ResearchBenchmarksContinual Learning on Standard Continual Learning Benchmark N=4 (FR, FWT, BWT)Follow67.82Forward Retention (FR)SeqLoRA-0.643217.130934.90552.6791Nov 28, 2025Evaluation ResultsMethodMethodLinksForward Retention (FR)Forward Transfer (FWT)Backward Transfer (BWT)SeqLoRA2025.1167.82-0.29-67.82IncLoRA2025.115.07-0.46-5MoCL2025.114.14-2.37-2.11O-LoRA2025.113.29-0.46-3.26SD-LoRA2025.113.06-2.06-2.87PS-LoRA2025.111.990.01-1.84