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Logical Reasoning on LogiQA CN (Accuracy)

34.92Accuracy (LogiQA CN)ConSA (head-wise, single-layer)
30.86431.91732.9734.023Jun 16, 2026

Evaluation results

MethodLinks
ConSA (head-wise, single-layer)Target Sparsity (ρ)=0.50, Granularity=head-wise, Constraint Scope=single-layer, Model=1.7B2026.0634.92
Dense FATarget Sparsity (ρ)=0, Model=1.7B2026.0633.23
ConSA (head-wise, all-layers)Target Sparsity (ρ)=0.50, Granularity=head-wise, Constraint Scope=all-layers, Model=1.7B2026.0633.08
Rule (head-wise)Target Sparsity (ρ)=0.50, Granularity=head-wise, Model=1.7B2026.0632.46
ConSA (layer-wise)Target Sparsity (ρ)=0.50, Granularity=layer-wise, Model=1.7B2026.0631.54
Rule (layer-wise)Target Sparsity (ρ)=0.50, Granularity=layer-wise, Model=1.7B2026.0631.02