Backdoor Trojan: Linguistic Trigger Phrase (POT Attack) - ATR-2026-01755 (be0b0e32-38fb-5949-9b8e-1fd2f972c618)
Detects Prompt-Operated Trojan (POT) / backdoor attacks that embed specific rare linguistic trigger phrases in prompts to activate hidden malicious behavior in a poisoned or fine-tuned model. The trigger phrases are chosen to be semantically unusual high-register collocations that appear benign in isolation but signal a backdoor activation to a compromised model. Canonical phrases derived from the ASB backdoor-pot corpus (2026-06, N=30): - "with perspicacious discernment" - "through a prism of insight" - "conducting a comprehensive elucidation" These phrases are meaningless additions to normal requests (e.g., "explain X with perspicacious discernment"), acting as covert trigger tokens. Detection targets inputs that append or embed these specific rare-collocation triggers into otherwise normal-looking requests.