Continual Knowledge Incorporation on SQuAD 100 passages (val)
35.4Immediate AccuracySCoL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SCoLlambda=12026.05 | 35.4 | 20.46 | |
| SCoLlambda=02026.05 | 34.3 | 14.64 | |
| Prompting-only2026.05 | 28.17 | — | |
| Batch TTT2026.05 | 26.52 | — | |
| SEALcontinualprocedure=Continual LoRA fine-tuning2026.05 | 13.7 | 1.3 |