AINeutralarXiv – CS AI · 4h ago6/10
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Operationalising the Right to be Forgotten in LLMs: A Lightweight Sequential Unlearning Framework for Privacy-Aligned Deployment in Politically Sensitive Environments
Researchers introduce a sequential unlearning framework that enables Large Language Models to forget sensitive data while maintaining performance, addressing GDPR compliance and the Right to be Forgotten in politically sensitive deployments. The method stabilizes general capabilities through positive fine-tuning before selectively suppressing designated patterns, demonstrating effectiveness on the SemEval-2025 benchmark with minimal accuracy degradation.