SELFCI uses complementary self-distillation to decouple information suppression from task resolution, improving contextual integrity without degrading utility.
ES-Merging estimates merging coefficients from embedding space signals to combine biological multimodal models, improving cross-modal reasoning and single-modal knowledge preservation.