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Mathematical Reasoning on CMath (Score)

43.35CMath ScoreHiLS-Attn HoPE-Q-Cal
39.845240.755141.66542.5749Jul 3, 2026

Evaluation results

MethodLinks
HiLS-Attn HoPE-Q-CalTuning Protocol=Full param. CPT2026.0743.35
HiLS-Attn RoPE-Q-CalTuning Protocol=Full param. CPT2026.0742.44
LMK token tuningTuning Protocol=Freezing param.2026.0742.08
Olmo3 BaseTuning Protocol=Freezing param.2026.0741.53
HiLS-Attn NoPE-Q-CalTuning Protocol=Full param. CPT2026.0740.16
Olmo3 512swaTuning Protocol=Full param. CPT2026.0739.98