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Grade school mathematics reasoning on GSM8K sampled 50 (test)

71.5AccuracyCoS
13.2628.3843.558.62Feb 2, 2026

Evaluation results

MethodLinks
CoSarchitecture=modular2026.0271.5
Self-Consistencytemperature=0.7, k=5, voting=majority2026.0270.5
Structured CoTtemperature=0, format=Explicit step enumeration2026.0266.5
Chain-of-Thoughttemperature=0, prompting=Standard ('Let's think step by step')2026.0264.5
Directtemperature=0, reasoning_steps=none2026.0215.5