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arxiv_cs_cl ยท Oct 27, 2026 ยท paper

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Follow the Gradient: Tracing Safety Degradation Back to Training Data

arxiv.orgOct 27, 2026
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In brief

Fine-tuning Large Language Models (LLMs) on instruction data can quietly erode their safety, even when no training example looks harmful. Because this safety-degrading data looks benign, standard content filters strug...

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