Fine-grained taxonomic prompts substantially raise antisemitism-detection recall across four LLMs while lowering precision; larger conceptual resources add no further quantitative gain and post-Holocaust forms remain hardest.
Subverting the jewtocracy
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You Frame It: How Conceptual Representations Shape LLM Detection and Reasoning about Antisemitism
Fine-grained taxonomic prompts substantially raise antisemitism-detection recall across four LLMs while lowering precision; larger conceptual resources add no further quantitative gain and post-Holocaust forms remain hardest.