ResearchBenchmarksMathematical Reasoning on GSM8K (τ, Tokens/s, Speedup)Follow48.31Tokens/sSAGE19.91827.28934.6642.031Jan 31, 2026Evaluation ResultsMethodMethodLinksTokens/sAvg Accepted Length (τ)SpeedupSAGESetup=Llama3 8B-1BSetup=Llama3 8B-1B2026.0148.314.052.3Native-SDSetup=Llama3 8B-1BSetup=Llama3 8B-1B2026.0144.593.122.12VanillaSetup=Llama3 8B-1BSetup=Llama3 8B-1B2026.0121.01——