ResearchBenchmarksContinual Learning on Continual-NExT (final)Continual Learning on Continual-NExT (final)Follow53.31Avg. ACCUpper-Bound41.786844.778447.7750.7616Feb 20, 2026Evaluation resultsMethodMethodLinksAvg. ACCForgettingNew. ACCUpper-Bound2026.0253.31——MAGE2026.0249.5812.2659.79CIA2026.0247.9914.8960.4PGP2026.0247.713.5458.97RegLoRA2026.0247.3915.0559.94EWC2026.024715.8560.21LAE2026.0245.2516.2958.82MoELoRA2026.0243.919.0859.8LoRA2026.0242.2320.3659.19