Sequence Modeling on Long Range Arena (LRA)
60.95LISTOPS AccuracyLongSpike
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LongSpikeSNN=Yes2026.06 | 60.95 | 88.19 | 89.82 | 89.28 | 94.31 | 95.41 | 86.33 | |
| S4D-LinSNN=No2026.06 | 60.52 | 86.97 | 90.96 | 87.93 | 93.96 | 92.8 | 85.52 | |
| SpikingSSMSNN=Yes2026.06 | 60.23 | 80.41 | 88.77 | 88.21 | 93.51 | 94.82 | 84.33 | |
| S4SNN=No2026.06 | 58.35 | 76.02 | 87.09 | 87.26 | 86.05 | 88.1 | 80.48 | |
| P-SpikeSSMSNN=Yes2026.06 | 58.2 | 81.2 | 88.53 | 82.4 | 84.8 | — | 74.18 | |
| Binary S4DSNN=Yes2026.06 | 54.8 | 82.5 | 85.03 | 82 | 82.6 | 61.2 | 74.69 | |
| Spiking LMUFormerSNN=Yes2026.06 | 37.3 | 65.8 | 79.76 | 55.65 | 72.68 | — | 60.2 | |
| TransformerSNN=No2026.06 | 36.37 | 64.27 | 57.46 | 42.44 | 71.4 | — | 53.66 | |
| LMUFormerSNN=No2026.06 | 34.43 | 68.27 | 78.65 | 54.16 | 69.9 | — | 59.24 |