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Named Entity Recognition on GENIA

83.8F1 Score

BERT-MRC

Updated 1mo ago

Evaluation Results

Method	Links
BERT-MRC 2021.01		83.8
State-of-the-art 2022.04		81.39
DEEPSTRUCT 2022.05		80.8
DEEPSTRUCT 2022.05		80.8
Yu et al., 2020b 2022.05		80.5
BiaffineLSTM 2022.05		80.5
DEEPSTRUCT 2022.05		80.2
DEEPSTRUCT 2022.05		80.2
BioBART LARGE 2022.04		79.93
KnowCoder-X 2024.11		78.97
BART LARGE 2022.04		78.93
GLiNER 2026.04		78.9
BioBART BASE 2022.04		78.43
BART BASE 2022.04		78.06
UniNER-7B 2026.04		77.5
KnowCoder-7B 2026.04		76.7
IEPILE 2024.11		76.66
B2NER 2024.11		76.43
TANL 2021.01		76.4
TANL 2021.01		76.4
TANL 2022.05		76.4
TANL 2022.05		76.4
TANL 2022.05		76.4
B2NER 2026.04		76.4
TANL 2021.01		75.9
InstructUIE 2026.04		75.7
YAYI-UIE 2024.11		75.21
Ju et al. 2018.10		74.7
Neural Transition-based Model 2018.10		73.9
Katiyar and Cardie 2018.10		73.6
BERT 2024.11		73.3
BERT-base 2026.04		73.3
Neural Transition-based Model (w/o dropout layer) 2018.10		72.7
Neural Transition-based Model (w/o char-level LSTM) 2018.10		72.1
Neural Transition-based Model (w/o pre-trained embeddings) 2018.10		72
Muis and Lu 2018.10		70.8
Finkel and Manning 2018.10		70.3
Lu and Roth 2018.10		70.3
DiZiNER 2026.04		60.1
DiZiNER 2026.04		60.1
GLAD 2026.04		58.9
MACE 2026.04		58.4
MV 2026.04		58
GPT-5 mini 2026.04		56.5
GPT-5 mini 2026.04		56.5
GLiNER-L 2026.04		55.5
Prior Best ZS 2026.04		55.5
GLiNER 2026.04		55.5
gliner_medium-v2.5 2026.02		55.1
DS 2026.04		54.2
UniNER-7B 2026.04		54.1
UniNER-7B 2026.04		54.1
One-shot 2026.06		52.91
BCL 2026.06		51.36
One-shot 2026.06		51.29
JPT-4B 2026.04		50.8
BCL 2026.06		50.65
BCL 2026.06		50.15
One-shot 2026.06		49.73
gliner_small-v2.5 2026.02		48.5
GuideNER 2026.06		48.03
GuideNER 2026.06		47.43
DEEPSTRUCT 2022.05		47.2
DEEPSTRUCT 2022.05		47.2
BCL 2026.06		46.98
gliner_large-v2.5 2026.02		46.9
One-shot 2026.06		46.78
GuideNER 2026.06		42.86
ChatGPT 2026.04		41.6
GuideNER 2026.06		41.49
ChatIE 2026.06		40.12
ChatIE 2026.06		35.2
ChatIE 2026.06		33.32
CodeIE 2026.06		20.62
CodeIE 2026.06		19.17
ChatIE 2026.06		10.19
CodeIE 2026.06		6.59
CodeIE 2026.06		0