A logits-only, black-box pipeline with token filtration, greedy or beam-search trigger inversion, and perturbation-based verification detects Trojan triggers in TrojAI and RLHF-poisoned LLMs.
In: 2018 IEEE security and privacy workshops (SPW), pp
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Trojan Detection Through Pattern Recognition for Large Language Models
A logits-only, black-box pipeline with token filtration, greedy or beam-search trigger inversion, and perturbation-based verification detects Trojan triggers in TrojAI and RLHF-poisoned LLMs.