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Logical Reasoning on RP Distribution, Npred ≤ 60, δ ≤ 6 (train)

99.5Accuracydirect w. L = 128
95.23696.34397.4598.557May 5, 2026

Evaluation results

MethodLinks
direct w. L = 128Reasoning Strategy=Direct, Number of Layers=1282026.0599.5
cot w. L = 64Reasoning Strategy=CoT, Number of Layers=642026.0598.4
cot w. L = 128Reasoning Strategy=CoT, Number of Layers=1282026.0597
direct (baseline)Reasoning Strategy=Direct2026.0596.9
cot (baseline)Reasoning Strategy=CoT2026.0595.4