ResearchBenchmarksMathematical Reasoning on SVAMP original GSM8k-Aug rationale formatMathematical Reasoning on SVAMP original GSM8k-Aug rationale formatFollow64.9Pass@1SFT-CoT39.73246.26652.859.334May 25, 2026Evaluation resultsMethodMethodLinksPass@1Average Length (#L)SFT-CoTRationale Format=GSM8k...Rationale Format=GSM8k-Aug2026.0564.911.3Ours-RLRationale Format=GSM8k...Rationale Format=GSM8k-Aug2026.0560.85.86Ours-SFTRationale Format=GSM8k...Rationale Format=GSM8k-Aug2026.0558.36.43CoLaR-2Rationale Format=GSM8k...Rationale Format=GSM8k-Aug2026.0554.96.11CoconutRationale Format=GSM8k...Rationale Format=GSM8k-Aug2026.0540.76