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  5. LLM Poisoning
AI Slang & Cultureaka Data Poisoningaka Model Poisoning

LLM Poisoning

LLM poisoning usually means inserting malicious or biased examples into training data so a model's weights change; journalists also use it loosely for websites designed so chatbots cite them.

Ask Melo about this← all terms

In the research sense, an attacker needs samples in the pretrain or fine-tune mix. Publishing a high-volume, footnote-heavy site so retrieval systems quote it is generative engine optimization (GEO), which can later become training data if a crawler ingests the domain, but is not by itself a demonstrated weight compromise. 2026 coverage of the Hanover Institute often used 'poisoning' for that retrieval-side tactic.

Related terms

AI SlopGenerative Engine OptimizationRetrieval-Augmented GenerationTraining DataClaudingContext Stuffing