ResearchBenchmarksMathematical & Symbolic Reasoning on GSM8K (Tier 1)Mathematical & Symbolic Reasoning on GSM8K (Tier 1)Follow89.2SRHalo82.12883.96485.887.636Feb 22, 2026Evaluation resultsMethodMethodLinksSRResponse Time Objective (RTO)HaloBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0289.21.29CoT-ValveBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0288.90.85AdaCoTBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0288.51.45ToTBackbone=LLaMA-3-70B,...Backbone=LLaMA-3-70B, b=5, d=32026.0287.43.5CoT-SCBackbone=LLaMA-3-70B,...Backbone=LLaMA-3-70B, k=102026.0286.12.15Standard CoTBackbone=LLaMA-3-70BBackbone=LLaMA-3-70B2026.0282.41