<ul data-eligibleForWebStory="true">Large language models have limitations in adapting to new information and refining learning strategies.Self-Adapting Language Models (SEAL) empower models to proactively generate 'self-edits' for improvement.SEAL's two-tiered learning process allows models to update and adapt autonomously for tasks.SEAL showcases enhanced performance in knowledge incorporation and few-shot learning scenarios.