Mathematical Reasoning on AIME 24, 25 (Acc, Tok, CR, Cost)
76AccuracyVanilla
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaModel=Qwen3-14B2026.04 | 76 | 15,137 | 100 | 15,137 | |
| RCPDModel=Qwen3-14B2026.04 | 76 | 14,526 | 96 | 15,096 | |
| DEERModel=Qwen3-14B2026.04 | 71.3 | 11,086 | 73.2 | 11,295 | |
| CoDE-StopModel=Qwen3-14B2026.04 | 70.2 | 10,720 | 70.8 | 10,921 | |
| VanillaModel=Qwen3-4B2026.04 | 69.1 | 16,326 | 100 | 16,326 | |
| RCPDModel=Qwen3-4B2026.04 | 68.7 | 16,325 | 100 | 16,960 | |
| DEERModel=Qwen3-4B2026.04 | 68.1 | 13,115 | 80.3 | 13,400 | |
| CoDE-StopModel=Qwen3-4B2026.04 | 67.7 | 12,588 | 77.1 | 12,800 | |
| EATModel=Qwen3-14B2026.04 | 66.1 | 12,666 | 83.7 | 13,130 | |
| EATModel=Qwen3-4B2026.04 | 61.7 | 13,995 | 85.7 | 14,489 | |
| Think or NotModel=Qwen3-4B2026.04 | 56.7 | 14,130 | 86.5 | 27,343 | |
| VanillaModel=Nemotron-8B2026.04 | 55 | 11,130 | 100 | 11,130 | |
| RCPDModel=Nemotron-8B2026.04 | 54.9 | 10,729 | 96.4 | 11,169 | |
| EATModel=Nemotron-8B2026.04 | 53.7 | 10,514 | 94.5 | 11,018 | |
| DEERModel=Nemotron-8B2026.04 | 52.7 | 9,631 | 86.5 | 9,847 | |
| CoDE-StopModel=Nemotron-8B2026.04 | 52.4 | 9,282 | 83.4 | 9,493 | |
| Think or NotModel=Nemotron-8B2026.04 | 52 | 9,394 | 84.4 | 18,991 | |
| VanillaModel=DeepSeek-R12026.04 | 37.6 | 14,461 | 100 | 14,461 | |
| RCPDModel=DeepSeek-R12026.04 | 37.3 | 14,478 | 100.1 | 15,003 | |
| DEERModel=DeepSeek-R12026.04 | 35 | 11,508 | 79.6 | 12,616 | |
| CoDE-StopModel=DeepSeek-R12026.04 | 34.7 | 10,649 | 73.6 | 11,608 | |
| EATModel=DeepSeek-R12026.04 | 34.3 | 12,624 | 87.3 | 13,472 | |
| Answer ConvergenceModel=Nemotron-8B2026.04 | 31.9 | 4,341 | 39 | 5,939 | |
| Answer ConvergenceModel=Qwen3-4B2026.04 | 28.9 | 5,958 | 36.5 | 9,073 | |
| Answer ConvergenceModel=DeepSeek-R12026.04 | 23.4 | 6,328 | 43.8 | 8,934 |