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Researchers develop Probe-Geometry Alignment to erase memorization signatures from LLMs

Researchers have developed a method called Probe-Geometry Alignment (PGA) to surgically remove memorization signatures from large language models without impacting their capabilities. This technique targets specific AI

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COVERAGE [1]

  1. arXiv cs.LG TIER_1 · Anamika Paul Rupa, Anietie Andy ·

    Probe-Geometry Alignment: Erasing the Cross-Sequence Memorization Signature Below Chance

    arXiv:2605.01699v1 Announce Type: new Abstract: Recent attacks show that behavioural unlearning of large language models leaves internal traces recoverable by adversarial probes. We characterise where this retention lives and show it can be surgically removed without measurable c…