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ResearchFormerly WizWand

In-context Learning on 12 Downstream Classification Tasks

53AccuracyStateX
41.76844.68447.650.516Sep 26, 2025
Updated 6mo ago

Evaluation results

MethodLinks
StateXArchitecture=State Space Models—Mamba2, Few-shot=24-shot2025.0953
StateXArchitecture=Linear Attention—GLA, Few-shot=16-shot2025.0952.4
VanillaArchitecture=State Space Models—Mamba2, Few-shot=24-shot2025.0952.4
StateXArchitecture=State Space Models—Mamba2, Few-shot=16-shot2025.0952.3
StateXArchitecture=Linear Attention—GLA, Few-shot=24-shot2025.0951.9
VanillaArchitecture=Linear Attention—GLA, Few-shot=16-shot2025.0949.7
VanillaArchitecture=State Space Models—Mamba2, Few-shot=16-shot2025.0949.7
VanillaArchitecture=Linear Attention—GLA, Few-shot=24-shot2025.0948.4
StateXArchitecture=Linear Attention—GLA, Few-shot=8-shot2025.0948.1
VanillaArchitecture=State Space Models—Mamba2, Few-shot=8-shot2025.0947.7
StateXArchitecture=State Space Models—Mamba2, Few-shot=8-shot2025.0947.6
VanillaArchitecture=Linear Attention—GLA, Few-shot=8-shot2025.0947.3
MoMArchitecture=Sparse Model—MoM, Few-shot=24-shot2025.0942.9
MoMArchitecture=Sparse Model—MoM, Few-shot=8-shot2025.0942.6
MoMArchitecture=Sparse Model—MoM, Few-shot=16-shot2025.0942.2