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ResearchFormerly WizWand

Named Entity Recognition on NCBI

89.24F1 ScoreCL-KL
59.246467.033274.8282.6068May 8, 2021Mar 3, 2022Dec 27, 2022Oct 22, 2023Aug 16, 2024Jun 11, 2025Apr 6, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CL-KLEvaluation Setting=W/O CONTEXT2021.0589.24
CL-L2Evaluation Setting=W/ CONTEXT2021.0589.22
CL-L2Evaluation Setting=W/O CONTEXT2021.0589.2
W/ CONTEXT (Baseline)Evaluation Setting=W/ CONTEXT2021.0589.01
CL-KLEvaluation Setting=W/ CONTEXT2021.0588.96
Bio-Flair2021.0588.85
W/O CONTEXT (Baseline)Evaluation Setting=W/O CONTEXT2021.0588.65
LUKEEvaluation Setting=W/O CONTEXT2021.0587.62
YAYI-UIEEvaluation Protocol=Supervised2024.1187.29
KnowCoder-XEvaluation Protocol=Supervised2024.1185.49
IEPILEEvaluation Protocol=Supervised2024.1185.26
B2NEREvaluation Protocol=Supervised2024.1184.83
ACLMtraining_samples=5002023.0680.57
BERTEvaluation Protocol=Supervised2024.1180.2
LWTRtraining_samples=5002023.0678.97
DAGAtraining_samples=5002023.0678.09
Gold-Onlytraining_samples=5002023.0675.75
MELMtraining_samples=5002023.0675.11
ACLMtraining_samples=2002023.0674.27
Gold-Onlytraining_samples=2002023.0672.92
LWTRtraining_samples=2002023.0672.15
DAGAtraining_samples=2002023.0671.14
MELMtraining_samples=2002023.0670.12
JPT-4Bzero-shot=true2026.0468.7
gliner_large-v2.5Evaluation Protocol=Zero-shot2026.0265.3
gliner_medium-v2.5Evaluation Protocol=Zero-shot2026.0264.3
gliner_small-v2.5Evaluation Protocol=Zero-shot2026.0264.2
GLiNER-Lzero-shot=true2026.0461.9
UniNER-7Bzero-shot=true2026.0460.4