ResearchBenchmarksContinual Learning on Standard CL Benchmark Order-2Continual Learning on Standard CL Benchmark Order-2Follow78.8AccuracyGORP40.600850.517960.43570.3521Jul 3, 2025Aug 24, 2025Oct 15, 2025Dec 6, 2025Jan 27, 2026Mar 20, 2026May 11, 2026Evaluation resultsMethodMethodLinksAccuracyForgetting RateGORPBackbone=LLaMA2-7BBackbone=LLaMA2-7B2025.0778.8—N-LoRABackbone=LLaMA2-7BBackbone=LLaMA2-7B2025.0777.3—O-LoRAType=RISEType=RISE2026.0576.91.87O-LoRAType=FOType=FO2026.0576.612.37O-LoRABackbone=LLaMA2-7BBackbone=LLaMA2-7B2025.0775.7—SeqLoRAType=RISEType=RISE2026.0575.156.58O-LoRAType=ZOType=ZO2026.0560.382.09SeqLoRAType=FOType=FO2026.0552.1337.01SeqLoRAType=ZOType=ZO2026.0542.077.36