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Hierarchical Reasoning on ListOps Long Range Arena (test)

63.04AccuracyMS-SSM (S6)
13.931226.680639.4352.1794Dec 29, 2025

Evaluation results

MethodLinks
MS-SSM (S6)Architecture type=Convolutions + SSMs2025.1263.04
MS-SSM (S4)Architecture type=Convolutions + SSMs2025.1262.83
MULTIRESNETArchitecture type=Convolutions2025.1262.75
Liquid-S4Architecture type=SSMs2025.1262.75
S5Architecture type=SSMs2025.1262.15
SGConvArchitecture type=Convolutions2025.1261.45
S4DArchitecture type=SSMs2025.1260.52
S4Architecture type=SSMs2025.1259.6
DSSArchitecture type=SSMs2025.1257.6
MambaArchitecture type=SSMs, Model size=double model size (2x Param)2025.1249.63
H-Transformer-1DArchitecture type=Transformers2025.1249.53
CDILArchitecture type=Convolutions2025.1244.05
MambaArchitecture type=SSMs, State size=double state size (2x State)2025.1242.14
MambaArchitecture type=SSMs2025.1238.02
ReformerArchitecture type=Transformers2025.1237.27
Luna-256Architecture type=Transformers2025.1237.25
TransformerArchitecture type=Transformers2025.1236.37
BigBirdArchitecture type=Transformers2025.1236.05
LongformerArchitecture type=Transformers2025.1235.63
Sinkhorn TransformerArchitecture type=Transformers2025.1233.67
GriffinArchitecture type=SSMs2025.1232.34
PerformerArchitecture type=Transformers2025.1218.01
Sparse TransformerArchitecture type=Transformers2025.1217.07
Linear Trans.Architecture type=Transformers2025.1216.13
LinformerArchitecture type=Transformers2025.1216.13
Local AttentionArchitecture type=Transformers2025.1215.82