{"type": "article", "title": "Mitigating Capability Degradation in LLM Self-Improvement via Representation Geometry Regularization", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/mitigating-capability-degradation-in-llm-self-improvement-via-representation", "original_source": "https://arxiv.org/abs/2610.12855", "published": "2026-10-12T04:00:00+00:00", "accessed": "2026-10-12", "id": "mitigating-capability-degradation-in-llm-self-improvement-via-representation"}