.69
UniversalNERParameters=7B2026.0474.21
KnowCoder-XEvaluation Protocol=Supervised2024.1173.91
B2NEREvaluation Protocol=Supervised2024.1173.67
YAYI-UIEEvaluation Protocol=Supervised2024.1169.57
ProUIEParameters=4B2026.0469.5
InstructUIE2023.0468.97
IEPILEEvaluation Protocol=Supervised2024.1167.7
GoLLIEModel size=13B, Zero-shot=true2023.1041.3
GoLLIEModel size=34B, Zero-shot=true2023.1038.9
GoLLIEModel size=7B, Zero-shot=true2023.1037.3
JPT-4Bzero-shot=true2026.0427.7
GoLLIEModel variant=Baseline, Zero-shot=true2023.1023.2
GLiNER-Lzero-shot=true2026.0422.7
gliner_large-v2.5Evaluation Protocol=Zero-shot2026.0219.1
gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.0218.9
UniNER-7Bzero-shot=true2026.0418.2
gliner_small-v2.5Evaluation Protocol=Zero-shot2026.0217.4