SRA: Selective Residual Adaptation for LLM Reasoning Enhancement.

arXiv:2610.34199v1 Announce Type: cross Abstract: Knowledge distillation transfers reasoning capabilities from large language models to lightweight students. However, distilled small models still struggle with multi-step reasoning. We observe that the distribu