Tense reinflection on Tense reinflection (auxiliary do) Generalization Comparison 1.0
6.612Full Accuracy Log RatioLSTM+Nd
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSTM+NdArchitecture=LSTM, Augmentation=Neural Data Structure2025.11 | 6.612 | 5.025 | |
| RNN+NdArchitecture=RNN, Augmentation=Neural Data Structure2025.11 | 6.013 | 3.448 | |
| RNN+SupArchitecture=RNN, Augmentation=Supervision2025.11 | 5.653 | 3.106 | |
| LSTM+Nd+RArchitecture=LSTM, Augmentation=Neural Data Structure + R2025.11 | 4.986 | 3.675 | |
| RNNArchitecture=RNN2025.11 | 4.895 | 3.251 | |
| RNN+Sup+RArchitecture=RNN, Augmentation=Supervision + R2025.11 | 4.893 | 3.024 | |
| RNN+Nd+RArchitecture=RNN, Augmentation=Neural Data Structure + R2025.11 | 4.645 | 2.701 | |
| LSTMArchitecture=LSTM2025.11 | 4.52 | 4.094 | |
| LSTM+Sup+RArchitecture=LSTM, Augmentation=Supervision + R2025.11 | 3.899 | 2.921 | |
| LSTM+SupArchitecture=LSTM, Augmentation=Supervision2025.11 | 3.575 | 2.964 | |
| Tf+Nd+NdArchitecture=Transformer, Augmentation=Dual Neural Data Structure2025.11 | 3.246 | 3.427 | |
| Tf+Sup+SupArchitecture=Transformer, Augmentation=Dual Supervision2025.11 | 2.531 | 2.529 | |
| TfArchitecture=Transformer2025.11 | 2.408 | 2.406 | |
| Tf+SupArchitecture=Transformer, Augmentation=Supervision2025.11 | 0.56 | 0.557 | |
| Tf+NdArchitecture=Transformer, Augmentation=Neural Data Structure2025.11 | 0.21 | 0.091 |