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27 OCT 2026 · Paper

Follow the Gradient: Tracing Safety Degradation Back to Training Data

This paper helps prevent large language models from becoming unsafe by identifying training data that causes them to behave badly, even if the data itself looks harmless. Practitioners can use this technique to build safer language models that are more reliable and trustworthy.

continual learning large language models gradient embedding safety degradation content filters