Mathematical Reasoning on MATH 500 (Acc, Tok, CR, Cost)
95.3AccuracyVanilla
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VanillaModel=Qwen3-14B2026.04 | 95.3 | 4,878 | 100 | 4,878 | |
| DEERModel=Qwen3-14B2026.04 | 94.8 | 2,808 | 57.6 | 2,862 | |
| VanillaModel=Qwen3-4B2026.04 | 94 | 5,210 | 100 | 5,210 | |
| DEERModel=Qwen3-4B2026.04 | 93.7 | 3,803 | 73 | 3,878 | |
| CoDE-StopModel=Qwen3-4B2026.04 | 93.4 | 3,575 | 68.6 | 3,647 | |
| EATModel=Qwen3-14B2026.04 | 93 | 3,730 | 76.5 | 3,871 | |
| CoDE-StopModel=Qwen3-14B2026.04 | 93 | 2,481 | 50.9 | 2,529 | |
| VanillaModel=Nemotron-8B2026.04 | 92.8 | 3,258 | 100 | 3,258 | |
| DEERModel=Nemotron-8B2026.04 | 92.4 | 2,448 | 75.1 | 2,501 | |
| RCPDModel=Qwen3-4B2026.04 | 91.9 | 4,994 | 95.9 | 5,211 | |
| CoDE-StopModel=Nemotron-8B2026.04 | 91.4 | 2,287 | 70.2 | 2,338 | |
| Think or NotModel=Nemotron-8B2026.04 | 90.3 | 2,754 | 84.5 | 5,034 | |
| EATModel=Qwen3-4B2026.04 | 89 | 3,642 | 69.9 | 3,789 | |
| RCPDModel=DeepSeek-R12026.04 | 88.6 | 4,576 | 100 | 4,745 | |
| VanillaModel=DeepSeek-R12026.04 | 88.4 | 4,576 | 100 | 4,576 | |
| RCPDModel=Qwen3-14B2026.04 | 88.2 | 4,379 | 89.8 | 4,573 | |
| EATModel=Nemotron-8B2026.04 | 87.7 | 2,765 | 84.9 | 2,886 | |
| RCPDModel=Nemotron-8B2026.04 | 87.5 | 2,992 | 91.8 | 3,126 | |
| Think or NotModel=DeepSeek-R12026.04 | 87.2 | 4,300 | 94 | 8,391 | |
| DEERModel=DeepSeek-R12026.04 | 85.2 | 2,626 | 57.4 | 2,762 | |
| CoDE-StopModel=DeepSeek-R12026.04 | 85.1 | 2,576 | 56.3 | 2,703 | |
| Think or NotModel=Qwen3-4B2026.04 | 80.8 | 3,768 | 72.3 | 6,497 | |
| EATModel=DeepSeek-R12026.04 | 79.4 | 3,381 | 73.9 | 3,577 | |
| Answer ConvergenceModel=DeepSeek-R12026.04 | 67.2 | 1,460 | 31.9 | 2,526 | |
| Answer ConvergenceModel=Nemotron-8B2026.04 | 66.4 | 950 | 29.2 | 1,335 | |
| Answer ConvergenceModel=Qwen3-4B2026.04 | 61.5 | 897 | 17.2 | 1,656 |