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ResearchFormerly WizWand

Topic Classification on Reuters-21578 (test)

0.923AccuracyFusion
0.358280.504890.65150.79811Aug 19, 2024Nov 6, 2024Jan 25, 2025Apr 15, 2025Jul 4, 2025Sep 22, 2025Dec 11, 2025
Updated 5mo ago

Evaluation results

MethodLinks
FusionTraining Data=100% (5842)2025.120.9230.960.9670.961
FusionTraining Data=80% (4673)2025.120.9020.9540.9540.965
RoBERTaTraining Data=100% (5842)2025.120.890.9460.9320.966
OpenAITraining Data=100% (5842)2025.120.8890.9390.9630.927
RoBERTaTraining Data=80% (4673)2025.120.8880.9430.930.966
OpenAITraining Data=20% (1168)2025.120.8860.9280.9510.923
OpenAITraining Data=60% (3505)2025.120.8840.9380.9590.924
OpenAITraining Data=80% (4673)2025.120.880.9340.9510.918
OpenAITraining Data=40% (2336)2025.120.8790.9310.9520.917
FusionTraining Data=60% (3505)2025.120.8550.9320.9290.95
FusionTraining Data=40% (2336)2025.120.8360.8860.8930.889
RoBERTaTraining Data=60% (3505)2025.120.8340.9070.9060.945
RoBERTaTraining Data=40% (2336)2025.120.820.8360.8580.85
FusionTraining Data=20% (1168)2025.120.720.7520.7690.745
RoBERTaTraining Data=20% (1168)2025.120.6730.5340.4650.643
PiNDAEvaluation Protocol=Softmax Regression (SR), mu=02024.080.4437———
SimCLEvaluation Protocol=Softmax Regression (SR)2024.080.4434———
Random NoiseEvaluation Protocol=Softmax Regression (SR)2024.080.4421———
PiNDA + CLAEEvaluation Protocol=Softmax Regression (SR), mu=02024.080.4207———
CLAEEvaluation Protocol=Softmax Regression (SR)2024.080.4191———
PiNDA + CLAEEvaluation Protocol=kNN, mu=02024.080.3918———
CLAEEvaluation Protocol=kNN2024.080.3895———
PiNDAEvaluation Protocol=kNN, mu=02024.080.384———
Random NoiseEvaluation Protocol=kNN2024.080.383———
SimCLEvaluation Protocol=kNN2024.080.38———