Lifelong Alignment on Six sequential tasks for lifelong alignment
30.64BLEU-4 (Last)MTL (Upper Bound)
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MTL (Upper Bound)training_mode=Multi-task learning2025.09 | 30.64 | — | — | — | 26.34 | — | — | 57.01 | — | — | 38 | — | |
| LifeAlign2025.09 | 29.14 | 0.02 | 30.53 | 1.39 | 26.43 | 24.84 | 1.31 | 57.42 | 53.91 | 0.91 | 37.67 | 36.43 | |
| STLtraining_mode=Single-task learning2025.09 | 28.72 | — | — | — | 27.27 | — | — | 54.84 | — | — | 36.94 | — | |
| ER2025.09 | 22.73 | -6.29 | 30.39 | -0.42 | 24.81 | 24.46 | -6.66 | 49.11 | 52.03 | -4.46 | 32.22 | 35.63 | |
| EWC2025.09 | 15.09 | -10.22 | 25.76 | -4.21 | 17.04 | 21.46 | -11.82 | 46.15 | 50.89 | -8.75 | 26.09 | 32.7 | |
| O-LoRA2025.09 | 15.01 | -11.16 | 25.85 | -1.93 | 6.83 | 17.82 | -18.28 | 48.66 | 58.24 | -10.46 | 23.5 | 33.98 | |
| GEM2025.09 | 14.53 | -16.14 | 19.63 | -9.1 | 18.11 | 19.48 | -10.47 | 45.15 | 44.2 | -11.9 | 25.93 | 27.77 | |
| CPPO2025.09 | 13.5 | -10.85 | 19.96 | -4.15 | 18.12 | 18.78 | -10.2 | 46.05 | 45.64 | -8.4 | 25.89 | 28.13 | |
| L2P2025.09 | 12.59 | 0.67 | 17.61 | 1.61 | 9.8 | 11.81 | 3.26 | 34.04 | 34.03 | 1.85 | 18.81 | 21.15 | |
| SeqFT2025.09 | 11.53 | -19.06 | 18.34 | -11.82 | 15.76 | 18.41 | -9.21 | 39.72 | 39.42 | -13.36 | 22.34 | 25.39 |