Hybrid LLMs Lose Long-Context Capabilities Through CoT Fine-Tuning10. June 2026AI Models, Claude CodeShare on:CoT fine-tuning degrades long-context retrieval in hybrid LLMs by distorting query-key projections; QK-Restore fixes this without additional training. Share on: