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Text Classification on 20Newsgroups (test)

85F1 ScoreSupervised Naïve Bayes
60.0466.527379.48Oct 12, 2022Nov 17, 2022Dec 24, 2022Jan 30, 2023Mar 7, 2023Apr 13, 2023May 20, 2023

Evaluation results

MethodLinks
Supervised Naïve BayesLearning Paradigm=Supervised2022.108587.185.4
Lbl2VecLearning Paradigm=Unsupervised2022.1075.175.175.1
Fine-Tuning% Tuned=100, Backbone=Longformer-base2023.0572.371.871.2
Prefix-Propagation% Tuned=0.05, Backbone=Longformer-base2023.057170.169.7
Prefix-Tuning% Tuned=0.1, Backbone=Longformer-base2023.0569.768.968.4
ROBERTa PT% Tuned=0.1, Backbone=ROBERTa-base2023.0568.267.967
KE + LSALearning Paradigm=Fully unsupervised2022.106171.157.8