ResearchBenchmarksLong Continual Learning Benchmark N=15Follow70.05Forward RetentionSeqLoRA3.770820.977938.18555.3921Nov 28, 2025Evaluation ResultsMethodMethodLinksForward RetentionForward TransferBackward TransferSeqLoRA2025.1170.05-5.65-69.19IncLoRA2025.1113.54-9.07-10.37MoCL2025.1110.25-2.6-7.89O-LoRA2025.1110-5.24-7.03SD-LoRA2025.119.12-4.02-8.17PS-LoRA2025.116.32-3.13-0.68