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Text Classification on Pubmed (test)

77.72AccuracyMoLAM
61.54865.746569.94574.1435Mar 29, 2016Nov 16, 2017Jul 7, 2019Feb 24, 2021Oct 14, 2022Jun 3, 2024Jan 22, 2026

Evaluation results

MethodLinks
MoLAMMethod Category=Others2026.0177.72
MoLMethod Category=Others2026.0177.44
PLANETOID-ILearning paradigm=Inductive2016.0377.2
PLANETOID-TLearning paradigm=Transductive2016.0375.7
PAGMethod Category=Others2026.0174.44
GEMMAMethod Category=Single LLM2026.0173.13
SNAILMethod Category=Others2026.0171.99
SEMIEMBLearning paradigm=Inductive2016.0371.1
FixMatchMethod Category=Others2026.0170.96
MANIREGLearning paradigm=Inductive2016.0370.7
FEATLearning paradigm=Inductive2016.0369.8
DAMethod Category=Others2026.0168.64
Vote-basedMethod Category=LLM Ensem.2026.0168.02
Logits-basedMethod Category=LLM Ensem.2026.0168.02
YIMethod Category=Single LLM2026.0167.55
PLANETOID-GLearning paradigm=Transductive2016.0366.4
GRAPHEMBLearning paradigm=Transductive2016.0365.3
LPLearning paradigm=Transductive2016.0363
MISTRALMethod Category=Single LLM2026.0162.57
LLAMAMethod Category=Single LLM2026.0162.33
TSVMLearning paradigm=Transductive2016.0362.2
QWENMethod Category=Single LLM2026.0162.17