Time Series Classification on SpokenArabicDigits
100AccuracyLPTM
Evaluation results
| Method | Links | |
|---|---|---|
| LPTM2023.11 | 100 | |
| LSTNet2026.03 | 100 | |
| LSSL2026.03 | 100 | |
| Informer2026.03 | 100 | |
| Autoformer2026.03 | 100 | |
| Stationary2026.03 | 100 | |
| FEDformer2026.03 | 100 | |
| ETSformer2026.03 | 100 | |
| LightTS2026.03 | 100 | |
| Chimera2026.03 | 100 | |
| LETBackbone=Qwen-0.5B, Alignment depth=6, Teacher Model=TimesNet2026.02 | 99.7 | |
| Pyraformer2026.03 | 99.6 | |
| ConvTranTrain Size=65992023.05 | 99.45 | |
| ROCKETTrain Size=65992023.05 | 99.32 | |
| Qwen-0.5BBackbone=Qwen-0.5B, Training=fine-tuning2026.02 | 99.3 | |
| GTM2025.02 | 99.2 | |
| GPT4TS2025.02 | 99.2 | |
| TST2023.11 | 99 | |
| TimesNet2026.03 | 99 | |
| VI 2D Mamba2026.03 | 99 | |
| TimesNet2025.02 | 99 | |
| YOSO-EMethod Category=Transformer2022.02 | 98.9 | |
| cosFormerMethod Category=Transformer2022.02 | 98.8 | |
| FlowformerMethod Category=Transformer2022.02 | 98.8 | |
| Flowformer2026.03 | 98.8 | |
| MTCN2026.03 | 98.7 | |
| TransformerMethod Category=Transformer2022.02 | 98.4 | |
| PerformerMethod Category=Transformer2022.02 | 98.4 | |
| SoftMethod Category=Transformer2022.02 | 98.4 | |
| PatchTST2026.03 | 98.3 | |
| Linear TransformerMethod Category=Transformer2022.02 | 98 | |
| TARNet2023.11 | 98 | |
| ReformerMethod Category=Transformer2022.02 | 97 | |
| TS-TCC2023.11 | 97 | |
| Reformer2026.03 | 97 | |
| UNITS-SUP2025.02 | 96.8 | |
| DTWMethod Category=Classical Methods2022.02 | 96.3 | |
| Autoformer2023.11 | 96 | |
| SimMTM2023.11 | 96 | |
| iTransformer2025.02 | 96 | |
| Unsupervised TCNMethod Category=TCN2022.02 | 95.6 | |
| UNITS-PMT2025.02 | 95.5 | |
| LongformerMethod Category=Transformer2022.02 | 94.4 | |
| TS2Vec2023.11 | 94 | |
| CRT2023.11 | 94 | |
| Informer2023.11 | 92 | |
| TimesNet2023.11 | 92 | |
| DLinear2026.03 | 81.4 | |
| RocketMethod Category=Classical Methods2022.02 | 71.2 | |
| XGBoostMethod Category=Classical Methods2022.02 | 69.6 | |
| LSTMMethod Category=RNN2022.02 | 31.9 | |
| LSTM2026.03 | 31.9 |