Sentiment Classification on Sentiment140
82.54AccuracyBERT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BERT#Params (M)=1102026.06 | 82.54 | — | — | 81.14 | |
| RoBERTa-BiLSTM#Params (M)=>1252026.06 | 82.25 | — | — | 82.25 | |
| ANYSIMLITE#Params (M)=1.32026.06 | 80.22 | — | — | 80.17 | |
| GPT-3#Params (M)=1750002026.06 | 79.11 | — | — | 79.13 | |
| Feature FusionStrategy=Feature Fusion2026.02 | 77.85 | 77.85 | 77.93 | 77.89 | |
| Best IndividualStrategy=Best Individual2026.02 | 76.11 | 77.28 | 75.6 | 76.43 | |
| Median AverageStrategy=Median Average2026.02 | 74.42 | 71.94 | 75.8 | 73.82 | |
| Simple AverageStrategy=Simple Average2026.02 | 74.27 | 69.4 | 76.99 | 73 | |
| Decision FusionStrategy=Decision Fusion2026.02 | 74.27 | 69.4 | 76.99 | 73 | |
| Adaptive FusionStrategy=Adaptive Fusion2026.02 | 74.02 | 68.27 | 77.25 | 72.48 | |
| Confidence WeightedStrategy=Confidence Weighted2026.02 | 73.33 | 65.51 | 77.78 | 71.12 | |
| Max ConfidenceStrategy=Max Confidence2026.02 | 72.16 | 62.4 | 77.67 | 69.2 | |
| Majority VoteStrategy=Majority Vote2026.02 | 70.13 | 53.92 | 79.95 | 64.4 |