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Unilogit: Robust Machine Unlearning for LLM s Using Uniform-Target Self-Distillation

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cs.CL 1 cs.LG 1

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2026 2

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UNVERDICTED 2

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Fast Unlearning at Scale via Margin Self-Correction

cs.LG · 2026-06-01 · unverdicted · novelty 6.0

MASC achieves competitive forget-retain trade-offs in language model unlearning at lower computational cost via margin self-correction and an online stopping criterion on TOFU, MUSE News, and MUSE Books.

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