STACK reduces average reasoning response length by 59.9% and raises accuracy by 4.8 points over prior methods on three math benchmarks via state-aware compression, knowledge guidance, and early stopping.
2·(3·4·5) + 1 = 2·60 + 1 = 120 + 1 = 121 This also gives the same result as the original expression
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Think Less, Know More: State-Aware Reasoning Compression with Knowledge Guidance for Efficient Reasoning
STACK reduces average reasoning response length by 59.9% and raises accuracy by 4.8 points over prior methods on three math benchmarks via state-aware compression, knowledge guidance, and early stopping.