| Benchmark | Model | Rank | Results |
|---|---|---|---|
| mathematical-reasoning-on-math-500 | Qwen-3-14B (fine-tuned with Rank-Surprisal Ratio selection) | #34 | Accuracy: 94.6 |
| mathematical-reasoning-on-aime24 | Qwen-3-14B (fine-tuned with Rank-Surprisal Ratio selection) | #54 | Acc: 67.5 |
| mathematical-reasoning-on-aime-2025 | Qwen-3-14B (fine-tuned with Rank-Surprisal Ratio selection) | #73 | Accuracy: 59.2 |