Mathematical Logic Sequence Modeling on Long Range Arena (LRA) ListOps (test)
62.8AccuracyLiquid-S4
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Liquid-S4Architecture category=RNN-based architectures2025.07 | 62.8 | 1.29 | 31.3 | |
| MRConv-LArchitecture category=Convolution-based architectures2025.07 | 62.4 | 2.52 | 5.73 | |
| S5Architecture category=RNN-based architectures, Bi-directional input processing=true2025.07 | 62.2 | 742.2 | 0.4 | |
| mGRADEArchitecture category=Our implementation2025.07 | 61.9 | 156.3 | 11.7 | |
| SGConvArchitecture category=Convolution-based architectures2025.07 | 61.5 | — | 5.73 | |
| DSSSOFTMAXArchitecture category=RNN-based architectures2025.07 | 60.6 | 804.7 | 191.4 | |
| LRUArchitecture category=RNN-based architectures2025.07 | 60.2 | 742.2 | 5.9 | |
| HGRNArchitecture category=RNN-based architectures, Bi-directional input processing=true, Positional encoding=true2025.07 | 60 | 328.1 | 1.6 | |
| S4-LegSArchitecture category=RNN-based architectures, Bi-directional input processing=true2025.07 | 59.6 | 2.28 | 511.7 | |
| S4Architecture category=RNN-based architectures2025.07 | 58.4 | 996.1 | 191.4 | |
| LRUArchitecture category=Our implementation2025.07 | 58.3 | 164.1 | 0.78 | |
| MambaArchitecture category=RNN-based architectures2025.07 | 38 | — | — |