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LLMs are poised to revolutionize online abuse detection, but realizing their potential requires tackling critical challenges like latency, cost, and adversarial attacks across the entire abuse detection lifecycle.
Forget fine-tuning: Prompt-Level Distillation lets small models match frontier reasoning performance by distilling explicit reasoning patterns into structured system prompts.
LLMs still struggle with infrequently occurring knowledge, and this paper provides a structured framework to understand why, how we can fix it, and what the implications are for responsible AI.