Linear Model No Conv. SWDE FDA SQuaD NIAH-1 NIAH-2 NIAH-3
acc\(\uparrow\) acc\(\uparrow\) acc\(\uparrow\) 1K2K4K8K16K32K 1K2K4K8K16K32K 1K2K4K8K16K32K
GDN 54.6 67.2 34.5 10010010010093.270.5 1001001008.00.00.0 93.270.250.00.00.00.0
Mamba-2 56.3 68.8 36.0 10010016.40.00.00.0 10010085.80.00.00.0 76.980.660.80.00.00.0
SWA-RoPE 51.0 68.1 34.1 10010010010098.260.4 10010010098.23.10.0 93.478.212.860.04.40.0
Raven 51.4 64.2 31.4 10010010010098.478.6 10010010010095.465.4 90.067.073.860.010.214.4