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Mathematical Reasoning on AIME 24 (Accuracy and Length Metrics)

30.63AccuracyO1-Pruner
26.93827.896528.85529.8135Feb 13, 2026

Evaluation results

MethodLinks
O1-PrunerBase Model=DeepSeek-1.5B, Ratio=4.02026.0230.6312,669
DeepSeek-1.5BModel Type=Base Model2026.0230.4214,044
ACPOBase Model=DeepSeek-1.5B2026.0230.4212,367
L1Base Model=DeepSeek-1.5B2026.0229.3813,565
ThinkPruneBase Model=DeepSeek-1.5B, Constraint=1k2026.0228.9613,001
O1-PrunerBase Model=DeepSeek-1.5B, Ratio=1.02026.0228.5412,930
CRTBase Model=DeepSeek-1.5B2026.0228.5412,674
ThinkPruneBase Model=DeepSeek-1.5B, Constraint=5002026.0227.9213,378
ShorterBetterBase Model=DeepSeek-1.5B2026.0227.0811,714