Path detection on Long Range Arena (LRA) Pathfinder (test)
96.7AccuracyMRConv-L
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MRConv-LArchitecture category=Convolution-based architectures2025.07 | 96.7 | — | 6.11 | |
| SGConvArchitecture category=Convolution-based architectures2025.07 | 95.5 | — | 6.11 | |
| S5Architecture category=RNN-based architectures, Bi-directional input processing=true2025.07 | 95.3 | 4.3 | 5.9 | |
| LRUArchitecture category=RNN-based architectures, Bi-directional input processing=true2025.07 | 95.1 | 4.3 | 5.9 | |
| mGRADEArchitecture category=Our implementation2025.07 | 94.9 | 2.33 | 769.5 | |
| Liquid-S4Architecture category=RNN-based architectures2025.07 | 94.8 | 4.58 | 382.8 | |
| S4-LegSArchitecture category=RNN-based architectures, Bi-directional input processing=true2025.07 | 94.2 | 4.96 | 769.5 | |
| HGRNArchitecture category=RNN-based architectures, Bi-directional input processing=true, Positional encoding=true2025.07 | 92.9 | 4.96 | 5.9 | |
| S4Architecture category=RNN-based architectures2025.07 | 86.1 | 3.42 | 382.8 | |
| DSSSOFTMAXArchitecture category=RNN-based architectures2025.07 | 84.6 | 2.29 | 382.8 | |
| MambaArchitecture category=RNN-based architectures2025.07 | 69 | — | — | |
| LRUArchitecture category=Our implementation2025.07 | 57.4 | 4.3 | 5.9 |