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SpecGuard is introduced, an inference-time backdoor detector that repurposes speculative decoding at zero added model-computation cost and doubles as a free, always-on signal for detecting backdoored LLM behavior.
Pruned LLMs can ace multiple-choice tests while failing to generate correct answers, revealing a critical evaluation blind spot in model assessment.
