Mathematical Reasoning on AIME (Acceptance length τ)
4.757Acceptance Length (τ)Llama-3-8B
Evaluation results
| Method | Links | |
|---|---|---|
| Llama-3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 4.757 | |
| Llama 3.2-3Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 4.197 | |
| Llama-3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 3.465 | |
| Llama 3.2-3Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 3.455 | |
| Llama 3.2-3Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 3.356 | |
| Llama-3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 3.152 | |
| Llama 3.2-3Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 3.003 | |
| Llama-3-8Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.705 | |
| Qwen3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 2.558 | |
| Qwen3-4Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 2.554 | |
| Qwen3-4Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 2.357 | |
| Qwen3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 2.351 | |
| Qwen3-4Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.253 | |
| Qwen3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.233 | |
| Qwen3-4Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.133 | |
| Qwen3-8Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.03 |