ResearchBenchmarksContinual Learning on Standard CL + Long Sequence OverallFollow74.98Overall Accuracy (SC+LS)TailLoR45.215252.942660.6768.3974Jun 4, 2026Evaluation ResultsMethodMethodLinksOverall Accuracy (SC+LS)TailLoRStrategy=headStrategy=head2026.0674.98ELLA2026.0674.9TailLoRStrategy=tailStrategy=tail2026.0674.15TailLoRStrategy=uniformStrategy=uniform2026.0673.89SVFT2026.0673.88PiSSA2026.0666.65MiLoRA2026.0663.03IncLoRA2026.0659.25EWC2026.0646.36