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Sentiment Analysis on IMDB (test) (Specific Accuracy Sampling)

92.98Accuracy (20%S)Supervised GT
84.098486.404288.7191.0158Apr 3, 2025

Evaluation results

MethodLinks
Supervised GTNoise Level=0%2025.0492.9892.9892.9892.9892.9892.98
NoiseAL2025.0492.7891.7192.7891.7392.7690.23
ELR2025.0490.8182.6790.6482.988.4276.42
ChatGPTZero-shot=true2025.0490.7690.7690.7690.7690.7690.76
SCE2025.0490.6683.5890.8982.8188.3277.05
Co-Teaching2025.0490.0484.4889.9384.6488.9477.62
SelfMix2025.0489.187.1289.1386.1187.3182.44
CL2025.0486.8584.6686.7484.3989.0877.99
DyGen2025.0486.5371.1886.5872.2386.4675.56
BERT2025.0484.4464.9284.8363.7886.2874.66