Multi-turn Dialogue on MT-Bench (Acceptance Length τ)
2.717Acceptance Length (τ)Llama 3.2-3B
Evaluation results
| Method | Links | |
|---|---|---|
| Llama 3.2-3Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 2.717 | |
| Llama 3.2-3Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 2.542 | |
| Llama 3.2-3Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.454 | |
| Llama 3.2-3Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.351 | |
| Llama-3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 2.341 | |
| Llama-3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 2.222 | |
| Qwen3-4Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 2.123 | |
| Llama-3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 2.105 | |
| Qwen3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=402026.06 | 2.055 | |
| Qwen3-4Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 2 | |
| Qwen3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0.3, αc (chain-loss coefficient)=02026.06 | 1.961 | |
| Qwen3-4Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 1.959 | |
| Llama-3-8Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 1.931 | |
| Qwen3-8Bγ (loss-decay constant)=10, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 1.901 | |
| Qwen3-4Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 1.875 | |
| Qwen3-8Bγ (loss-decay constant)=None, αf (first-error focal coefficient)=0, αc (chain-loss coefficient)=02026.06 | 1.836 |