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ResearchFormerly WizWand

Named Entity Recognition on BC4CHEMD

94.39F1 ScoreInstructUIE
33.144449.044764.94580.8453Nov 12, 2020Oct 8, 2021Sep 3, 2022Jul 31, 2023Jun 25, 2024May 21, 2025Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
InstructUIE2023.0494.39
Spark-BiomedicalImplementation=Spark-Biomedical2020.1193.72
Spark-GloVe6BImplementation=Spark-GloVe6B2020.1192.32
ProUIEParameters=4B2026.0491.97
IEPILEEvaluation Protocol=Supervised2024.1190.45
InstructUIEBackbone=11B FlanT52023.0490.3
GNEREvaluation Protocol=Supervised2026.0490
Stanza2020.1189.65
KnowCoder-XEvaluation Protocol=Supervised2024.1189.57
UniversalNERParameters=7B2026.0489.21
UniNER-7BEvaluation Protocol=Supervised2026.0489.2
B2NEREvaluation Protocol=Supervised2026.0489
B2NEREvaluation Protocol=Supervised2024.1188.96
YAYI-UIEEvaluation Protocol=Supervised2024.1188.46
GLiNEREvaluation Protocol=Supervised2026.0487.9
InstructUIEParameters=11B2026.0487.62
InstructUIEEvaluation Protocol=Supervised2026.0487.6
BERTEvaluation Protocol=Supervised2024.1186.72
Bert-baseBackbone=Bert-base2023.0486.72
BERT-base2026.0486.72
BERT-baseEvaluation Protocol=Supervised2026.0486.7
DiZiNERZero-shot=true2026.0479.5
DiZiNEREvaluation Protocol=Zero-shot2026.0479.5
MACEEnsemble=true2026.0472.7
MVEnsemble=true2026.0471.6
GLADEnsemble=true2026.0470
GPT-5 miniZero-shot=true2026.0463.7
GPT-5 miniEvaluation Protocol=Zero-shot, Note=supervisor model2026.0463.7
DSEnsemble=true2026.0454.9
JPT-4Bzero-shot=true2026.0453.3
UniNER-7Bzero-shot=true2026.0447.9
Prior Best ZSZero-shot=true2026.0447.9
UniNER-7BEvaluation Protocol=Zero-shot2026.0447.9
gliner_large-v2.5Evaluation Protocol=Zero-shot2026.0246.8
gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.0243.9
GLiNER-Lzero-shot=true2026.0443.1
GLiNEREvaluation Protocol=Zero-shot2026.0443.1
gliner_small-v2.5Evaluation Protocol=Zero-shot2026.0238.7
ChatGPTEvaluation Protocol=Zero-shot2026.0435.5