Sentiment Analysis on Amazon reviews (test)
98AccuracyClust-PSI-PFL
Evaluation results
| Method | Links | |
|---|---|---|
| Clust-PSI-PFLPartition protocol=Similarity, S=0, K=1002025.12 | 98 | |
| Q-RUN#Params (M)=66.99, zero-shot=true2025.12 | 78.21 | |
| FAN#Params (M)=95.32, zero-shot=true2025.12 | 77.63 | |
| FANGated#Params (M)=95.33, zero-shot=true2025.12 | 76.89 | |
| BERT#Params (M)=109.48, zero-shot=true2025.12 | 71.55 | |
| LSTM#Params (M)=120.14, zero-shot=true2025.12 | 71.52 | |
| HACCSPartition protocol=Dirichlet, alpha=0.7, K=1002025.12 | 69 | |
| Mamba#Params (M)=129.73, zero-shot=true2025.12 | 67.19 | |
| Ensembling (NB)Base Model=Pythia-70M, Ensemble Size=8, Number of top concept-associated features=12025.05 | 63.1 | |
| Ensembling (Boosting)Base Model=Pythia-70M, Ensemble Size=8, Number of top concept-associated features=12025.05 | 62.4 | |
| Expanded SAEBase Model=Pythia-70M, Ensemble Size=1, Number of top concept-associated features=12025.05 | 60 |