ResearchBenchmarksMathematical Reasoning on GSM8K (test) (HS, FA)Mathematical Reasoning on GSM8K (test) (HS, FA)Follow71.5Hit Score (HS)Booster2.96420.75738.5556.343May 7, 2026Evaluation resultsMethodMethodLinksHit Score (HS)Failure Analysis Score (FA)BoosterBackbone=Llama3.1-8BBackbone=Llama3.1-8B2026.0571.576.2SFTBackbone=Llama3.1-8BBackbone=Llama3.1-8B2026.0571.182.8VaccineBackbone=Llama3.1-8BBackbone=Llama3.1-8B2026.0564.375.1LisaBackbone=Llama3.1-8BBackbone=Llama3.1-8B2026.0540.472.2DeepAlignBackbone=Llama3.1-8BBackbone=Llama3.1-8B2026.0520.788SBRBackbone=Llama3.1-8BBackbone=Llama3.1-8B2026.055.682.6