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evidence routing 1high-resolution visual question answering 1memory efficiency 1multimodal large language models 1single-pass inference 1

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cs.CL2026

Maximizing Local Entropy Where It Matters: Prefix-Aware Localized LLM Unlearning

Naixin Zhai, Pengyang Shao, Binbin Zheng +4

Machine unlearning aims to forget sensitive knowledge from Large Language Models (LLMs) while maintaining general utility. However, existing approaches typically treat all tokens i…