Named Entity Recognition on BC4CHEMD benchmark leaderboard · SOTA2 Research

Named Entity Recognition on BC4CHEMD

94.39F1 ScoreInstructUIE

Evaluation Results

Method	Links
InstructUIE2023.04		94.39
Spark-Biomedical2020.11		93.72
Spark-GloVe6B2020.11		92.32
ProUIE2026.04		91.97
IEPILE2024.11		90.45
InstructUIE2023.04		90.3
GNER2026.04		90
Stanza2020.11		89.65
KnowCoder-X2024.11		89.57
UniversalNER2026.04		89.21
UniNER-7B2026.04		89.2
B2NER2026.04		89
B2NER2024.11		88.96
YAYI-UIE2024.11		88.46
GLiNER2026.04		87.9
InstructUIE2026.04		87.62
InstructUIE2026.04		87.6
BERT2024.11		86.72
Bert-base2023.04		86.72
BERT-base2026.04		86.72
BERT-base2026.04		86.7
DiZiNER2026.04		79.5
DiZiNER2026.04		79.5
MACE2026.04		72.7
MV2026.04		71.6
GLAD2026.04		70
GPT-5 mini2026.04		63.7
GPT-5 mini2026.04		63.7
DS2026.04		54.9
JPT-4B2026.04		53.3
UniNER-7B2026.04		47.9
Prior Best ZS2026.04		47.9
UniNER-7B2026.04		47.9
gliner_large-v2.52026.02		46.8
gliner_medium-v2.52026.02		43.9
GLiNER-L2026.04		43.1
GLiNER2026.04		43.1
gliner_small-v2.52026.02		38.7
ChatGPT2026.04		35.5